Knowledge

Metascience

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834: 1162: 826: 1148: 957:, and reports about the study in the news media which can then in turn be analyzed in metascience or provided and used by related tools. In terms of assessment and findability, altmetrics rate publications' performance or impact by the interactions they receive through social media or other online platforms, which can for example be used for sorting recent studies by measured impact, including before other studies are citing them. The specific procedures of established altmetrics are not transparent and the used algorithms can not be customized or altered by the user as open source software can. A study has described various limitations of altmetrics and points "toward avenues for continued research and development". They are also limited in their use as a primary tool for researchers to find received constructive feedback. 1170: 1296: 320: 1072: 1080: 599: 1660:
to identify aspects of science that need improvement, and develop ways to improve them. If science is accepted as the fundamental engine of economic growth and social progress, this could raise "the question of what we – as a society – can do to accelerate science, and to direct science toward solving society's most important problems." However, one of the authors clarified that a one-size-fits-all approach is not thought to be right answer – for example, in funding, DARPA models, curiosity-driven methods, allowing "a single reviewer to champion a project even if his or her peers do not agree", and various other approaches all have their uses. Nevertheless, evaluation of them can help build knowledge of what works or works best.
999:, and they rely on review papers to provide an overview of a particular topic". He notes that review papers are usually (only)" for topics in which many papers were written already, and they can get outdated quickly" and suggests "wiki-review papers" that get continuously updated with new studies on a topic and summarize many studies' results and suggest future research. A study suggests that if a scientific publication is being cited in a Knowledge article this could potentially be considered as an indicator of some form of impact for this publication, for example as this may, over time, indicate that the reference has contributed to a high-level of summary of the given topic. 1409: 1276: 2085:
Demir et al., the authors surveyed 117 recent research papers to derive best practices for Web-based measurement studies and establish criteria for reproducibility and replicability. They found that experimental setups and other critical information for reproducing and replicating results are often missing. In a large-scale Web measurement study on 4.5 million pages with 24 different measurement setups, the authors demonstrated the impact of slight differences in experimental setups on the overall results, emphasizing the need for accurate and comprehensive documentation.
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systems – include those of peer-review – may substantially lack mechanisms and criteria that are oriented or well-performingly oriented towards merit, real-world positive impact, progress and public usefulness rather than analytical indicators such as number of citations or altmetrics even when such can be used as partial indicators of such ends. Rethinking of the academic reward structure "to offer more formal recognition for intermediate products, such as data" could have positive impacts and reduce data withholding.
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reporting of research studies in the health sciences literature, and conducting research relating to issues that impact the quality of reporting of health research studies. The Network acts as an "umbrella" organisation, bringing together developers of reporting guidelines, medical journal editors and peer reviewers, research funding bodies, and other key stakeholders with a mutual interest in improving the quality of research publications and research itself.
11379: 11354: 690:, "The problem that we face is that the incentive system is focused almost entirely on getting research published, rather than on getting research right." Proponents of reform seek to structure the incentive system to favor higher-quality results. For example, by quality being judged on the basis of narrative expert evaluations ("rather than indices"), institutional evaluation criteria, guaranteeing of transparency, and professional standards. 1816:. Medical and academic disputes are as ancient as antiquity and a study calls for research into "constructive and obsessive criticism" and into policies to "help strengthen social media into a vibrant forum for discussion, and not merely an arena for gladiator matches". Feedback to studies can be found via altmetrics which is often integrated at the website of the study – most often as an embedded 438: 1311:
etc) have been described in books and articles, including that science is becoming harder (per dollar or hour spent), that if science "slowing today, it is because science has remained too focused on established fields", that papers and patents are increasingly less likely to be "disruptive" in terms of breaking with the past as measured by the "CD index", and that there is a great
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success, such as the number of publications, citation number, and impact factor, have not changed for decades" and have to some degrees "ceased" to be good measures, leading to issues such as "overproduction, unnecessary fragmentations, overselling, predatory journals (pay and publish), clever plagiarism, and deliberate obfuscation of scientific results so as to sell and oversell".
1245:– one study investigating the impact of science awards used such to associate a paper's text (not just keywords) with the linguistic content of Knowledge's scientific topics pages ("pages are created and updated by scientists and users through crowdsourcing"), creating meaningful and plausible classifications of high-fidelity scientific topics for further analysis or navigability. 1307:. A study found segments with different growth rates appear related to phases of "economic (e.g., industrialization)" – money is considered as necessary input to the science system – "and/or political developments (e.g., Second World War)". It also confirmed a recent exponential growth in the volume of scientific literature and calculated an average doubling period of 17.3 years. 706:– who was involved in any way creation of a publication. A study pointed out one of the problems associated with the ongoing neglect of contribution nuanciation – it found that "the number of publications has ceased to be a good metric as a result of longer author lists, shorter papers, and surging publication numbers". 1429:(0.61%), followed by biomedical and health sciences (0.41%), life and earth sciences (0.29%); physical sciences and engineering (0.15%), and mathematics and computer science (0.06%). Such research may also show, where the disagreements are, especially if they cluster, including visually such as with cluster diagrams. 1792:) and standards of science evaluation, incentivation, communication, commissioning, funding, regulation, production, management, use and publication. Such can be called "applied metascience" and may seek to explore ways to increase quantity, quality and positive impact of research. One example for such is the 1964:
Studies have shown that systematic reviews of existing research evidence are sub-optimally used in planning a new research or summarizing the results. Cumulative meta-analyses of studies evaluating the effectiveness of medical interventions have shown that many clinical trials could have been avoided
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exerts substantial influence on the design and execution of medical research. Conflicts of interest are common among authors of medical literature and among editors of medical journals. While almost all medical journals require their authors to disclose conflicts of interest, editors are not required
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A study suggests that improving the way science is done could accelerate the rate of scientific discovery and its applications which could be useful for finding urgent solutions to humanity's problems, improve humanity's conditions, and enhance understanding of nature. Metascientific studies can seek
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Science maps could show main interrelated topics within a certain scientific domain, their change over time, and their key actors (researchers, institutions, journals). They may help find factors determine the emergence of new scientific fields and the development of interdisciplinary areas and could
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However, others have pointed out that is difficult to measure scientific progress in meaningful ways, partly because it's hard to accurately evaluate how important any given scientific discovery is. A variety of perspectives of the trajectories of science overall (impact, number of major discoveries,
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of 295 papers published in ten high-profile medical journals. It found that, "in almost 73% of the reports read ... conclusions were drawn when the justification for these conclusions was invalid." A paper in 1976 called for funding for meta-research: "Because the very nature of research on research,
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Web measurement studies are essential for understanding the workings of the modern Web, particularly in the fields of security and privacy. However, these studies often require custom-built or modified crawling setups, leading to a plethora of analysis tools for similar tasks. In a paper by Nurullah
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publication and prices charged for many conventional journals – even for publicly funded papers – are unwarranted, unnecessary – or suboptimal – and detrimental barriers to scientific progress. Open access can save considerable amounts of financial resources, which could be used otherwise, and level
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with only 36/71 having received at least one Nobel prize of the 114/849 domains science could be divided into according to their DC2 and DC3 classification systems. Five of the 114 domains were shown to make up over half of the Nobel prizes awarded 1995–2017 (particle physics , cell biology , atomic
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The Scite Reference Check bot is an extension of scite.ai that scans new article PDFs "for references to retracted papers, and posts both the citing and retracted papers on Twitter" and also "flags when new studies cite older ones that have issued corrections, errata, withdrawals, or expressions of
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and online communication of results by science educators and scientists. A study found that the "main incentive academics are offered for using social media is amplification" and that it should be "moving towards an institutional culture that focuses more on how these platforms can facilitate real
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studies, and to identify biases and conflicts of interest in the authors. Solutions include the implementation of reporting standards, and greater transparency in scientific studies (including better requirements for disclosure of conflicts of interest). There is an attempt to standardize reporting
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literature. The EQUATOR Network was established with the goals of raising awareness of the importance of good reporting of research, assisting in the development, dissemination and implementation of reporting guidelines for different types of study designs, monitoring the status of the quality of
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can be explained by their larger pool of available funded laborers. The study found that university prestige was only associated with higher productivity for faculty with group members, not for faculty publishing alone or the group members themselves. This is presented as evidence that the outsize
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in relation to public health and the social science of climate change mitigation where it has been estimated that only 0.12% of all funding for climate-related research is spent on such despite the most urgent puzzle at the current juncture being working out how to mitigate climate change, whereas
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for which they were conferred a prize after the protĂ©gĂ©s' mentorship. Studying original topics rather than these mentors' research-topics was also positively associated with success. Highly productive partnerships are also a topic of research – e.g. "super-ties" of frequent co-authorship of two
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Various ways of measuring "novelty" of studies, novelty metrics, have been proposed to balance a potential anti-novelty bias – such as textual analysis or measuring whether it makes first-time-ever combinations of referenced journals, taking into account the difficulty. Other approaches include
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Other incentives to govern science and related processes, including via metascience-based reforms, may include ensuring accountability to the public (in terms of e.g. accessibility of, especially publicly-funded, research or of it addressing various research topics of public interest in serious
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in scientific publications. Major research issues include the measurement of the impact of research papers and academic journals, the understanding of scientific citations, and the use of such measurements in policy and management contexts. Studies suggest that "metrics used to measure academic
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Factors other than a submission's merits can substantially influence peer reviewers' evaluations. Such factors may however also be important such as the use of track-records about the veracity of a researchers' prior publications and its alignment with public interests. Nevertheless, evaluation
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Better understanding of potential slowdowns according to some measures could be a major opportunity to improve humanity's future. For example, emphasis on citations in the measurement of scientific productivity, information overloads, reliance on a narrower set of existing knowledge (which may
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play an important role in the scientific ecosystem and in science communication to the public and need to "know how to use, relevant information when deciding whether to trust a research finding, and whether and how to report on it", vetting the findings that get transmitted to the public.
1973:. Their cumulative meta-analysis demonstrated that 25 of 33 trials could have been avoided if a systematic review was conducted prior to conducting a new trial. In other words, randomizing 34542 patients was potentially unnecessary. One study analyzed 1523 clinical trials included in 227 926:
It has been argued that "science has two fundamental attributes that underpin its value as a global public good: that knowledge claims and the evidence on which they are based are made openly available to scrutiny, and that the results of scientific research are communicated promptly and
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Chapman, Colin A.; Bicca-Marques, JĂșlio CĂ©sar; Calvignac-Spencer, SĂ©bastien; Fan, Pengfei; Fashing, Peter J.; Gogarten, Jan; Guo, Songtao; Hemingway, Claire A.; Leendertz, Fabian; Li, Baoguo; Matsuda, Ikki; Hou, Rong; Serio-Silva, Juan Carlos; Chr. Stenseth, Nils (4 December 2019).
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Many treatments used in modern medicine have been proven to be ineffective, or even harmful. A 2007 study by John Ioannidis found that it took an average of ten years for the medical community to stop referencing popular practices after their efficacy was unequivocally disproven.
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According to a study "a simple way to check how often studies have been repeated, and whether or not the original findings are confirmed" is needed due to reproducibility issues in science. A study suggests a tool for screening studies for early warning signs for research fraud.
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particularly if it is prospective, requires long periods of time, we recommend that independent, highly competent groups be established with ample, long term support to conduct and support retrospective and prospective research on the nature of scientific discovery". In 2005,
256:... conclusions were drawn when the justification for these conclusions was invalid." Meta-research in the following decades found many methodological flaws, inefficiencies, and poor practices in research across numerous scientific fields. Many scientific studies could not be 981:
Primary studies "without context, comparison or summary are ultimately of limited value" and various types of research syntheses and summaries integrate primary studies. Progress in key social-ecological challenges of the global environmental agenda is "hampered by a lack of
1698:. Pregistration requires the submission of a registered report, which is then accepted for publication or rejected by a journal based on theoretical justification, experimental design, and the proposed statistical analysis. Pre-registration of studies serves to prevent 4692:
Fortunato, Santo; Bergstrom, Carl T.; Börner, Katy; Evans, James A.; Helbing, Dirk; Milojević, StaĆĄa; Petersen, Alexander M.; Radicchi, Filippo; Sinatra, Roberta; Uzzi, Brian; Vespignani, Alessandro; Waltman, Ludo; Wang, Dashun; BarabĂĄsi, Albert-LĂĄszlĂł (2 March 2018).
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Howick J, Koletsi D, Pandis N, Fleming PS, Loef M, Walach H, Schmidt S, Ioannidis JA. The quality of evidence for medical interventions does not improve or worsen: a metaepidemiological study of Cochrane reviews. Journal of Clinical Epidemiology 2020;126:154–159
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in general, and facilitating that unambiguous societal needs based on solid scientific evidence – such as about human physiology – are adequately prioritized and addressed. Such interventions, incentives and intervention-designs can be subjects of metascience.
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Meta-research has identified poor practices in reporting, explaining, disseminating and popularizing research, particularly within the social and health sciences. Poor reporting makes it difficult to accurately interpret the results of scientific studies, to
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McNutt, Marcia K.; Bradford, Monica; Drazen, Jeffrey M.; Hanson, Brooks; Howard, Bob; Jamieson, Kathleen Hall; Kiermer, VĂ©ronique; Marcus, Emilie; Pope, Barbara Kline; Schekman, Randy; Swaminathan, Sowmya; Stang, Peter J.; Verma, Inder M. (13 March 2018).
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Metascience seeks to promote better research through better incentive systems. This includes studying the accuracy, effectiveness, costs, and benefits of different approaches to ranking and evaluating research and those who perform it. Critics argue that
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more strongly than any other field; as many as two-thirds of highly publicized findings may be impossible to replicate. Meta-research finds that 80-95% of psychological studies support their initial hypotheses, which strongly implies the existence of
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Funding information from grant databases and funding acknowledgment sections can be sources of data for scientometrics studies, e.g. for investigating or recognition of the impact of funding entities on the development of science and technology.
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productivity of elite researchers is not from a more rigorous selection of talent by top universities, but from labor advantages accrued through greater access to funding and the attraction of prestige to graduate and postdoctoral researchers.
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attitudes and beliefs are also a subject of research. Hotez suggests antiscience "has emerged as a dominant and highly lethal force, and one that threatens global security", and that there is a need for "new infrastructure" that mitigates it.
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Moreover, replication of research (or failure to replicate) is considered less influential than original research, and is less likely to be published in many fields. This discourages the reporting of, and even attempts to replicate, studies.
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Bschir, Karim (July 2021). "How to make sense of science: Mano Singham: The great paradox of science: why its conclusions can be relied upon even though they cannot be proven. Oxford: Oxford University Press, 2019, 332 pp, ÂŁ 22.99 HB".
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Metascience can be categorized into five major areas of interest: Methods, Reporting, Reproducibility, Evaluation, and Incentives. These correspond, respectively, with how to perform, communicate, verify, evaluate, and reward research.
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and concluded that "less than one quarter of relevant prior studies" were cited. They also confirmed earlier findings that most clinical trial reports do not present systematic review to justify the research or summarize the results.
802:, by influencing the sequence in which technologies are developed. Relying only on the established form of legislation and incentives to ensure the right outcomes may not be adequate as these may often be too slow or inappropriate. 8241:
Rasberry, Lane; Tibbs, Sheri; Hoos, William; Westermann, Amy; Keefer, Jeffrey; Baskauf, Steven James; Anderson, Clifford; Walker, Philip; Kwok, Cherrie; Mietchen, Daniel (4 April 2022). "WikiProject Clinical Trials for Wikidata".
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and synthesis of existing scientific evidence", with a "fast-increasing volume of data", compartmentalized information and generally unmet evidence synthesis challenges. According to Khalil, researchers are facing the problem of
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was launched. The journal's opening editorial called for "research that will increase our understanding and suggest potential solutions to issues related to peer review, study reporting, and research and publication ethics".
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could guide "the exploration and interpretation of visualized intellectual structures and dynamic patterns". The maps can show the intellectual, social or conceptual structure of a research field. Beyond visual maps, expert
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It has been suggested that it may benefit science if "intellectual exchange—particularly regarding the societal implications and applications of science and technology—are better appreciated and incentivized in the future".
857:-makers – a centralized authority-based top-down approach – for knowledge production and appropriate funding to science with science subsequently somehow delivering "reliable and useful knowledge to society" is too simple. 360: 1331:
projects that are more likely to fail". The study that introduced the "CD index" suggests the overall number of papers has risen while the total of "highly disruptive" papers as measured by the index hasn't (notably, the
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Chan, Joel; Lutters, Wayne; Schneider, Jodi; Kirsanow, Karola; Bessa, Silvia; Saunders, Jonny L. (8 November 2022). "Growing New Scholarly Communication Infrastructures for Sharing, Reusing, and Synthesizing Knowledge".
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Bornmann, Lutz; Haunschild, Robin; Mutz, RĂŒdiger (7 October 2021). "Growth rates of modern science: a latent piecewise growth curve approach to model publication numbers from established and new literature databases".
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Waagmeester, Andra; Willighagen, Egon L.; Su, Andrew I.; Kutmon, Martina; Gayo, Jose Emilio Labra; Fernåndez-Álvarez, Daniel; Groom, Quentin; Schaap, Peter J.; Verhagen, Lisa M.; Koehorst, Jasper J. (22 January 2021).
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Studies showing poor consistency and quality of reporting have demonstrated the need for reporting standards and guidelines in science, which has led to the rise of organisations that produce such standards, such as
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Alternative metrics tools can be used not only for help in assessment (performance and impact) and findability, but also aggregate many of the public discussions about a scientific paper in social media such as
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if a systematic review of existing evidence was done prior to conducting a new trial. For example, Lau et al. analyzed 33 clinical trials (involving 36974 patients) evaluating the effectiveness of intravenous
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Meta-research identifying flaws in scientific practice has inspired reforms in science. These reforms seek to address and fix problems in scientific practice which lead to low-quality or inefficient research.
1376:-based studies and similar approaches could identify understudied or neglected societally important areas, topic-level problems (such as stigma or dogma), or potential misprioritizations. Examples of such are 10028:. There is growing determination to reform statistical analysis... Some suggest changing statistical methods, whereas others would do away with a threshold for defining "significant" results." (p. 63.) 1921:
Clinical research in medicine is often of low quality, and many studies cannot be replicated. An estimated 85% of research funding is wasted. Additionally, the presence of bias affects research quality. The
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or controversies, and may identify currently ongoing major debates (e.g. open questions), and disagreement between scientists or studies. One study suggests the level of disagreement was highest in the
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Moral-Muñoz, José A.; Herrera-Viedma, Enrique; Santisteban-Espejo, Antonio; Cobo, Manuel J. (19 January 2020). "Software tools for conducting bibliometric analysis in science: An up-to-date review".
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Elliott, Julian; Lawrence, Rebecca; Minx, Jan C.; Oladapo, Olufemi T.; Ravaud, Philippe; Tendal Jeppesen, Britta; Thomas, James; Turner, Tari; Vandvik, Per Olav; Grimshaw, Jeremy M. (December 2021).
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Success in science (as indicated in tenure review processes) is often measured in terms of metrics like citations, not in terms of the eventual or potential impact on lives and society, which awards
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of scientific publications for various visualizations and aggregation features such as providing a simple user interface summarizing literature about a specific feature of the SARS-CoV-2 virus using
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Fergusson, Dean; Glass, Kathleen Cranley; Hutton, Brian; Shapiro, Stan (2016). "Randomized controlled trials of aprotinin in cardiac surgery: Could clinical equipoise have stopped the bleeding?".
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Fecher, Benedikt; Friesike, Sascha; Hebing, Marcel; Linek, Stephanie (20 June 2017). "A reputation economy: how individual reward considerations trump systemic arguments for open access to data".
2123:. There is an annual Metascience Conference hosted by the Association for Interdisciplinary Meta-Research and Open Science (AIMOS) and biannual conference hosted by the Centre for Open Science. 745:
Novel tools in this area include systems to quantify how much the cited-node informs the citing-node. This can be used to convert unweighted citation networks to a weighted one and then for
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Parker, Lisa; Boughton, Stephanie; Lawrence, Rosa; Bero, Lisa (1 November 2022). "Experts identified warning signs of fraudulent research: a qualitative study to inform a screening tool".
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Gutiérrez-Salcedo, M.; Martínez, M. Ángeles; Moral-Munoz, J. A.; Herrera-Viedma, E.; Cobo, M. J. (1 May 2018). "Some bibliometric procedures for analyzing and evaluating research fields".
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for science publication management systems that hones in on contributorship – who has contributed what and how much of the research labor – rather that using traditional concept of plain
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Demir, Nurullah; Große-Kampmann, Matteo; Urban, Tobias; Wressnegger, Christian; Holz, Thorsten; Pohlmann, Norbert (2022). "Reproducibility and Replicability of Web Measurement Studies".
632:, including cancer research. Replication is an essential part of the scientific process, and the widespread failure of replication puts into question the reliability of affected fields. 1526:
It has been hypothesized that a deeper understanding of factors behind successful science could "enhance prospects of science as a whole to more effectively address societal problems".
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are often reviewed in the form of higher-level overviews in which results from various studies are integrated, compared, critically analyzed and interpreted. Examples of such works are
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replace citations to primary studies. There are also proposals for changes to the academic incentives systems that increase the recognition of societal impact in the research process.
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Root-Bernstein, Robert S.; Bernstein, Maurine; Garnier, Helen (1 April 1995). "Correlations Between Avocations, Scientific Style, Work Habits, and Professional Impact of Scientists".
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of new and existing science-based knowledge. Especially setting where there are a large number of loosely related projects and initiatives benefit from a common ground or "commons".
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Binswanger, Mathias (2015). "How Nonsense Became Excellence: Forcing Professors to Publish". In Welpe, Isabell M.; Wollersheim, Jutta; Ringelhan, Stefanie; Osterloh, Margit (eds.).
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Scientific awards are one category of science incentives. Metascience can explore existing and hypothetical systems of science awards. For instance, it found that work honored by
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Bello, S; Moustgaard, H; HrĂłbjartsson, A (October 2014). "The risk of unblinding was infrequently and incompletely reported in 300 randomized clinical trial publications".
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badge – but may often be incomplete, such as only showing social media discussions that link to the study directly but not those that link to news reports about the study.
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Chang, Joseph Chee; Kim, Yongsung; Miller, Victor; Liu, Michael Xieyang; Myers, Brad A; Kittur, Aniket (12 October 2021). "Tabs.do: Task-Centric Browser Tab Management".
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A proposed field of "Progress Studies" could investigate how scientists (or funders or evaluators of scientists) should be acting, "figuring out interventions" and study
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esearch) Network is an international initiative aimed at promoting transparent and accurate reporting of health research studies to enhance the value and reliability of
1549:. A study concluded that to enhance impact of truly innovative and highly interdisciplinary novel ideas, they should be placed in the context of established knowledge. 1491:, poverty eradication and so on". It was suggested that a better system would keep summaries of research evidence up to date via living systematic reviews – e.g. as 1083:
Trends of diversity of work cited, mean number of self-citations, and mean age of cited work may indicate papers are using "narrower portions of existing knowledge".
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in scientific literature, and to increase the overall quality and efficiency of the scientific process. As such, metascience is a big part of methods underlying the
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Arshad, Alia; Ameen, Kanwal (1 January 2021). "Comparative analysis of academic scientists, social scientists and humanists' scholarly information seeking habits".
1594:" , and not an isolated process. There are also few studies investigating scientists' habits, common modes of thinking, reading habits, use of information sources, 1087:
Metascience can investigate how scientific processes evolve over time. A study found that teams are growing in size, "increasing by an average of 17% per decade". (
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Fastrez, Pierre; Jacques, Jerry (2015). "Managing References by Filing and Tagging: An Exploratory Study of Personal Information Management by Social Scientists".
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Pashler, Harold; Wagenmakers, Eric Jan (2012). "Editors' Introduction to the Special Section on Replicability in Psychological Science: A Crisis of Confidence?".
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A study suggests that "f peer review is maintained as the primary mechanism of arbitration in the competitive selection of research reports and funding, then the
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assessment, deriving "impact metrics for the various entities involved, like the publications, authors etc" as well as, among other tools, for search engine- and
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There are several organizations and universities across the globe which work on meta-research – these include the Meta-Research Innovation Center at Berlin, the
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Stokstad, Erik (20 September 2018). "This research group seeks to expose weaknesses in science – and they'll step on some toes if they have to".
347:", which argued that a majority of papers in the medical field produce conclusions that are wrong. The paper went on to become the most downloaded paper in the 1507:, medical and other practices. For example, meta-analyses can quantify what is known and identify what is not yet known and place "truly innovative and highly 833: 419: 9205:"Accumulating Research: A Systematic Account of How Cumulative Meta-Analyses Would Have Provided Knowledge, Improved Health, Reduced Harm and Saved Resources" 5697: 5194:
Balbi, Stefano; Bagstad, Kenneth J.; Magrach, Ainhoa; Sanz, Maria Jose; Aguilar-Amuchastegui, Naikoa; Giupponi, Carlo; Villa, Ferdinando (17 February 2022).
466:, and to find methods to reduce these practices. Meta-research has identified numerous biases in scientific literature. Of particular note is the widespread 11387: 10487: 7922:
Nicholson, Josh M.; Mordaunt, Milo; Lopez, Patrice; Uppala, Ashish; Rosati, Domenic; Rodrigues, Neves P.; Grabitz, Peter; Rife, Sean C. (5 November 2021).
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Various issues with included or available studies such as, for example, heterogeneity of methods used may lead to faulty conclusions of the meta-analysis.
775: 4156: 1315:– possibly as part of a larger trend – whereby e.g. "things haven't changed nearly as much since the 1970s" when excluding the computer and the Internet. 546:, is considered a pivotal moment in the founding of journalology as a distinct field. The field of journalology has been influential in pushing for study 4751:"Funding CRISPR: Understanding the role of government and philanthropic institutions in supporting academic research within the CRISPR innovation system" 3169:
Couzin-Frankel, Jennifer (18 September 2018). "'Journalologists' use scientific methods to study academic publishing. Is their work improving science?".
1941:. Blinding is not well reported in medical literature, and widespread misunderstanding of the subject has resulted in poor implementation of blinding in 1931:
have been linked to higher rates of positive study results. In antidepressant trials, pharmaceutical sponsorship is the best predictor of trial outcome.
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the playing field for researchers in developing countries. There are substantial expenses for subscriptions, gaining access to specific studies, and for
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Robinson, Karen A; Goodman, Steven N (2011). "A Systematic Examination of the Citation of Prior Research in Reports of Randomized, Controlled Trials".
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with practical importance, enthusiastically reporting great certainty in unimportant facts. Some psychologists have responded with an increased use of
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Stone, Dianna L.; Rosopa, Patrick J. (1 March 2017). "The Advantages and Limitations of Using Meta-analysis in Human Resource Management Research".
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Tennant, Jonathan P.; Waldner, François; Jacques, Damien C.; Masuzzo, Paola; Collister, Lauren B.; Hartgerink, Chris. H. J. (21 September 2016).
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has a CD index of 0). Their results also suggest scientists and inventors "may be struggling to keep up with the pace of knowledge expansion".
344: 327: 7657:"Transparent and accurate reporting increases reliability, utility, and impact of your research: reporting guidelines and the EQUATOR Network" 7241:
Ince, Sharon; Hoadley, Christopher; Kirschner, Paul A. (1 January 2022). "A qualitative study of social sciences faculty research workflows".
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Gurevitch, Jessica; Koricheva, Julia; Nakagawa, Shinichi; Stewart, Gavin (March 2018). "Meta-analysis and the science of research synthesis".
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Lamers, Wout S; Boyack, Kevin; LariviĂšre, Vincent; Sugimoto, Cassidy R; van Eck, Nees Jan; Waltman, Ludo; Murray, Dakota (24 December 2021).
1779: 2947: 1139:, new tools to screen studies, and improved matching of submitted manuscripts to reviewers are among the proposals to speed up publication. 940:
engagement with research". Science communication may also involve the communication of societal needs, concerns and requests to scientists.
10574: 825: 6457: 4125:"Making a difference in the real world? A meta-analysis of the quality of use-oriented research using the Research Quality Plus approach" 3250: 2100: 7747:
Simera, I; Altman, DG (October 2009). "Writing a research article that is "fit for purpose": EQUATOR Network and reporting guidelines".
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enables notifications for new studies matching specified search terms. Scholarly communication infrastructure includes search databases.
860:
Measurements show that allocation of bio-medical resources can be more strongly correlated to previous allocations and research than to
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and published without regard for their outcome. An analysis of these reforms estimated that 61 percent of result-blind studies produce
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is done and find where improvements can be made. Metascience concerns itself with all fields of research and has been described as "a
10714: 6350: 6087: 3747:"Games academics play and their consequences: how authorship, h -index and journal impact factors are shaping the future of academia" 1789: 1570:
individuals who can complement skills, likely also the result of other factors such as mutual trust, conviction, commitment and fun.
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etc) and search software, "mind-machine partnerships" that could be investigated by metascience for how they could improve science.
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The emergence or origin of ideas by successful scientists is also a topic of research, for example reviewing existing ideas on how
382:
Many prominent publishers are interested in meta-research and in improving the quality of their publications. Top journals such as
3601:"Academic Research in the 21st Century: Maintaining Scientific Integrity in a Climate of Perverse Incentives and Hypercompetition" 3356: 11382: 10567: 9720: 6404: 3072:"A systematic review highlights a knowledge gap regarding the effectiveness of health-related training programs in journalology" 3070:
Galipeau, James; Moher, David; Campbell, Craig; Hendry, Paul; Cameron, D. William; Palepu, Anita; HĂ©bert, Paul C. (March 2015).
723:
A commentary noted that academic rankings don't consider where (country and institute) the respective researchers were trained.
5722: 1558: 1337: 791: 186: 17: 7285: 11432: 10497: 10166: 8599: 8149: 5379: 5281: 4076:"Metascience on Peer Review: Testing the Effects of a Study's Originality and Statistical Significance in a Field Experiment" 9119:
Lau, Joseph; Antman, Elliott M; Jimenez-Silva, Jeanette; Kupelnick, Bruce; Mosteller, Frederick; Chalmers, Thomas C (1992).
7561: 1499:, the number of published academic systematic reviews has risen from "around 6,000 in 2011 to more than 45,000 in 2021". An 10528: 7535: 2094: 1120: 6376: 1071: 995:– and to "keep up with the huge amount of literature, researchers use reference manager software, they make summaries and 659: 11075: 10789: 8544: 7130: 1324: 655: 5431: 4319:
Manchanda, Saurav; Karypis, George (November 2021). "Evaluating Scholarly Impact: Towards Content-Aware Bibliometrics".
11339: 10045: 5064:""I updated the <ref>": The evolution of references in the English Knowledge and the implications for altmetrics" 5041: 4842: 4468: 4439: 3555: 1874: 1295: 1185:
is a free online index of over 200 million scientific documents that integrates and provides metadata such as sources,
1127:
Another topic are the established styles of scientific communication (e.g. long text-form studies and reviews) and the
1079: 598: 424: 359:, Ioannidis showed that only a minority of medical interventions are supported by 'high quality' evidence according to 7924:"scite: A smart citation index that displays the context of citations and classifies their intent using deep learning" 5520: 2028: 1839:
The tool scite.ai aims to track and link citations of papers as 'Supporting', 'Mentioning' or 'Contrasting' the study.
1303:
Metascience research is investigating the growth of science overall, using e.g. data on the number of publications in
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van Dijk, Peter J.; Jessop, Adrienne P.; Ellis, T. H. Noel (July 2022). "How did Mendel arrive at his discoveries?".
2213: 2208: 179: 59: 6949: 4577: 1586:, – or more generally, the process of discovery by scientists. Science is a "multifaceted process of appropriation, 11768: 11011: 10512: 10159: 3319: 954: 806:
manners), increasing the qualified productive scientific workforce, improving the efficiency of science to improve
9989: 9511: 9387:; Simonovits, Gabor (1 January 2016). "Underreporting in Psychology Experiments: Evidence From a Study Registry". 8166: 3410:
Staddon, John (2017) Scientific Method: How science works, fails to work or pretends to work. Taylor and Francis.
319: 11120: 7038: 2116: 1611: 1333: 4973:"Platforms and Institutions in the Post-Pandemic University: a Case Study of Social Media and the Impact Agenda" 4484: 4157:"Bringing Rigor to Relevant Questions: How Social Science Research Can Improve Youth Outcomes in the Real World" 1843:
concern". Studies have suggested as few as 4% of citations to retracted papers clearly recognize the retraction.
1835:
Tools may get developed with metaresearch or can be used or investigated by such. Notable examples may include:
1388:
There are also studies that map a scientific field or a topic such as the study of the use of research evidence
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Bonett, D.G. (2021). Design and analysis of replication studies. Organizational Research Methods, 24, 513-529.
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The replication crisis has led to renewed efforts to re-test important findings. In response to concerns about
1996:
Metascience has revealed significant problems in psychological research. The field suffers from high bias, low
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Two metascientists reported that "structures fostering disruptive scholarship and focusing attention on novel
252:
of 295 papers published in ten high-profile medical journals. It found that "in almost 73% of the reports read
10262: 7510:"Academic Incentives and Research Impact: Developing Reward and Recognition Systems to Better People's Lives" 4808: 1866: 1157:
A study can be part of multiple fields and lower numbers of papers is not necessarily detrimental for fields.
109: 10131: 3846:"Transparency in authors' contributions and responsibilities to promote integrity in scientific publication" 1271:
according to Scholia; biomarker-related publications may not follow closely the number of viable biomarkers.
837:
Funding for climate research in the natural and technical sciences versus the social sciences and humanities
11307: 11137: 11065: 10765: 10694: 10392: 10356: 8037: 9667: 8136:. Lecture Notes in Computer Science. Vol. 9172. Springer International Publishing. pp. 291–300. 7584: 379:". Metascience has grown as a reaction to the replication crisis and to concerns about waste in research. 10351: 10227: 1685: 1631:
sometimes do. Problems with such metrics are roughly outlined elsewhere in this article and include that
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Measures have been implemented to address the issues revealed by metascience. These measures include the
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were closer to published values than would be expected by chance. This was believed to be the result of
645: 11798: 11115: 10287: 10247: 5362:
Norsen, Travis (2016). "Back to the Future: Crowdsourcing Innovation by Refocusing Science Education".
4894: 4860:"Science communication in online media: influence of press releases on coverage of genetics and CRISPR" 4859: 2168: 2107:, the Meta-research & Evidence Synthesis Unit, The George Institute for Global Health at India and 1691: 1681: 1545:
disproportionately consolidate to already well-cited papers, possibly slowing and inhibiting canonical
794:
refers to deliberately developing technologies – e.g. control-, safety- and policy-technologies versus
547: 276: 167: 147: 11425: 11365: 11322: 11317: 11292: 11207: 11197: 11192: 10302: 10297: 10257: 10222: 6435: 5947:"Open peer review: bringing transparency, accountability, and inclusivity to the peer review process" 2203: 1408: 1115: 1028: 932: 766: 348: 129: 96: 86: 76: 9611: 4749:
Fajardo-Ortiz, David; Hornbostel, Stefan; Montenegro de Wit, Maywa; Shattuck, Annie (22 June 2022).
3585: 11470: 11202: 11105: 10752: 10699: 10371: 10242: 10232: 10009: 8961:"Effectiveness of antidepressants: an evidence myth constructed from a thousand randomized trials?" 8318: 3338: 2249:
Ioannidis, John P. A.; Fanelli, Daniele; Dunne, Debbie Drake; Goodman, Steven N. (2 October 2015).
2153: 2043: 1923: 1783: 1488: 799: 521: 471: 445:
generation structured by layers, with the "Institution of Science" being the subject of metascience
142: 104: 8038:"Jumping over the paywall: Strategies and motivations for scholarly piracy and other alternatives" 2659: 11793: 11222: 11050: 11001: 10456: 10282: 10267: 10196: 10182: 7890:"Coronavirus in context: Scite.ai tracks positive and negative citations for COVID-19 literature" 5998: 3390: 2990:
Markowitz, David M.; Hancock, Jeffrey T. (2016). "Linguistic obfuscation in fraudulent science".
2158: 2108: 1809: 1397: 1393: 1373: 1320: 604: 372: 261: 162: 114: 67: 7486:"LibGuides: Promotion & Tenure and Open Scholarship: How is "impact" measured & valued?" 6027: 3111:
Wilson, Mitch; Moher, David (March 2019). "The Changing Landscape of Journalology in Medicine".
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Evidence synthesis can be applied to important and, notably, both relatively urgent and certain
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conference held in Edinburgh in 2015; the first international conference on peer review was the
291:
that issue guidelines for methodology and reporting. There are continuing efforts to reduce the
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practices – there are concerns about a "glacial pace" of conventional publishing. The use of
616:
crisis in which it has been found that many scientific studies are difficult or impossible to
516:
Journalology, also known as publication science, is the scholarly study of all aspects of the
11551: 11329: 11297: 11272: 11157: 11110: 11006: 10984: 10974: 10959: 10899: 10886: 10859: 10724: 10689: 10646: 10322: 10292: 10237: 10201: 9598: 8036:
Segado-Boj, Francisco; Martín-Quevedo, Juan; Prieto-Gutiérrez, Juan-José (12 December 2022).
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Various websites or tools also identify inappropriate studies and/or enable feedback such as
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Metascience seeks to create a scientific foundation for peer review. Meta-research evaluates
414:
The first international conference in the broad area of meta-research was the Research Waste/
157: 81: 49: 31: 10037:
Rigor Mortis: How Sloppy Science Creates Worthless Cures, Crushes Hopes, and Wastes Billions
9278: 7609: 1438: 11763: 11418: 11244: 11187: 11090: 11070: 11028: 10944: 10939: 10914: 10839: 10606: 9795: 9443: 9216: 9077:"Discussion Sections in Reports of Controlled Trials Published in General Medical Journals" 9020:"CONSORT 2010 Statement: updated guidelines for reporting parallel group randomised trials" 8699: 8356: 7432: 7384:"Why it pays to join a big research group if you want to be more scientifically productive" 7076: 6984: 6904: 6707: 6219: 5902: 5761: 5596: 5466: 5207: 5144: 4615: 4523: 3965: 3857: 3697: 3213: 2892: 2727: 2548: 2335: 2001: 1583: 1328: 1268: 988: 868: 300: 292: 7485: 4923: 1793: 1327:, and risk-avoidant funding structures may have "toward incremental science and away from 303:
process, to systematically collect data about the scholarly publication system, to combat
8: 11237: 11227: 11085: 11055: 10979: 10964: 10924: 10919: 10844: 10729: 10451: 9994: 9716: 8167:"Personal information management practices: how scientists find and organize information" 6489:"Bias against novelty in science: A cautionary tale for users of bibliometric indicators" 4892: 4485:"Technology is changing faster than regulators can keep up - here's how to close the gap" 2133: 1610:
A study theorized that in many disciplines, larger scientific productivity or success by
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of data and methodology through the creation of guidelines by reporting agencies such as
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A Significant Problem: Standard scientific methods are under fire. Will anything change?
9799: 9447: 9220: 8703: 8360: 7436: 7409:
Zhang, Sam; Wapman, K. Hunter; Larremore, Daniel B.; Clauset, Aaron (16 November 2022).
7131:"Science of Science authors hope to spark conversations about the scientific enterprise" 7080: 6988: 6908: 6711: 6223: 6139:"A protocol for adding knowledge to Wikidata: aligning resources on human coronaviruses" 5906: 5765: 5600: 5470: 5211: 5148: 4619: 4527: 3969: 3861: 3701: 3217: 2896: 2731: 2552: 1961:
standards recommend that all clinical trials assess and report the quality of blinding.
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for future use Such systems could be described as part of, along with e.g. Web browser (
1461:. These and related practices face various challenges and are a subject of metascience. 1444: 1098: 1040: 921: 221:
itself. Metascience seeks to increase the quality of scientific research while reducing
11494: 11282: 11152: 10954: 10854: 10849: 10634: 10508:
Swedish Agency for Health Technology Assessment and Assessment of Social Services (SBU)
10217: 10081: 9764: 9698: 9586: 9552: 9492: 9412: 9290: 9239: 9204: 9185: 9052: 9019: 8995: 8960: 8936: 8903: 8879: 8846: 8730: 8687: 8580: 8479: 8452: 8433: 8385: 8344: 8300: 8255: 8223: 8182: 8107: 8064: 8018: 7945: 7865: 7832: 7772: 7683: 7656: 7461: 7422: 7410: 7365: 7266: 7188: 7107: 7064: 7015: 6972: 6930: 6833: 6798: 6638: 6585: 6328: 6302: 6248: 6209: 6197: 6173: 6138: 5928: 5841: 5814: 5795: 5674: 5649: 5630: 5497: 5454: 5413: 5344: 5243: 5176: 5085: 5033: 5002: 4953: 4875: 4782: 4762: 4719: 4646: 4603: 4559: 4412: 4407: 4374: 4334: 4299: 4250: 4215: 4105: 4048: 4023: 3999: 3934: 3888: 3845: 3792: 3779: 3746: 3718: 3687: 3675: 3625: 3600: 3573: 3561: 3515: 3480: 3456: 3421: 3300: 3182: 3146: 3052: 3034: 3007: 2965: 2923: 2880: 2856: 2821: 2759: 2564: 2469: 2442: 2412: 2371: 2285: 2250: 2178: 1991: 1934: 1897:
Various software enables common metascientific practices such as bibliometric analysis.
1695: 1546: 1495:. While the number of scientific papers and data (or information and online knowledge) 1007: 936: 589: 487: 467: 376: 269: 234: 10117: 8560: 5815:"The academic, economic and societal impacts of Open Access: an evidence-based review" 4895:"Framing Analysis of News Coverage on Renewable Energy in the Star Online News Portal" 4329: 4321:
Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing
4024:"Over-optimization of academic publishing metrics: observing Goodhart's Law in action" 520:
process. The field seeks to improve the quality of scholarly research by implementing
361:
The Grading of Recommendations Assessment, Development and Evaluation (GRADE) approach
225:. It is also known as "research on research" and "the science of science", as it uses 11788: 11628: 11623: 11370: 11353: 11334: 10969: 10904: 10874: 10376: 10336: 10086: 10056: 10041: 9813: 9690: 9648: 9590: 9556: 9544: 9496: 9461: 9416: 9404: 9365: 9357: 9294: 9282: 9244: 9177: 9142: 9098: 9057: 9039: 9000: 8982: 8941: 8923: 8884: 8866: 8862: 8827: 8819: 8784: 8776: 8735: 8717: 8668: 8660: 8618: 8572: 8564: 8525: 8484: 8437: 8425: 8390: 8372: 8304: 8259: 8227: 8213: 8186: 8145: 8111: 8099: 8083: 8068: 8056: 8022: 8008: 7949: 7889: 7870: 7852: 7764: 7729: 7724: 7707: 7688: 7466: 7448: 7369: 7357: 7270: 7258: 7223: 7192: 7180: 7172: 7112: 7094: 7020: 7002: 6934: 6922: 6873: 6838: 6820: 6776: 6735: 6673: 6642: 6630: 6563: 6518: 6488: 6332: 6320: 6253: 6235: 6178: 6160: 6054: 5920: 5846: 5787: 5779: 5679: 5634: 5622: 5614: 5502: 5484: 5417: 5375: 5348: 5336: 5277: 5247: 5235: 5168: 5160: 5089: 5037: 5021: 5006: 4994: 4945: 4879: 4838: 4786: 4724: 4694: 4651: 4633: 4563: 4551: 4464: 4435: 4416: 4394: 4338: 4254: 4234: 4207: 4109: 4097: 4053: 4003: 3991: 3983: 3912: 3893: 3875: 3796: 3784: 3766: 3723: 3630: 3565: 3551: 3520: 3502: 3461: 3443: 3292: 3231: 3186: 3138: 3124: 3093: 3011: 2969: 2928: 2910: 2861: 2843: 2820:
Harriman, Stephanie L.; Kowalczuk, Maria K.; Simera, Iveta; Wager, Elizabeth (2016).
2802: 2794: 2790: 2763: 2751: 2743: 2700: 2692: 2572: 2517: 2509: 2505: 2474: 2420: 2363: 2355: 2290: 2272: 2143: 2073: 2069: 2032: 1632: 1508: 1454: 1450: 1020: 846: 675: 625: 401:
provide ongoing coverage of meta-research and problems with reproducibility. In 2012
10124: 9702: 9189: 8584: 7776: 7307: 6589: 5799: 4957: 4219: 3938: 3304: 3150: 2633: 1263: 1182: 351:
and is considered foundational to the field of metascience. In a related study with
11643: 11460: 11287: 11262: 11162: 11023: 11018: 10799: 10076: 10068: 9836: 9803: 9756: 9682: 9638: 9578: 9534: 9526: 9484: 9451: 9396: 9347: 9274: 9234: 9224: 9169: 9132: 9088: 9047: 9031: 8990: 8972: 8931: 8915: 8874: 8858: 8815: 8811: 8766: 8725: 8707: 8650: 8556: 8515: 8474: 8464: 8421: 8417: 8380: 8364: 8290: 8282: 8247: 8205: 8174: 8137: 8134:
Human Interface and the Management of Information. Information and Knowledge Design
8091: 8048: 8000: 7935: 7897: 7860: 7844: 7806: 7756: 7719: 7678: 7668: 7456: 7440: 7349: 7315: 7250: 7215: 7164: 7102: 7084: 7010: 6992: 6912: 6865: 6828: 6810: 6766: 6725: 6715: 6665: 6620: 6612: 6575: 6508: 6500: 6312: 6243: 6227: 6168: 6150: 6062: 5932: 5910: 5836: 5826: 5769: 5698:"Nature Journals To Charge Authors Hefty Fee To Make Scientific Papers Open Access" 5669: 5661: 5604: 5492: 5474: 5405: 5367: 5328: 5269: 5225: 5215: 5180: 5152: 5112: 5075: 5029: 4984: 4935: 4867: 4772: 4714: 4706: 4641: 4623: 4541: 4531: 4402: 4386: 4324: 4274: 4242: 4197: 4189: 4136: 4087: 4043: 4035: 3973: 3924: 3883: 3865: 3823: 3774: 3758: 3713: 3705: 3620: 3612: 3543: 3510: 3492: 3451: 3433: 3284: 3221: 3174: 3128: 3120: 3088: 3083: 3071: 3056: 3044: 2999: 2955: 2918: 2900: 2851: 2833: 2786: 2735: 2682: 2556: 2501: 2464: 2454: 2402: 2375: 2347: 2280: 2262: 2017: 2010: 1937:
is another focus of meta-research, as error caused by poor blinding is a source of
1870: 1757: 1699: 1595: 1539: 1368: 1242: 1198: 1194: 1136: 663: 499: 396: 384: 226: 9768: 7411:"Labor advantages drive the greater productivity of faculty at elite universities" 6656:
Navarro, V. (31 March 2008). "Politics and health: a neglected area of research".
6602: 5831: 3911:
Brand, Amy; Allen, Liz; Altman, Micah; Hlava, Marjorie; Scott, Jo (1 April 2015).
2739: 1887:
Scholia – efforts to open scholarly publication metadata and use it via Wikidata.
11712: 11687: 11668: 11588: 11302: 11147: 11125: 10894: 10809: 10794: 10559: 10408: 10381: 10346: 10035: 10021: 9725: 9229: 8712: 8469: 8319:"A new replication crisis: Research that is less likely to be true is cited more" 8141: 7353: 6504: 5273: 5268:. The Frontiers Collection. Springer International Publishing. pp. 113–126. 4628: 4039: 2459: 2267: 2065: 1997: 1813: 1730: 1719: 1648: 1557:
Other researchers reported that the most successful – in terms of "likelihood of
1511:
ideas" into the context of established knowledge which may enhance their impact.
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Tuleu, Catherine; Legay, Helene; Orlu-Gul, Mine; Wan, Mandy (1 September 2013).
8251: 7039:"Sharing of tacit knowledge is most important aspect of mentorship, study finds" 6753:
Farley-Ripple, Elizabeth N.; Oliver, Kathryn; Boaz, Annette (7 September 2020).
5371: 4748: 3828: 3811: 3547: 2492:
Schor, Stanley (1966). "Statistical Evaluation of Medical Journal Manuscripts".
2120: 1953:
trials has led some scientists to argue that antidepressants are no better than
1690:
The practice of registering a scientific study before it is conducted is called
910: 11707: 11697: 11692: 11682: 11638: 11608: 11571: 11561: 11360: 11312: 11267: 11060: 10996: 10909: 10869: 10709: 10669: 10428: 10366: 10331: 8504:"Contradicted and initially stronger effects in highly cited clinical research" 8272: 8095: 7901: 7219: 7168: 6917: 6892: 6869: 6771: 6754: 6720: 6695: 6537: 6316: 6231: 6155: 6066: 5665: 5609: 5584: 5409: 5332: 5220: 5195: 5062:
Zagorova, Olga; Ulloa, Roberto; Weller, Katrin; Flöck, Fabian (12 April 2022).
4989: 4972: 4893:
G. Manickam Govindaraju; Kalei Joethi Sahadevan; Tan Poh Ling (February 2019).
4536: 4511: 4390: 4246: 2885:
Proceedings of the National Academy of Sciences of the United States of America
2616: 2138: 1950: 1942: 1857: 1847: 1500: 1377: 1214: 1206: 1044: 787: 762: 732: 613: 408: 340: 323: 272:" was coined in the early 2010s as part of a growing awareness of the problem. 238: 9173: 8655: 8638: 8178: 8052: 7790: 7319: 7286:"Researchers reading habits for scientific literature | SciELO in Perspective" 6616: 4940: 4871: 4602:
Ioannidis, John P. A.; Cristea, Ioana-Alina; Boyack, Kevin W. (29 July 2020).
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itself. The field was explicitly proposed in a 2019 essay and described as an
1312: 11757: 11658: 11633: 11613: 11603: 11583: 11576: 11566: 11546: 11514: 11499: 11482: 11477: 11455: 11441: 11172: 11142: 11080: 10881: 10829: 10824: 10734: 10418: 10413: 10341: 9686: 9643: 9626: 9465: 9408: 9400: 9384: 9361: 9352: 9335: 9043: 8986: 8927: 8870: 8823: 8780: 8721: 8664: 8568: 8376: 8060: 7856: 7452: 7361: 7262: 7227: 7176: 7098: 7006: 6877: 6824: 6780: 6739: 6634: 6522: 6324: 6239: 6164: 5783: 5618: 5488: 5340: 5239: 5164: 5116: 4998: 4949: 4637: 4555: 4398: 4211: 4193: 4141: 4124: 4101: 4092: 3987: 3879: 3770: 3506: 3497: 3481:"Are Psychology Journals Anti-replication? A Snapshot of Editorial Practices" 3447: 3438: 3288: 3003: 2914: 2847: 2798: 2747: 2696: 2513: 2424: 2416: 2359: 2351: 2276: 2251:"Meta-research: Evaluation and Improvement of Research Methods and Practices" 2021: 1974: 1966: 1851: 1703: 1579: 1458: 1027:
and historical discovery process of major scientific conclusions, and common
738: 699: 352: 265: 10072: 9841: 9835:. WWW '22. New York: Association for Computing Machinery. pp. 533–544. 9582: 9530: 9488: 8286: 8209: 8004: 7254: 7089: 6997: 6669: 5548:"The Antiscience Movement Is Escalating, Going Global and Killing Thousands" 5479: 5196:"The global environmental agenda urgently needs a semantic web of knowledge" 4710: 3870: 3178: 2905: 2777:
Rennie, Drummond (1990). "Editorial Peer Review in Biomedical Publication".
1949:
is rarely measured or reported. Research showing the failure of blinding in
874:
Studies indicate there to is a need to "reconsider how we measure success" (
11677: 11598: 11541: 11519: 11132: 10991: 10929: 10664: 10361: 10307: 10090: 9983: 9817: 9694: 9652: 9548: 9369: 9286: 9248: 9181: 9093: 9076: 9061: 9004: 8977: 8945: 8888: 8831: 8788: 8739: 8672: 8576: 8529: 8520: 8503: 8488: 8429: 8394: 8368: 8103: 7874: 7768: 7733: 7692: 7673: 7470: 7444: 7184: 7116: 7024: 6926: 6842: 6677: 6580: 6257: 6182: 5924: 5850: 5791: 5683: 5626: 5506: 5453:
Philipp-Muller, Aviva; Lee, Spike W. S.; Petty, Richard E. (26 July 2022).
5172: 5103:
Williams, Ann E. (12 June 2017). "Altmetrics: an overview and evaluation".
4728: 4655: 4578:"Nobel prize-winning work is concentrated in minority of scientific fields" 4235:"America's top universities reap the benefit of Italian-trained scientists" 4057: 3995: 3897: 3788: 3762: 3727: 3634: 3524: 3465: 3296: 3235: 3142: 3097: 3025:
Ding, Y. (2010). "Applying weighted PageRank to author citation networks".
2932: 2865: 2755: 2704: 2560: 2478: 2389:
Nishikawa-Pacher, Andreas; Heck, Tamara; Schoch, Kerstin (4 October 2022).
2367: 2294: 2193: 2183: 2148: 1574:
Study of successful scientists and processes, general skills and activities
1299:
The CD index may indicate a "decline of disruptive science and technology".
1210: 1173:
Number of PubMed search results for "coronavirus" by year from 1949 to 2020
1054: 679: 525: 511: 483: 308: 222: 10151: 9929: 9146: 9121:"Cumulative Meta-Analysis of Therapeutic Trials for Myocardial Infarction" 9102: 8771: 8754: 4831:
Jamieson, Kathleen Hall; Kahan, Dan; Scheufele, Dietram A. (17 May 2017).
4604:"Work honored by Nobel prizes clusters heavily in a few scientific fields" 4353: 3616: 2806: 2521: 2391:"Open Editors: A dataset of scholarly journals' editorial board positions" 1788:
Metascience is used in the creation and improvement of technical systems (
1412:
Percent of all citances in each field that contain signals of disagreement
1053:
Many students have misconceptions about what science is and how it works.
11732: 11727: 11663: 11618: 11531: 11167: 10834: 10819: 10684: 10679: 10544: 10387: 10110: 9857: 7760: 6730: 5230: 4546: 3913:"Beyond authorship: attribution, contribution, collaboration, and credit" 2576: 2310:"On communicating science and uncertainty: A podcast with John Ioannidis" 2112: 2047: 2036: 1877: 1110: 996: 842: 820: 687: 45: 9539: 8035: 7940: 7923: 6815: 6755:"Mapping the community: use of research evidence in policy and practice" 5156: 5080: 5063: 4928:
Proceedings of the International AAAI Conference on Web and Social Media
4777: 4750: 3743: 3709: 1181:
which can be utilized, complemented and made accessible in useful ways.
11737: 11702: 11648: 11536: 11509: 11487: 11100: 11095: 11040: 10704: 10674: 10656: 10013: 9575:"Open Science challenges, benefits and tips in early career and beyond" 8295: 8202:
The 34th Annual ACM Symposium on User Interface Software and Technology
7655:
Simera, I; Moher, D; Hirst, A; Hoey, J; Schulz, KF; Altman, DG (2010).
6625: 3133: 2948:"Weak statistical standards implicated in scientific irreproducibility" 2568: 2536: 2188: 2005: 1946: 1873:
and task management, such as saving information in organized ways with
1817: 1562: 1426: 900:
Research question § Aggregated research questions and coordination
746: 621: 390: 368: 9018:
Moher, David; Altman, Douglas G.; Schulz, Kenneth F. (24 March 2010).
8686:
Haque, Waqas; Minhajuddin, Abu; Gupta, Arjun; Agrawal, Deepak (2018).
8545:"Avoidable waste in the production and reporting of research evidence" 7848: 7706:
Simera, I.; Moher, D.; Hoey, J.; Schulz, K. F.; Altman, D. G. (2010).
6513: 3812:"Contributorship, Not Authorship: Use CRediT to Indicate Who Did What" 3422:"Do Neuroscience Journals Accept Replications? A Survey of Literature" 3048: 3027:
Journal of the American Society for Information Science and Technology
829:
Cluster network of scientific publications in relation to Nobel prizes
602:
Barriers to conducting replications of experiment in cancer research,
411:
introduced a minimum-standards-of-reporting checklist to four titles.
11742: 11653: 11593: 11465: 11277: 10744: 10719: 10598: 10017: 9035: 6458:"With fewer disruptive studies, is science becoming an echo chamber?" 6198:"Scientific prizes and the extraordinary growth of scientific topics" 5865:"Paywall: The business of scholarship review – analysis of a scandal" 5264:
Khalil, Mohammed M. (2016). "Improving Science for a Better Future".
4202: 3929: 1591: 795: 442: 9808: 9783: 9456: 9431: 5915: 5890: 5774: 5749: 5723:"Harvard University says it can't afford journal publishers' prices" 3978: 3953: 3226: 3201: 2687: 2670: 1165:
Change of number of scientific papers by field according to OpenAlex
1034: 11524: 11504: 9830: 7792:
Ep. 49: Joel Chan on metascience, creativity, and tools for thought
7427: 6487:
Wang, Jian; Veugelers, Reinhilde; Stephan, Paula (1 October 2017).
6307: 6214: 4767: 4304: 3692: 1644: 1599: 1566: 1385:
the natural science of climate change is already well established.
1226: 1222: 1178: 1132: 1075:
Number of authors of research articles in six journals through time
629: 543: 403: 230: 10055:
Fortunato, Santo; Bergstrom, Carl T.; et al. (2 March 2018).
7997:
Companion Computer Supported Cooperative Work and Social Computing
4278: 3039: 1561:, National Academy of Science (NAS) induction, or superstardom" – 1403: 10621: 10025: 10002: 8847:"Blinding in pharmacological trials: the devil is in the details" 6088:"OpenAlex: The Promising Alternative to Microsoft Academic Graph" 5521:"The 4 bases of anti-science beliefs – and what to do about them" 5134: 4323:. Association for Computational Linguistics. pp. 6041–6053. 2879:
Fanelli, Daniele; Costas, Rodrigo; Ioannidis, John P. A. (2017).
2336:"Is the Replicability Crisis Overblown? Three Arguments Examined" 2173: 2051: 1958: 1954: 1860: 1830: 1805: 1726: 1715: 1587: 1432: 539: 534: 458:
Metascience seeks to identify poor research practices, including
284: 218: 9881: 8345:"Nonreplicable publications are cited more than replicable ones" 2822:"A new forum for research on research integrity and peer review" 1363: 698:
Studies proposed machine-readable standards and (a taxonomy of)
11254: 9118: 5259: 5257: 4922:
MacLaughlin, Ansel; Wihbey, John; Smith, David (15 June 2018).
1514: 1504: 1381: 950: 854: 8600:"Dark Side of Medical Research: Widespread Bias and Omissions" 7205: 6689: 6687: 6135: 5583:
Park, Michael; Leahey, Erin; Funk, Russell J. (January 2023).
5297: 4075: 2634:"Most Science Studies Appear to Be Tainted By Sloppy Analysis" 1769: 1552: 1142: 991:– e.g. in March 2014 more than 8,000 papers were submitted to 524:
in academic publishing. The term "journalology" was coined by
241:, "Science is the best thing that has happened to human beings 9574: 7969:"New bot flags scientific studies that cite retracted papers" 6796: 6131: 6129: 6112: 5578: 5576: 5574: 5572: 5570: 5568: 4691: 4368: 4366: 4017: 4015: 4013: 2382: 1467: 1102: 992: 927:
efficiently". Metascientific research is exploring topics of
798:– at different precautionary paces to decrease risks, mainly 666:. It also seeks to develop better research funding criteria. 437: 10488:
Canadian Agency for Drugs and Technologies in Health (CADTH)
10145: 9954: 9625:
Simmons, Joseph P.; Nelson, Leif D.; Simonsohn, Uri (2011).
9334:
Tatsioni, A; Bonitsis, NG; Ioannidis, JP (5 December 2007).
8685: 7993: 7921: 6950:"New ideas are struggling to emerge from the sea of science" 6893:"Decision makers need constantly updated evidence synthesis" 5812: 5254: 4283:
International Encyclopedia of Social and Behavioral Sciences
2819: 2248: 9721:"Psychology's Replication Crisis Has Made The Field Better" 9310:"When Evidence Says No, but Doctors Say Yes - The Atlantic" 9159: 8801: 8240: 7408: 7063:
Ma, Yifang; Mukherjee, Satyam; Uzzi, Brian (23 June 2020).
6684: 5585:"Papers and patents are becoming less disruptive over time" 4834:
The Oxford Handbook of the Science of Science Communication
4687: 4685: 4233:
La Porta, Caterina AM; Zapperi, Stefano (1 December 2022).
4069: 4067: 3069: 2111:. Organizations that develop tools for metascience include 1938: 1535: 861: 459: 304: 9668:"The Alleged Crisis and the Illusion of Exact Replication" 9509: 8407: 8165:
Chaudhry, Abdus Sattar; Alajmi, Bibi M. (1 January 2022).
6890: 6126: 5565: 5455:"Why are people antiscience, and what can we do about it?" 5298:"How Do Science Journalists Evaluate Psychology Research?" 4683: 4681: 4679: 4677: 4675: 4673: 4671: 4669: 4667: 4665: 4457:
The Precipice: Existential Risk and the Future of Humanity
4363: 4298:
Singh, Navinder (8 October 2021). "Plea to publish less".
4080:
Advances in Methods and Practices in Psychological Science
4010: 3842: 3382: 2596: 2388: 1957:. In light of meta-research showing failures of blinding, 1672:
A 2015 study lists "fragmented" efforts in meta-research.
1248: 1237:
Beyond metadata explicitly assigned to studies by humans,
363:. Later meta-research identified widespread difficulty in 9512:"Estimating the reproducibility of psychological science" 9333: 8204:. Association for Computing Machinery. pp. 663–676. 7999:. Association for Computing Machinery. pp. 278–281. 7708:"A catalogue of reporting guidelines for health research" 6799:"Investigating disagreement in the scientific literature" 4268: 4179: 3739: 3737: 1529: 1202: 1135:-servers to publish study-drafts early is increasing and 967: 678:
environment in academia which promotes the production of
441:
An exemplary visualization of a conception of scientific
11410: 10503:
National Institute for Health and Care Excellence (NICE)
9747:
Cohen, Jacob (1994). "The earth is round (p < .05)".
9382: 6564:"Science Mapping: A Systematic Review of the Literature" 6375:
Collison, Patrick; Nielsen, Michael (16 November 2018).
5061: 4064: 2537:"Scientific Basis for the Support of Biomedical Science" 6792: 6790: 6752: 6694:
Overland, Indra; Sovacool, Benjamin K. (1 April 2020).
5193: 4662: 4510:
Overland, Indra; Sovacool, Benjamin K. (1 April 2020).
4074:
Elson, Malte; Huff, Markus; Utz, Sonja (1 March 2020).
3954:"Digital badges aim to clear up politics of authorship" 3751:
Proceedings of the Royal Society B: Biological Sciences
3251:"Why 'Statistical Significance' Is Often Insignificant" 915: 9624: 9618: 9336:"Persistence of contradicted claims in the literature" 8688:"Conflicts of interest of editors of medical journals" 7831:
Prasad, Vinay; Ioannidis, John P. A. (November 2022).
6973:"Slowed canonical progress in large fields of science" 6291: 6196:
Jin, Ching; Ma, Yifang; Uzzi, Brian (5 October 2021).
5650:"Lessons from arXiv's 30 years of information sharing" 5452: 5130: 5128: 5126: 5057: 5055: 5053: 4921: 4830: 4601: 3734: 2878: 1850:
are used to find studies and the notification service
1654: 893: 494:
methods. Research in scientific data science includes
48:, or with the obsolete synonym 'Meta-science' for the 8844: 8536: 7705: 7308:"Scientists may be reaching a peak in reading habits" 6971:
Chu, Johan S. G.; Evans, James A. (12 October 2021).
4434:. Oxford: Oxford University Press. pp. 229–237. 3910: 3542:. Springer International Publishing. pp. 19–32. 2813: 2494:
JAMA: The Journal of the American Medical Association
1729:(Consolidated Standards of Reporting Trials) and the 1325:
based on three "use of previous knowledge"-indicators
1205:
and open source website can be used for metascience,
432: 9882:"Home | Meta-research Innovation Center at Stanford" 9782:
MacCoun, Robert; Perlmutter, Saul (8 October 2015).
8598:
June 24, Jeremy Hsu; ET, Jeremy Hsu (24 June 2010).
7654: 7240: 6787: 6486: 6434:
Bhattacharya, Jay; Packalen, Mikko (February 2020).
6433: 3357:"Dozens of major cancer studies can't be replicated" 877: 9573:Allen, Christopher P G.; Mehler, David Marc Anton. 9202: 7154: 5432:"Correcting misconceptions - Understanding Science" 5315:Dunlop, Lynda; Veneu, Fernanda (1 September 2019). 5123: 5050: 3202:"Metascience could rescue the 'replication crisis'" 1241:and AI can be used to assign research publications 853:A study found that delegation of responsibility by 334:In 1966, an early meta-research paper examined the 248:In 1966, an early meta-research paper examined the 10589: 10111:Minerva: A Journal of Science, Learning and Policy 10054: 9998:, vol. 321, no. 4 (October 2019), pp. 62–67. 9203:Clarke, Mike; Brice, Anne; Chalmers, Iain (2014). 8342: 7562:"Do we need a better understanding of 'progress'?" 5750:"Open access: The true cost of science publishing" 3274: 1521: 778:can also be explored and informed by metascience. 538:. The first Peer Review Congress, held in 1989 in 10483:Agency for Healthcare Research and Quality (AHRQ) 9781: 9017: 8199: 7833:"Constructive and obsessive criticism in science" 6055:"Massive open index of scholarly papers launches" 5999:"Speeding up the publication process at PLOS ONE" 5974:"The Pandemic Uncovered Ways to Speed Up Science" 5026:Managing Scientific Information and Research Data 4924:"Predicting News Coverage of Scientific Articles" 3673: 2718:Enserink, Martin (2018). "Research on research". 2027:, more than 140 psychology journals have adopted 1035:Science misconceptions and anti-science attitudes 283:as well as the founding of organizations such as 11755: 9784:"Blind analysis: Hide results to seek the truth" 9260: 9258: 8542: 7746: 7534:Collison, Patrick; Cowen, Tyler (30 July 2019). 6693: 4971:Carrigan, Mark; Jordan, Katy (4 November 2021). 4509: 4318: 3599:Edwards, Marc A.; Roy, Siddhartha (2016-09-22). 2989: 2443:"Why most published research findings are false" 850:physics , neuroscience , molecular chemistry ). 486:to analyse research papers. It encompasses both 10278:Evidence-based pharmacy in developing countries 10253:Evidence-based library and information practice 9264: 9114: 9112: 8343:Serra-Garcia, Marta; Gneezy, Uri (2021-05-01). 7830: 7069:Proceedings of the National Academy of Sciences 7065:"Mentorship and protĂ©gĂ© success in STEM fields" 7062: 6977:Proceedings of the National Academy of Sciences 6696:"The misallocation of climate research funding" 6374: 5459:Proceedings of the National Academy of Sciences 4512:"The misallocation of climate research funding" 4232: 4123:McLean, Robert K D; Sen, Kunal (1 April 2019). 4022:Fire, Michael; Guestrin, Carlos (1 June 2019). 3850:Proceedings of the National Academy of Sciences 2628: 2617:Medicine - Stanford Prevention Research Center. 2436: 2434: 2244: 2242: 2240: 2238: 2236: 2234: 2232: 2230: 2088: 1799: 1702:(e.g. not publishing negative results), reduce 1626: 1503:approach is important for progress in science, 1404:Controversies, current debates and disagreement 1347: 790:can be important. For instance, the concept of 407:launched a Reproducibility Initiative. In 2015 10513:WHO Evidence-Informed Policy Network (EVIPNet) 9074: 8965:Philosophy, Ethics, and Humanities in Medicine 8444: 8164: 8131: 6456:Tejada, Patricia Contreras (13 January 2023). 6399: 6397: 6344: 6342: 5582: 4970: 4293: 4291: 3674:Smaldino, Paul E.; McElreath, Richard (2016). 3168: 3164: 3162: 3160: 2334:Pashler, Harold; Harris, Christine R. (2012). 1831:Tools used, modified, extended or investigated 1433:Challenges of interpretation of pooled results 1105:'s yearly submission rate growth over 30 years 737:Scientometrics concerns itself with measuring 345:Why Most Published Research Findings Are False 328:Why Most Published Research Findings Are False 11426: 10575: 10167: 9665: 9255: 9196: 9153: 7533: 6759:Humanities and Social Sciences Communications 6295:Humanities and Social Sciences Communications 4902:Journal of Engineering Science and Technology 4432:Superintelligence: Paths, Dangers, Strategies 4354:"Importance Assessment in Scholarly Networks" 2711: 2333: 2050:statistics, rather than sole reliance on the 1780:List of academic databases and search engines 814: 367:results in many scientific fields, including 187: 10498:German Agency for Quality in Medicine (AEZQ) 9389:Social Psychological and Personality Science 9109: 9068: 8501: 6052: 6022: 6020: 5891:"Does it take too long to publish research?" 5366:. The Frontiers Collection. pp. 85–95. 4351: 4281:(2013), forthcoming in: Lynch, M. (editor), 4073: 4021: 3951: 3478: 3336: 3320:"The Crisis in Social Psychology That Isn't" 2945: 2534: 2431: 2227: 1267:Rough trend of scholarly publications about 1232: 943: 646:Academic journal § Prestige and ranking 639: 10181: 9906:"Meta-research and Evidence Synthesis Unit" 8623:: CS1 maint: numeric names: authors list ( 7740: 7582: 7339: 7305: 6855: 6394: 6377:"Science Is Getting Less Bang for Its Buck" 6339: 5747: 5314: 5019: 4570: 4288: 3317: 3157: 3110: 2101:Meta-Research Innovation Center at Stanford 1770:Information and communications technologies 1553:Mentorship, partnerships and social factors 1143:Science overall and intrafield developments 11433: 11419: 10582: 10568: 10174: 10160: 10016:results has contributed to an illusion of 9833:Proceedings of the ACM Web Conference 2022 9715: 8453:"Why Most Clinical Research Is Not Useful" 8171:Global Knowledge, Memory and Communication 7963: 7961: 7959: 7837:European Journal of Clinical Investigation 7712:European Journal of Clinical Investigation 7283: 6429: 6427: 6425: 3647: 3598: 3537: 3479:Martin, G. N.; Clarke, Richard M. (2017). 3268: 2770: 2105:Meta-Research Center at Tilburg University 1468:Knowledge integration and living documents 718: 477: 194: 180: 10080: 9856:Berlin, Meta-Research Innovation Center. 9840: 9807: 9666:Stroebe, Wolfgang; Strack, Fritz (2014). 9642: 9538: 9455: 9351: 9238: 9228: 9136: 9092: 9051: 8994: 8976: 8958: 8935: 8878: 8770: 8752: 8729: 8711: 8654: 8597: 8519: 8478: 8468: 8450: 8384: 8294: 7939: 7864: 7723: 7682: 7672: 7460: 7426: 7106: 7088: 7014: 6996: 6916: 6832: 6814: 6770: 6729: 6719: 6624: 6579: 6535: 6512: 6306: 6247: 6213: 6195: 6172: 6154: 6053:Singh Chawla, Dalmeet (24 January 2022). 6017: 5914: 5840: 5830: 5773: 5673: 5608: 5496: 5478: 5229: 5219: 5079: 4988: 4939: 4776: 4766: 4718: 4645: 4627: 4545: 4535: 4406: 4328: 4303: 4201: 4140: 4122: 4091: 4047: 3977: 3928: 3887: 3869: 3827: 3778: 3717: 3691: 3624: 3514: 3496: 3455: 3437: 3383:"Reproducibility Project: Cancer Biology" 3225: 3132: 3087: 3038: 2992:Journal of Language and Social Psychology 2959: 2922: 2904: 2855: 2837: 2686: 2528: 2468: 2458: 2440: 2406: 2284: 2266: 1487:, energy transitions, biodiversity loss, 1360:be relevant for science policy purposes. 1151:A visualization of scientific outputs by 1109:It was found that prevalent forms of non- 871:needs to make sure it is not arbitrary". 9984:https://doi.org/10.1177/1094428120911088 9858:"Meta-Research Innovation Center Berlin" 9478: 9075:Clarke, Michael; Chalmers, Iain (1998). 8904:"Antidepressants and the Placebo Effect" 8081: 7632:"Psychology's 'registration revolution'" 7629: 7306:Van Noorden, Richard (3 February 2014). 6970: 6348: 5647: 5525:SCIENMAG: Latest Science and Health News 5102: 4857: 3809: 3199: 2717: 2485: 1407: 1294: 1274: 1262: 1168: 1160: 1146: 1097: 1078: 1070: 1061: 976: 832: 824: 597: 436: 318: 9572: 9279:10.7326/0003-4819-154-1-201101040-00007 8543:Chalmers, Iain; Glasziou, Paul (2009). 8084:"How to find, read and organize papers" 7956: 7612:. Association for Psychological Science 6655: 6568:Journal of Data and Information Science 6422: 4798: 4796: 4429: 4372: 3648:Brookshire, Bethany (21 October 2016). 2535:Comroe, Julius; Comroe, Robert (1976). 1249:Growth or stagnation of science overall 14: 11756: 10033: 9910:The George Institute for Global Health 9862:Meta-Research Innovation Center Berlin 9568: 9566: 9429: 8901: 7887: 6947: 6455: 6436:"Stagnation and Scientific Incentives" 5888: 5394: 5361: 5263: 3952:Singh Chawla, Dalmeet (October 2015). 3676:"The natural selection of bad science" 3650:"Blame bad incentives for bad science" 2776: 1709: 1530:Novel ideas and disruptive scholarship 1338:accelerating expansion of the universe 1066: 968:Societal implications and applications 792:differential technological development 482:Scientific data science is the use of 11414: 10563: 10155: 9746: 9675:Perspectives on Psychological Science 7342:The Journal of Academic Librarianship 6658:The European Journal of Public Health 6468:from the original on 15 February 2023 6405:"How to escape scientific stagnation" 6092:Singapore Management University (SMU) 5748:Van Noorden, Richard (1 March 2013). 5364:How Should Humanity Steer the Future? 5266:How Should Humanity Steer the Future? 4373:Nielsen, Kristian H. (1 March 2021). 4297: 3419: 3277:Perspectives on Psychological Science 3248: 2491: 2340:Perspectives on Psychological Science 1694:. It arose as a means to address the 1538:" could be important as in a growing 1344:pro-actively funding risky projects. 1279:The CD index for papers published in 1217:. Another project under development, 1049:Misinformation § Countermeasures 1041:Science § Anti-science attitudes 1002: 922:Science § Science and the public 756: 709: 612:The replication crisis is an ongoing 10529:Centre for Reviews and Dissemination 9432:"Metascience: Reproducibility blues" 6700:Energy Research & Social Science 6561: 6443:National Bureau of Economic Research 4858:Grochala, RafaƂ (16 December 2019). 4793: 4516:Energy Research & Social Science 4352:Manchanda, Saurav; Karypis, George. 4277:and Milojevic, S., "Scientometrics" 3810:Holcombe, Alex O. (September 2019). 3024: 2881:"Meta-assessment of bias in science" 2307: 2095:List of metascience research centers 1590:, extending, or combining ideas and 1323:and related contemporary practices) 1121:Paywall: The Business of Scholarship 1014: 916:Science communication and public use 11076:Digital media use and mental health 10790:Sociology of the history of science 10008:for nearly a century to determine 9563: 9510:Open Science Collaboration (2015). 9307: 9011: 8173:. ahead-of-print (ahead-of-print). 7807:"Risk of Bias Tool | Cochrane Bias" 7585:"Developing the science of science" 7536:"We Need a New Science of Progress" 7284:Nassi-CalĂČ, Lilian (3 April 2014). 6349:Thompson, Derek (1 December 2021). 5971: 5889:Powell, Kendall (1 February 2016). 4454: 2079: 1675: 1655:As and for acceleration of progress 1638: 1618: 1451:research question or research topic 1090: 1023:, e.g. the teaching about selected 960: 894:Research questions and coordination 558:is now expected in most countries. 24: 10118:Research Integrity and Peer Review 9976: 9855: 9168:(3): 218–229, discussion 229–232. 8959:Ioannidis, John PA (27 May 2008). 8639:"Confronting conflict of interest" 7559: 6948:Snyder, Alison (14 October 2021). 5034:10.1016/B978-0-08-100195-0.00014-7 3337:Jonah Lehrer (December 13, 2010). 2826:Research Integrity and Peer Review 1794:development of alternative metrics 1605: 1439:Clinical trial § Trial design 904: 693: 583: 433:Fields and topics of meta-research 425:Research Integrity and Peer Review 25: 11810: 10785:Sociology of scientific ignorance 10630:History and philosophy of science 10612:Economics of scientific knowledge 10098: 8759:The British Journal of Psychiatry 5648:Ginsparg, Paul (September 2021). 5545: 4977:Postdigital Science and Education 4804:"Science as a Global Public Good" 3605:Environmental Engineering Science 2214:Self-Organized Funding Allocation 2209:Sociology of scientific knowledge 2004:. The replication crisis affects 1124:is a documentary on such issues. 726: 11378: 11377: 11352: 9947: 9922: 9898: 9874: 9849: 9824: 9775: 9740: 9709: 9659: 9503: 9472: 9430:MunafĂČ, Marcus (29 March 2017). 9423: 9376: 9327: 9301: 8952: 8895: 8863:10.1136/archdischild-2013-304037 8851:Archives of Disease in Childhood 8838: 8804:Journal of Clinical Epidemiology 8795: 8746: 8679: 8631: 8591: 8495: 8410:Journal of Clinical Epidemiology 8401: 8336: 8311: 8275:El Profesional de la InformaciĂłn 8266: 8234: 8193: 8158: 8125: 8075: 8029: 7987: 7915: 7881: 7824: 7799: 7783: 7725:10.1111/j.1365-2362.2009.02234.x 7699: 7648: 7623: 7610:"Registered Replication Reports" 7602: 7583:Niehaus, Paul; Williams, Heidi. 7576: 7553: 7527: 7502: 7483: 7477: 7402: 7376: 7333: 7299: 7277: 7234: 7199: 7148: 7123: 7056: 7031: 6964: 6941: 6884: 6858:Human Resource Management Review 6849: 6746: 6649: 6596: 6555: 6529: 6480: 6449: 6368: 3125:10.1053/j.semnuclmed.2018.11.009 3076:Journal of Clinical Epidemiology 2791:10.1001/jama.1990.03440100011001 2506:10.1001/jama.1966.03100130097026 2042:Psychologists routinely confuse 1354: 1255:Scientific method § History 1209:and novel tools that query this 878:#Factors of success and progress 462:in research, poor study design, 153:Library and information practice 9125:New England Journal of Medicine 6562:Chen, Chaomei (21 March 2017). 6285: 6264: 6189: 6105: 6080: 6046: 5991: 5965: 5939: 5882: 5857: 5806: 5741: 5715: 5690: 5641: 5539: 5513: 5446: 5424: 5388: 5355: 5308: 5290: 5187: 5096: 5013: 4964: 4915: 4886: 4851: 4824: 4742: 4595: 4503: 4477: 4448: 4423: 4345: 4330:10.18653/v1/2021.emnlp-main.488 4312: 4226: 4173: 4149: 4116: 3945: 3904: 3836: 3803: 3667: 3641: 3592: 3531: 3472: 3426:Frontiers in Human Neuroscience 3413: 3404: 3375: 3349: 3330: 3311: 3249:Smith, Noah (2 November 2017). 3193: 3104: 3063: 3018: 2983: 2939: 2872: 2663: 2651: 2622: 2308:Bach, Becky (8 December 2015). 2117:Center for Scientific Integrity 1917:Profit motive § Criticisms 1823: 1764: 1522:Factors of success and progress 1472:Various problems require swift 1445:Meta-analysis § Challenges 1416:Some research is investigating 505: 10591:Science and technology studies 10138: 8816:10.1016/j.jclinepi.2014.05.007 8422:10.1016/j.jclinepi.2022.07.006 8082:Gosztyla, Maya (7 July 2022). 7888:Khamsi, Roxanne (1 May 2020). 7630:Chambers, Chris (2014-05-20). 3089:10.1016/j.jclinepi.2014.09.024 2610: 2589: 2327: 2301: 1901: 1706:, and increase replicability. 1563:protĂ©gĂ©s studied under mentors 1291:and Nobel-Prize-winning papers 1177:Studies have various kinds of 786:Various interventions such as 299:from academia, to improve the 245:... but we can do it better." 13: 1: 10263:Evidence-based medical ethics 10146:Annual Metascience Conference 8561:10.1016/S0140-6736(09)60329-9 8502:Ioannidis JA (13 July 2005). 6351:"America Is Running on Fumes" 5832:10.12688/f1000research.8460.3 4809:International Science Council 2740:10.1126/science.361.6408.1178 2671:"Researching the researchers" 2441:Ioannidis, JP (August 2005). 2220: 1985: 1867:Personal knowledge management 1369:Theories of scientific change 781: 237:of science". In the words of 11138:Normalization process theory 10695:Philosophy of social science 10393:Policy-based evidence making 10357:Health technology assessment 9230:10.1371/journal.pone.0102670 8713:10.1371/journal.pone.0197141 8470:10.1371/journal.pmed.1002049 8142:10.1007/978-3-319-20612-7_28 7928:Quantitative Science Studies 7354:10.1016/j.acalib.2020.102297 6505:10.1016/j.respol.2017.06.006 5274:10.1007/978-3-319-20717-9_11 5068:Quantitative Science Studies 5020:Baykoucheva, Svetla (2015). 4755:Quantitative Science Studies 4629:10.1371/journal.pone.0234612 3113:Seminars in Nuclear Medicine 2946:Check Hayden, Erika (2013). 2460:10.1371/journal.pmed.0020124 2268:10.1371/journal.pbio.1002264 2089:Organizations and institutes 1890: 1800:Study screening and feedback 1229:'s "main subject" property. 682:, low quality research, and 561: 550:in science, particularly in 7: 10352:Randomized controlled trial 10228:Evidence-based conservation 10103: 9959:Metascience 2023 Conference 9761:10.1037/0003-066X.49.12.997 9627:"False-Positive Psychology" 9267:Annals of Internal Medicine 9138:10.1056/NEJM199207233270406 8908:Zeitschrift fĂŒr Psychologie 8755:"The antidepressant debate" 8753:Moncrieff, J (March 2002). 8649:(11): 1629. November 2018. 8252:10.1101/2022.04.01.22273328 7208:Creativity Research Journal 6536:Petrovich, Eugenio (2020). 5372:10.1007/978-3-319-20717-9_9 4837:. Oxford University Press. 4375:"Science and public policy" 3829:10.3390/publications7030048 3548:10.1007/978-3-319-09785-5_2 3318:Gary Marcus (May 1, 2013). 2126: 1971:acute myocardial infarction 1910: 1888: 1821: 1686:Clinical trial registration 1624: 1512: 1361: 1345: 1239:natural language processing 1088: 958: 875: 605:The Reproducibility Project 556:Clinical-trial registration 375:. This problem was termed " 27:Scientific study of science 10: 11815: 10761:construction of technology 10288:Evidence-based prosecution 10248:Evidence-based legislation 8096:10.1038/d41586-022-01878-7 7902:10.1038/d41586-020-01324-6 7220:10.1207/s15326934crj0802_2 7169:10.1038/s41588-022-01109-9 6918:10.1038/d41586-021-03690-1 6870:10.1016/j.hrmr.2016.09.001 6772:10.1057/s41599-020-00571-2 6721:10.1016/j.erss.2019.101349 6317:10.1057/s41599-021-00903-w 6232:10.1038/s41467-021-25712-2 6156:10.1186/s12915-020-00940-y 6067:10.1038/d41586-022-00138-y 6028:"Open Alex Data Evolution" 5666:10.1038/s42254-021-00360-z 5610:10.1038/s41586-022-05543-x 5410:10.1007/s11016-021-00654-z 5333:10.1007/s11191-019-00048-y 5317:"Controversies in Science" 5221:10.1186/s13750-022-00258-y 4990:10.1007/s42438-021-00269-x 4537:10.1016/j.erss.2019.101349 4391:10.1007/s11016-020-00581-5 4247:10.1038/d43978-022-00163-5 4040:10.1093/gigascience/giz053 3680:Royal Society Open Science 3540:Incentives and Performance 3420:Yeung, Andy W. K. (2017). 2597:"Highly Cited Researchers" 2169:Further research is needed 2092: 2060: 1989: 1914: 1773: 1713: 1682:Pre-registration (science) 1679: 1663: 1442: 1436: 1252: 1116:article processing charges 1038: 919: 908: 897: 818: 815:Science funding and awards 760: 730: 643: 587: 509: 453: 343:published a paper titled " 314: 279:of scientific studies and 39: 29: 11448: 11440: 11348: 11293:Politicization of science 11253: 11039: 10808: 10743: 10655: 10620: 10597: 10537: 10521: 10475: 10444: 10437: 10401: 10321: 10303:Evidence-based toxicology 10298:Evidence-based scheduling 10258:Evidence-based management 10223:Evidence-based assessment 10210: 10189: 10132:Science and Public Policy 9174:10.1191/1740774505cn085oa 8920:10.1027/2151-2604/a000176 8656:10.1038/s41591-018-0256-7 8179:10.1108/GKMC-04-2022-0082 8053:10.1177/02666669221144429 7320:10.1038/nature.2014.14658 6617:10.1007/s10489-017-1105-y 5951:Impact of Social Sciences 5105:Online Information Review 4941:10.1609/icwsm.v12i1.14999 4872:10.1101/2019.12.13.875278 2961:10.1038/nature.2013.14131 2839:10.1186/s41073-016-0010-y 2640:. Dow Jones & Company 2204:Science of science policy 1863:is a topic of metascience 1812:'s Risk of Bias Tool and 1449:Studies about a specific 1233:Subject-level resolutions 1029:scientific misconceptions 1019:Some studies investigate 944:Alternative metrics tools 933:media coverage of science 911:Biosecurity § Future 767:Science of science policy 640:Evaluation and incentives 349:Public Library of Science 11779:Evidence-based practices 10700:Philosophy of technology 10372:Pragmatic clinical trial 10243:Evidence-based education 10233:Evidence-based dentistry 10034:Harris, Richard (2017). 10010:statistical significance 9687:10.1177/1745691613514450 9644:10.1177/0956797611417632 9401:10.1177/1948550615598377 9353:10.1001/jama.298.21.2517 7243:Journal of Documentation 6113:"OpenAlex Documentation" 5117:10.1108/OIR-10-2016-0294 4285:subsection 85030. (2015) 4194:10.1057/palcomms.2017.51 4093:10.1177/2515245919895419 3498:10.3389/fpsyg.2017.00523 3439:10.3389/fnhum.2017.00468 3289:10.1177/1745691612465253 3200:Schooler, J. W. (2014). 3004:10.1177/0261927X15614605 2352:10.1177/1745691612463401 2154:Evidence-based practices 2068:noted that estimates of 2044:statistical significance 2029:result-blind peer review 1784:Scientific communication 1651:that prescribes action. 1489:antimicrobial resistance 1025:scientific controversies 800:global catastrophic risk 522:evidence-based practices 472:statistical significance 68:Evidence-based practices 40:Not to be confused with 11769:Epistemology of science 10283:Evidence-based policing 10268:Evidence-based medicine 10197:Evidence-based practice 10183:Evidence-based practice 10073:10.1126/science.aao0185 9842:10.1145/3485447.3512214 9531:10.1126/science.aac4716 9489:10.1126/science.aav4784 8451:Ioannidis, JPA (2016). 8287:10.3145/epi.2020.ene.03 8210:10.1145/3472749.3474777 8045:Information Development 8005:10.1145/3500868.3559398 7749:Evidence-Based Medicine 7255:10.1108/JD-08-2021-0168 7090:10.1073/pnas.1915516117 6998:10.1073/pnas.2021636118 5480:10.1073/pnas.2120755119 5321:Science & Education 4711:10.1126/science.aao0185 4182:Palgrave Communications 3871:10.1073/pnas.1715374115 3485:Frontiers in Psychology 3391:Center for Open Science 3179:10.1126/science.aav4758 2906:10.1073/pnas.1618569114 2408:10.1093/reseval/rvac037 2184:Metadata § Science 2159:Evidence-based medicine 2109:Center for Open Science 2031:, in which studies are 1924:pharmaceutical industry 1869:systems for research-, 1497:has risen substantially 1305:bibliographic databases 845:clusters in only a few 821:Patent § Criticism 719:Recognition of training 478:Scientific data science 422:held in 1989. In 2016, 10773:Sociology of knowledge 10467:Science-Based Medicine 10462:Campbell Collaboration 10457:Cochrane Collaboration 10273:Evidence-based nursing 10022:reproducibility crises 9606:Cite journal requires 9094:10.1001/jama.280.3.280 8978:10.1186/1747-5341-3-14 8521:10.1001/jama.294.2.218 8369:10.1126/sciadv.abd1705 7674:10.1186/1741-7015-8-24 7445:10.1126/sciadv.abq7056 6581:10.1515/jdis-2017-0006 5654:Nature Reviews Physics 5200:Environmental Evidence 4430:Bostrom, Nick (2014). 4142:10.1093/reseval/rvy026 3763:10.1098/rspb.2019.2047 2632:(September 14, 2007). 2561:10.1126/science.769161 1418:scientific controversy 1413: 1300: 1292: 1272: 1174: 1166: 1158: 1106: 1084: 1076: 955:citations on Knowledge 838: 830: 751:recommendation systems 609: 446: 377:the replication crisis 331: 215:scientific methodology 18:Metascience (research) 11784:Metatheory of science 11774:Ethics and statistics 11340:Transition management 11330:Technology assessment 11298:Regulation of science 11273:Evidence-based policy 11158:Sociotechnical system 11007:Traditional knowledge 10887:Psychology of science 10860:Mapping controversies 10766:shaping of technology 10725:Social constructivism 10690:Philosophy of science 10647:History of technology 10293:Evidence-based policy 10238:Evidence-based design 10202:Hierarchy of evidence 9749:American Psychologist 9631:Psychological Science 9583:10.31234/osf.io/3czyt 8772:10.1192/bjp.180.3.193 6670:10.1093/eurpub/ckn040 6462:Advanced Science News 6272:"Scholia – biomarker" 6202:Nature Communications 5022:"Measuring attention" 4461:Bloomsbury Publishing 3617:10.1089/ees.2016.0223 3339:"The Truth Wears Off" 2199:Philosophy of science 2164:Evidence-based policy 2093:Further information: 1990:Further information: 1929:conflicts of interest 1776:Group decision-making 1714:Further information: 1680:Further information: 1443:Further information: 1411: 1298: 1278: 1266: 1259:Philosophy of science 1253:Further information: 1172: 1164: 1150: 1129:scientific publishing 1101: 1082: 1074: 1062:Evolution of sciences 1039:Further information: 977:Knowledge integration 929:science communication 836: 828: 796:risky biotechnologies 601: 588:Further information: 440: 322: 50:Philosophy of science 30:For the journal, see 11245:Women in engineering 11091:Financial technology 11071:Digital anthropology 10840:Criticism of science 10753:Actor–network theory 10715:Religion and science 10607:Economics of science 10057:"Science of science" 9886:metrics.stanford.edu 9717:Aschwanden, Christie 7811:methods.cochrane.org 7761:10.1136/ebm.14.5.132 6605:Applied Intelligence 4695:"Science of science" 4489:World Economic Forum 2121:altmetrics companies 2002:misuse of statistics 1927:to do so. Financial 1846:Search engines like 869:scientific community 420:Peer Review Congress 293:misuse of statistics 11449:Domains and methods 11086:Engineering studies 11056:Cyborg anthropology 10845:Demarcation problem 10730:Social epistemology 10452:James Lind Alliance 9995:Scientific American 9800:2015Natur.526..187M 9719:(6 December 2018). 9448:2017Natur.543..619M 9221:2014PLoSO...9j2670C 8704:2018PLoSO..1397141H 8361:2021SciA....7.1705S 7941:10.1162/qss_a_00146 7437:2022SciA....8.7056Z 7081:2020PNAS..11714077M 7075:(25): 14077–14083. 6989:2021PNAS..11821636C 6983:(41): e2021636118. 6909:2021Natur.600..383E 6816:10.7554/eLife.72737 6712:2020ERSS...6201349O 6224:2021NatCo..12.5619J 5953:. 13 September 2017 5907:2016Natur.530..148P 5766:2013Natur.495..426V 5601:2023Natur.613..138P 5552:Scientific American 5471:2022PNAS..11920755P 5465:(30): e2120755119. 5212:2022EnvEv..11....5B 5157:10.1038/nature25753 5149:2018Natur.555..175G 5081:10.1162/qss_a_00171 4778:10.1162/qss_a_00187 4620:2020PLoSO..1534612I 4528:2020ERSS...6201349O 4129:Research Evaluation 3970:2015Natur.526..145S 3862:2018PNAS..115.2557M 3710:10.1098/rsos.160384 3702:2016RSOS....360384S 3218:2014Natur.515....9S 2897:2017PNAS..114.3714F 2732:2018Sci...361.1178E 2726:(6408): 1178–1179. 2638:Wall Street Journal 2619:John P.A. Ioannidis 2553:1976Sci...192..105C 2395:Research Evaluation 2134:Accelerating change 1947:failure of blinding 1710:Reporting standards 1067:Scientific practice 1008:Science journalists 672:perverse incentives 518:academic publishing 464:abuse of statistics 336:statistical methods 297:perverse incentives 250:statistical methods 11495:Meta-communication 11366:History of science 11283:Funding of science 11153:Skunkworks project 10850:Double hermeneutic 10635:History of science 10218:Effective altruism 10067:(6379): eaao0185. 9955:"Metascience 2023" 8902:Kirsch, I (2014). 7560:Lovely, Garrison. 7390:. 24 November 2022 4705:(6379): eaao0185. 4459:. United Kingdom: 4455:Ord, Toby (2020). 3917:Learned Publishing 3757:(1916): 20192047. 2179:Logology (science) 2070:physical constants 1992:Replication crisis 1696:replication crisis 1612:elite universities 1455:scientific reviews 1414: 1301: 1293: 1273: 1191:author information 1175: 1167: 1159: 1107: 1085: 1077: 1003:Science journalism 937:science journalism 862:burden of diseases 839: 831: 776:science governance 757:Science governance 739:bibliographic data 710:Assessment factors 654:systems including 610: 590:Replication crisis 468:misuse of p-values 447: 332: 270:replication crisis 260:, particularly in 11799:Scientific method 11751: 11750: 11629:Meta-organization 11624:Meta-optimization 11408: 11407: 11335:Technology policy 11066:Dematerialization 10875:black swan events 10557: 10556: 10553: 10552: 10377:Spaced repetition 10337:Systematic review 10026:scientific fields 9988:Lydia Denworth, " 9794:(7572): 187–189. 9637:(11): 1359–1366. 9525:(6251): aac4716. 9442:(7647): 619–620. 9346:(21): 2517–2526. 8810:(10): 1059–1069. 8151:978-3-319-20611-0 7975:. 2 February 2021 7849:10.1111/eci.13839 7589:Works in Progress 7490:libguides.mit.edu 7484:Dunn, Katharine. 6903:(7889): 383–385. 6538:"Science mapping" 6034:. 8 February 2022 5972:Dattani, Saloni. 5901:(7589): 148–151. 5760:(7442): 426–429. 5595:(7942): 138–144. 5381:978-3-319-20716-2 5283:978-3-319-20716-2 5143:(7695): 175–182. 3964:(7571): 145–146. 3856:(11): 2557–2560. 3363:. 7 December 2021 3049:10.1002/asi.21452 2891:(14): 3714–3719. 2785:(10): 1317–1441. 2500:(13): 1123–1128. 2144:Citation analysis 2074:confirmation bias 2000:, and widespread 1939:experimental bias 1509:interdisciplinary 1481:global challenges 1336:discovery of the 1195:scientific fields 1021:science education 1015:Science education 847:scientific fields 676:publish-or-perish 662:peer review, and 626:social psychology 204: 203: 16:(Redirected from 11806: 11644:Metaepistemology 11461:Metabibliography 11435: 11428: 11421: 11412: 11411: 11381: 11380: 11356: 11308:Right to science 11288:Horizon scanning 11263:Academic freedom 11163:Technical change 11024:Women in science 11019:Unity of science 10800:Strong programme 10584: 10577: 10570: 10561: 10560: 10442: 10441: 10176: 10169: 10162: 10153: 10152: 10094: 10084: 10051: 9970: 9969: 9967: 9965: 9951: 9945: 9944: 9942: 9940: 9926: 9920: 9919: 9917: 9916: 9902: 9896: 9895: 9893: 9892: 9878: 9872: 9871: 9869: 9868: 9853: 9847: 9846: 9844: 9828: 9822: 9821: 9811: 9779: 9773: 9772: 9755:(12): 997–1003. 9744: 9738: 9737: 9735: 9733: 9713: 9707: 9706: 9672: 9663: 9657: 9656: 9646: 9622: 9616: 9615: 9609: 9604: 9602: 9594: 9570: 9561: 9560: 9542: 9516: 9507: 9501: 9500: 9476: 9470: 9469: 9459: 9427: 9421: 9420: 9380: 9374: 9373: 9355: 9331: 9325: 9324: 9322: 9320: 9308:Epstein, David. 9305: 9299: 9298: 9262: 9253: 9252: 9242: 9232: 9200: 9194: 9193: 9157: 9151: 9150: 9140: 9116: 9107: 9106: 9096: 9072: 9066: 9065: 9055: 9036:10.1136/bmj.c332 9015: 9009: 9008: 8998: 8980: 8956: 8950: 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7421:(46): eabq7056. 7415:Science Advances 7406: 7400: 7399: 7397: 7395: 7380: 7374: 7373: 7337: 7331: 7330: 7328: 7326: 7303: 7297: 7296: 7294: 7292: 7281: 7275: 7274: 7249:(6): 1321–1337. 7238: 7232: 7231: 7203: 7197: 7196: 7152: 7146: 7145: 7143: 7141: 7127: 7121: 7120: 7110: 7092: 7060: 7054: 7053: 7051: 7049: 7035: 7029: 7028: 7018: 7000: 6968: 6962: 6961: 6959: 6957: 6945: 6939: 6938: 6920: 6888: 6882: 6881: 6853: 6847: 6846: 6836: 6818: 6794: 6785: 6784: 6774: 6750: 6744: 6743: 6733: 6723: 6691: 6682: 6681: 6653: 6647: 6646: 6628: 6611:(5): 1275–1287. 6600: 6594: 6593: 6583: 6559: 6553: 6552: 6550: 6548: 6533: 6527: 6526: 6516: 6499:(8): 1416–1436. 6484: 6478: 6477: 6475: 6473: 6453: 6447: 6446: 6440: 6431: 6420: 6419: 6417: 6415: 6401: 6392: 6391: 6389: 6387: 6372: 6366: 6365: 6363: 6361: 6346: 6337: 6336: 6310: 6289: 6283: 6282: 6280: 6278: 6268: 6262: 6261: 6251: 6217: 6193: 6187: 6186: 6176: 6158: 6133: 6124: 6123: 6121: 6119: 6109: 6103: 6102: 6100: 6098: 6084: 6078: 6077: 6075: 6073: 6050: 6044: 6043: 6041: 6039: 6032:observablehq.com 6024: 6015: 6014: 6012: 6010: 5995: 5989: 5988: 5986: 5984: 5969: 5963: 5962: 5960: 5958: 5943: 5937: 5936: 5918: 5886: 5880: 5879: 5877: 5875: 5861: 5855: 5854: 5844: 5834: 5810: 5804: 5803: 5777: 5745: 5739: 5738: 5736: 5734: 5719: 5713: 5712: 5710: 5708: 5694: 5688: 5687: 5677: 5645: 5639: 5638: 5612: 5580: 5563: 5562: 5560: 5558: 5546:Hotez, Peter J. 5543: 5537: 5536: 5534: 5532: 5517: 5511: 5510: 5500: 5482: 5450: 5444: 5443: 5441: 5439: 5428: 5422: 5421: 5392: 5386: 5385: 5359: 5353: 5352: 5312: 5306: 5305: 5294: 5288: 5287: 5261: 5252: 5251: 5233: 5223: 5191: 5185: 5184: 5132: 5121: 5120: 5100: 5094: 5093: 5083: 5059: 5048: 5047: 5017: 5011: 5010: 4992: 4968: 4962: 4961: 4943: 4919: 4913: 4912: 4910: 4908: 4899: 4890: 4884: 4883: 4855: 4849: 4848: 4828: 4822: 4821: 4819: 4817: 4812:. 8 October 2021 4800: 4791: 4790: 4780: 4770: 4746: 4740: 4739: 4737: 4735: 4722: 4689: 4660: 4659: 4649: 4631: 4599: 4593: 4592: 4590: 4588: 4574: 4568: 4567: 4549: 4539: 4507: 4501: 4500: 4498: 4496: 4481: 4475: 4474: 4452: 4446: 4445: 4427: 4421: 4420: 4410: 4370: 4361: 4360: 4358: 4349: 4343: 4342: 4332: 4316: 4310: 4309: 4307: 4295: 4286: 4272: 4266: 4265: 4263: 4261: 4230: 4224: 4223: 4205: 4177: 4171: 4170: 4168: 4166: 4161: 4153: 4147: 4146: 4144: 4120: 4114: 4113: 4095: 4071: 4062: 4061: 4051: 4019: 4008: 4007: 3981: 3949: 3943: 3942: 3932: 3930:10.1087/20150211 3908: 3902: 3901: 3891: 3873: 3840: 3834: 3833: 3831: 3807: 3801: 3800: 3782: 3741: 3732: 3731: 3721: 3695: 3671: 3665: 3664: 3662: 3660: 3645: 3639: 3638: 3628: 3596: 3590: 3589: 3583: 3579: 3577: 3569: 3535: 3529: 3528: 3518: 3500: 3476: 3470: 3469: 3459: 3441: 3417: 3411: 3408: 3402: 3401: 3399: 3397: 3379: 3373: 3372: 3370: 3368: 3353: 3347: 3346: 3334: 3328: 3327: 3315: 3309: 3308: 3272: 3266: 3265: 3263: 3261: 3246: 3240: 3239: 3229: 3197: 3191: 3190: 3166: 3155: 3154: 3136: 3108: 3102: 3101: 3091: 3067: 3061: 3060: 3042: 3022: 3016: 3015: 2987: 2981: 2980: 2978: 2976: 2963: 2943: 2937: 2936: 2926: 2908: 2876: 2870: 2869: 2859: 2841: 2817: 2811: 2810: 2774: 2768: 2767: 2715: 2709: 2708: 2690: 2681:(5): 417. 2014. 2667: 2661: 2655: 2649: 2648: 2646: 2645: 2626: 2620: 2614: 2608: 2607: 2605: 2603: 2593: 2587: 2586: 2584: 2583: 2547:(4235): 105–11. 2532: 2526: 2525: 2489: 2483: 2482: 2472: 2462: 2438: 2429: 2428: 2410: 2386: 2380: 2379: 2331: 2325: 2324: 2322: 2320: 2305: 2299: 2298: 2288: 2270: 2261:(10): e1002264. 2246: 2080:Computer Science 2018:publication bias 2011:publication bias 1894: 1827: 1758:medical research 1700:publication bias 1692:pre-registration 1676:Pre-registration 1639:Progress studies 1630: 1619:Ultimate impacts 1596:digital literacy 1540:scientific field 1518: 1493:living documents 1367: 1351: 1326: 1137:open peer review 1094: 964: 880: 664:open peer review 660:post-publication 607:: Cancer Biology 548:pre-registration 500:citation network 277:pre-registration 255: 244: 227:research methods 213:) is the use of 196: 189: 182: 55: 54: 21: 11814: 11813: 11809: 11808: 11807: 11805: 11804: 11803: 11754: 11753: 11752: 11747: 11713:Meta-regulation 11688:Metaprogramming 11669:Metametaphysics 11589:Metamathematics 11444: 11439: 11409: 11404: 11344: 11303:Research ethics 11249: 11148:Reverse salient 11042: 11035: 10811: 10804: 10795:Sociotechnology 10739: 10651: 10616: 10593: 10588: 10558: 10549: 10533: 10517: 10471: 10433: 10409:Archie Cochrane 10397: 10382:Risk assessment 10347:Umbrella review 10317: 10206: 10185: 10180: 10141: 10125:Research Policy 10106: 10101: 10048: 10040:. Basic Books. 9979: 9977:Further reading 9974: 9973: 9963: 9961: 9953: 9952: 9948: 9938: 9936: 9928: 9927: 9923: 9914: 9912: 9904: 9903: 9899: 9890: 9888: 9880: 9879: 9875: 9866: 9864: 9854: 9850: 9829: 9825: 9809:10.1038/526187a 9780: 9776: 9745: 9741: 9731: 9729: 9726:FiveThirtyEight 9714: 9710: 9670: 9664: 9660: 9623: 9619: 9607: 9605: 9596: 9595: 9571: 9564: 9514: 9508: 9504: 9477: 9473: 9457:10.1038/543619a 9428: 9424: 9383:Franco, Annie; 9381: 9377: 9332: 9328: 9318: 9316: 9306: 9302: 9263: 9256: 9201: 9197: 9162:Clinical Trials 9158: 9154: 9117: 9110: 9073: 9069: 9016: 9012: 8957: 8953: 8900: 8896: 8843: 8839: 8800: 8796: 8751: 8747: 8698:(5): e0197141. 8684: 8680: 8643:Nature Medicine 8637: 8636: 8632: 8616: 8615: 8608: 8606: 8596: 8592: 8555:(9683): 86–89. 8541: 8537: 8500: 8496: 8463:(6): e1002049. 8449: 8445: 8406: 8402: 8341: 8337: 8327: 8325: 8317: 8316: 8312: 8271: 8267: 8239: 8235: 8220: 8198: 8194: 8163: 8159: 8152: 8130: 8126: 8116: 8114: 8080: 8076: 8040: 8034: 8030: 8015: 7992: 7988: 7978: 7976: 7967: 7966: 7957: 7920: 7916: 7906: 7904: 7886: 7882: 7829: 7825: 7815: 7813: 7805: 7804: 7800: 7789: 7788: 7784: 7745: 7741: 7704: 7700: 7653: 7649: 7640: 7638: 7628: 7624: 7615: 7613: 7608: 7607: 7603: 7593: 7591: 7581: 7577: 7567: 7565: 7558: 7554: 7544: 7542: 7532: 7528: 7518: 7516: 7508: 7507: 7503: 7494: 7492: 7482: 7478: 7407: 7403: 7393: 7391: 7382: 7381: 7377: 7338: 7334: 7324: 7322: 7304: 7300: 7290: 7288: 7282: 7278: 7239: 7235: 7204: 7200: 7157:Nature Genetics 7153: 7149: 7139: 7137: 7129: 7128: 7124: 7061: 7057: 7047: 7045: 7037: 7036: 7032: 6969: 6965: 6955: 6953: 6946: 6942: 6889: 6885: 6854: 6850: 6795: 6788: 6751: 6747: 6692: 6685: 6654: 6650: 6601: 6597: 6560: 6556: 6546: 6544: 6534: 6530: 6493:Research Policy 6485: 6481: 6471: 6469: 6454: 6450: 6438: 6432: 6423: 6413: 6411: 6403: 6402: 6395: 6385: 6383: 6373: 6369: 6359: 6357: 6347: 6340: 6290: 6286: 6276: 6274: 6270: 6269: 6265: 6194: 6190: 6134: 6127: 6117: 6115: 6111: 6110: 6106: 6096: 6094: 6086: 6085: 6081: 6071: 6069: 6051: 6047: 6037: 6035: 6026: 6025: 6018: 6008: 6006: 5997: 5996: 5992: 5982: 5980: 5970: 5966: 5956: 5954: 5945: 5944: 5940: 5916:10.1038/530148a 5887: 5883: 5873: 5871: 5863: 5862: 5858: 5811: 5807: 5775:10.1038/495426a 5746: 5742: 5732: 5730: 5729:. 24 April 2012 5721: 5720: 5716: 5706: 5704: 5696: 5695: 5691: 5646: 5642: 5581: 5566: 5556: 5554: 5544: 5540: 5530: 5528: 5519: 5518: 5514: 5451: 5447: 5437: 5435: 5434:. 21 April 2022 5430: 5429: 5425: 5393: 5389: 5382: 5360: 5356: 5313: 5309: 5296: 5295: 5291: 5284: 5262: 5255: 5192: 5188: 5133: 5124: 5101: 5097: 5060: 5051: 5044: 5018: 5014: 4969: 4965: 4920: 4916: 4906: 4904: 4897: 4891: 4887: 4856: 4852: 4845: 4829: 4825: 4815: 4813: 4802: 4801: 4794: 4747: 4743: 4733: 4731: 4690: 4663: 4614:(7): e0234612. 4600: 4596: 4586: 4584: 4576: 4575: 4571: 4508: 4504: 4494: 4492: 4483: 4482: 4478: 4471: 4463:. p. 200. 4453: 4449: 4442: 4428: 4424: 4371: 4364: 4356: 4350: 4346: 4317: 4313: 4296: 4289: 4279:arXiv:1208.4566 4275:Leydesdorff, L. 4273: 4269: 4259: 4257: 4231: 4227: 4178: 4174: 4164: 4162: 4159: 4155: 4154: 4150: 4121: 4117: 4072: 4065: 4020: 4011: 3979:10.1038/526145a 3950: 3946: 3909: 3905: 3841: 3837: 3808: 3804: 3742: 3735: 3672: 3668: 3658: 3656: 3646: 3642: 3597: 3593: 3581: 3580: 3571: 3570: 3558: 3536: 3532: 3477: 3473: 3418: 3414: 3409: 3405: 3395: 3393: 3381: 3380: 3376: 3366: 3364: 3355: 3354: 3350: 3335: 3331: 3316: 3312: 3273: 3269: 3259: 3257: 3247: 3243: 3227:10.1038/515009a 3198: 3194: 3167: 3158: 3109: 3105: 3068: 3064: 3023: 3019: 2988: 2984: 2974: 2972: 2944: 2940: 2877: 2873: 2818: 2814: 2775: 2771: 2716: 2712: 2688:10.1038/ng.2972 2675:Nature Genetics 2669: 2668: 2664: 2656: 2652: 2643: 2641: 2630:Robert Lee Hotz 2627: 2623: 2615: 2611: 2601: 2599: 2595: 2594: 2590: 2581: 2579: 2533: 2529: 2490: 2486: 2439: 2432: 2387: 2383: 2332: 2328: 2318: 2316: 2306: 2302: 2247: 2228: 2223: 2218: 2129: 2097: 2091: 2082: 2066:Richard Feynman 2063: 1998:reproducibility 1994: 1988: 1945:. Furthermore, 1943:clinical trials 1919: 1913: 1904: 1833: 1814:RetractionWatch 1802: 1786: 1772: 1767: 1731:EQUATOR Network 1722: 1720:EQUATOR Network 1712: 1688: 1678: 1666: 1657: 1649:applied science 1641: 1621: 1608: 1606:Labor advantage 1576: 1555: 1532: 1524: 1470: 1447: 1441: 1435: 1423:social sciences 1406: 1396:, partly using 1357: 1319:include narrow 1261: 1251: 1235: 1199:research topics 1156: 1145: 1091:labor advantage 1069: 1064: 1051: 1037: 1017: 1005: 989:too many papers 979: 970: 946: 924: 918: 913: 907: 905:Risk governance 902: 896: 823: 817: 808:problem-solving 784: 772:Science funding 769: 759: 735: 729: 721: 712: 696: 694:Contributorship 686:. According to 684:false positives 674:have created a 656:pre-publication 648: 642: 596: 594:Reproducibility 586: 584:Reproducibility 578:EQUATOR Network 576:and the larger 564: 552:clinical trials 530:editor-in-chief 514: 508: 496:fraud detection 480: 456: 435: 357:Despina Koletsi 317: 295:, to eliminate 289:EQUATOR Network 281:clinical trials 253: 242: 235:bird's eye view 209:(also known as 200: 134: 101: 53: 42:Science studies 38: 28: 23: 22: 15: 12: 11: 5: 11812: 11802: 11801: 11796: 11794:Science policy 11791: 11786: 11781: 11776: 11771: 11766: 11749: 11748: 11746: 11745: 11740: 11735: 11730: 11725: 11720: 11715: 11710: 11708:Meta-reference 11705: 11700: 11698:Metapsychology 11695: 11693:Metapsychiatry 11690: 11685: 11683:Metapopulation 11680: 11675: 11674: 11673: 11672: 11671: 11661: 11656: 11651: 11646: 11639:Metaphilosophy 11636: 11631: 11626: 11621: 11616: 11611: 11609:Metamotivation 11606: 11601: 11596: 11591: 11586: 11581: 11580: 11579: 11574: 11572:Metapragmatics 11564: 11562:Meta-knowledge 11559: 11554: 11549: 11544: 11539: 11534: 11529: 11528: 11527: 11517: 11512: 11507: 11502: 11497: 11492: 11491: 11490: 11485: 11475: 11474: 11473: 11463: 11458: 11452: 11450: 11446: 11445: 11438: 11437: 11430: 11423: 11415: 11406: 11405: 11403: 11402: 11401: 11400: 11395: 11390: 11375: 11374: 11373: 11368: 11363: 11349: 11346: 11345: 11343: 11342: 11337: 11332: 11327: 11326: 11325: 11320: 11313:Science policy 11310: 11305: 11300: 11295: 11290: 11285: 11280: 11275: 11270: 11268:Digital divide 11265: 11259: 11257: 11251: 11250: 11248: 11247: 11242: 11241: 11240: 11235: 11230: 11225: 11220: 11212: 11211: 11210: 11205: 11200: 11195: 11190: 11184:Technological 11182: 11181: 11180: 11170: 11165: 11160: 11155: 11150: 11145: 11140: 11135: 11130: 11129: 11128: 11123: 11118: 11113: 11108: 11098: 11093: 11088: 11083: 11078: 11073: 11068: 11063: 11061:Design studies 11058: 11053: 11047: 11045: 11037: 11036: 11034: 11033: 11032: 11031: 11021: 11016: 11015: 11014: 11004: 10999: 10997:Scientometrics 10994: 10989: 10988: 10987: 10982: 10977: 10972: 10967: 10962: 10957: 10952: 10947: 10942: 10934: 10933: 10932: 10927: 10922: 10917: 10912: 10907: 10902: 10897: 10889: 10884: 10879: 10878: 10877: 10870:Paradigm shift 10867: 10862: 10857: 10852: 10847: 10842: 10837: 10832: 10827: 10822: 10816: 10814: 10806: 10805: 10803: 10802: 10797: 10792: 10787: 10782: 10781: 10780: 10770: 10769: 10768: 10763: 10755: 10749: 10747: 10741: 10740: 10738: 10737: 10732: 10727: 10722: 10717: 10712: 10710:Postpositivism 10707: 10702: 10697: 10692: 10687: 10682: 10677: 10672: 10670:Antipositivism 10667: 10661: 10659: 10653: 10652: 10650: 10649: 10644: 10643: 10642: 10640:and technology 10632: 10626: 10624: 10618: 10617: 10615: 10614: 10609: 10603: 10601: 10595: 10594: 10587: 10586: 10579: 10572: 10564: 10555: 10554: 10551: 10550: 10548: 10547: 10541: 10539: 10535: 10534: 10532: 10531: 10525: 10523: 10519: 10518: 10516: 10515: 10510: 10505: 10500: 10495: 10490: 10485: 10479: 10477: 10473: 10472: 10470: 10469: 10464: 10459: 10454: 10448: 10446: 10439: 10435: 10434: 10432: 10431: 10429:John Ioannidis 10426: 10421: 10416: 10411: 10405: 10403: 10399: 10398: 10396: 10395: 10390: 10384: 10379: 10374: 10369: 10367:GRADE approach 10364: 10359: 10354: 10349: 10344: 10339: 10334: 10332:Clinical trial 10328: 10326: 10319: 10318: 10316: 10315: 10310: 10305: 10300: 10295: 10290: 10285: 10280: 10275: 10270: 10265: 10260: 10255: 10250: 10245: 10240: 10235: 10230: 10225: 10220: 10214: 10212: 10208: 10207: 10205: 10204: 10199: 10193: 10191: 10187: 10186: 10179: 10178: 10171: 10164: 10156: 10150: 10149: 10140: 10137: 10136: 10135: 10128: 10121: 10114: 10105: 10102: 10100: 10099:External links 10097: 10096: 10095: 10052: 10047:978-0465097913 10046: 10031: 10030: 10029: 9986: 9978: 9975: 9972: 9971: 9946: 9921: 9897: 9873: 9848: 9823: 9774: 9739: 9708: 9658: 9617: 9608:|journal= 9562: 9502: 9471: 9422: 9385:Malhotra, Neil 9375: 9326: 9300: 9254: 9215:(7): e102670. 9195: 9152: 9131:(4): 248–254. 9108: 9087:(3): 280–282. 9067: 9010: 8951: 8914:(3): 128–134. 8894: 8857:(9): 656–659. 8837: 8794: 8765:(3): 193–194. 8745: 8678: 8630: 8590: 8535: 8514:(2): 218–228. 8494: 8443: 8400: 8335: 8310: 8265: 8233: 8218: 8192: 8157: 8150: 8124: 8074: 8028: 8013: 7986: 7955: 7934:(3): 882–898. 7914: 7880: 7843:(11): e13839. 7823: 7798: 7782: 7755:(5): 132–134. 7739: 7698: 7647: 7622: 7601: 7575: 7552: 7526: 7501: 7476: 7401: 7375: 7332: 7298: 7276: 7233: 7214:(2): 115–137. 7198: 7163:(7): 926–933. 7147: 7122: 7055: 7030: 6963: 6940: 6883: 6848: 6786: 6745: 6683: 6664:(4): 354–355. 6648: 6595: 6554: 6528: 6479: 6448: 6421: 6393: 6367: 6338: 6284: 6263: 6188: 6125: 6104: 6079: 6045: 6016: 5990: 5964: 5938: 5881: 5856: 5805: 5740: 5714: 5689: 5660:(9): 602–603. 5640: 5564: 5538: 5527:. 11 July 2022 5512: 5445: 5423: 5404:(2): 327–330. 5387: 5380: 5354: 5327:(6): 689–710. 5307: 5289: 5282: 5253: 5186: 5122: 5111:(3): 311–317. 5095: 5074:(1): 147–173. 5049: 5043:978-0081001950 5042: 5012: 4983:(2): 354–372. 4963: 4914: 4885: 4850: 4844:978-0190497637 4843: 4823: 4792: 4761:(2): 443–456. 4741: 4661: 4594: 4569: 4502: 4491:. 21 June 2018 4476: 4470:978-1526600219 4469: 4447: 4441:978-0199678112 4440: 4422: 4362: 4344: 4311: 4287: 4267: 4225: 4172: 4148: 4135:(2): 123–135. 4115: 4063: 4009: 3944: 3923:(2): 151–155. 3903: 3835: 3802: 3733: 3666: 3640: 3591: 3557:978-3319097855 3556: 3530: 3471: 3412: 3403: 3374: 3348: 3343:The New Yorker 3329: 3324:The New Yorker 3310: 3283:(6): 528–530. 3267: 3241: 3192: 3156: 3119:(2): 105–114. 3103: 3082:(3): 257–265. 3062: 3033:(2): 236–245. 3017: 2998:(4): 435–445. 2982: 2938: 2871: 2812: 2769: 2710: 2662: 2650: 2621: 2609: 2588: 2527: 2484: 2430: 2401:(2): 228–243. 2381: 2346:(6): 531–536. 2326: 2300: 2225: 2224: 2222: 2219: 2217: 2216: 2211: 2206: 2201: 2196: 2191: 2186: 2181: 2176: 2171: 2166: 2161: 2156: 2151: 2146: 2141: 2139:Basic research 2136: 2130: 2128: 2125: 2090: 2087: 2081: 2078: 2062: 2059: 2033:pre-registered 1987: 1984: 1951:antidepressant 1912: 1909: 1903: 1900: 1899: 1898: 1895: 1885: 1875:multi-document 1864: 1858:Shadow library 1855: 1848:Google Scholar 1844: 1840: 1832: 1829: 1801: 1798: 1771: 1768: 1766: 1763: 1711: 1708: 1677: 1674: 1665: 1662: 1656: 1653: 1640: 1637: 1620: 1617: 1607: 1604: 1575: 1572: 1565:who published 1554: 1551: 1543:citation flows 1531: 1528: 1523: 1520: 1501:evidence-based 1485:climate change 1469: 1466: 1434: 1431: 1405: 1402: 1356: 1353: 1321:specialization 1250: 1247: 1234: 1231: 1207:scientometrics 1144: 1141: 1068: 1065: 1063: 1060: 1045:Media literacy 1036: 1033: 1016: 1013: 1004: 1001: 978: 975: 969: 966: 945: 942: 917: 914: 909:Main article: 906: 903: 898:Main article: 895: 892: 887: 886: 816: 813: 788:prioritization 783: 780: 763:Science policy 758: 755: 733:Scientometrics 731:Main article: 728: 727:Scientometrics 725: 720: 717: 711: 708: 695: 692: 641: 638: 614:methodological 585: 582: 563: 560: 510:Main article: 507: 504: 479: 476: 455: 452: 434: 431: 409:Biomed Central 341:John Ioannidis 324:John Ioannidis 316: 313: 239:John Ioannidis 202: 201: 199: 198: 191: 184: 176: 173: 172: 171: 170: 165: 160: 155: 150: 145: 140: 133: 132: 127: 122: 117: 112: 110:Medical ethics 107: 100: 99: 94: 89: 84: 79: 71: 70: 64: 63: 26: 9: 6: 4: 3: 2: 11811: 11800: 11797: 11795: 11792: 11790: 11787: 11785: 11782: 11780: 11777: 11775: 11772: 11770: 11767: 11765: 11762: 11761: 11759: 11744: 11741: 11739: 11736: 11734: 11731: 11729: 11726: 11724: 11723:Metasociology 11721: 11719: 11716: 11714: 11711: 11709: 11706: 11704: 11701: 11699: 11696: 11694: 11691: 11689: 11686: 11684: 11681: 11679: 11676: 11670: 11667: 11666: 11665: 11662: 11660: 11659:Meta-ontology 11657: 11655: 11652: 11650: 11647: 11645: 11642: 11641: 11640: 11637: 11635: 11634:Metaphenomics 11632: 11630: 11627: 11625: 11622: 11620: 11617: 11615: 11614:Metanarrative 11612: 11610: 11607: 11605: 11604:Metamodernism 11602: 11600: 11597: 11595: 11592: 11590: 11587: 11585: 11584:Metamaterials 11582: 11578: 11577:Metasemantics 11575: 11573: 11570: 11569: 11568: 11567:Meta-language 11565: 11563: 11560: 11558: 11555: 11553: 11550: 11548: 11547:Metaheuristic 11545: 11543: 11540: 11538: 11535: 11533: 11530: 11526: 11523: 11522: 11521: 11518: 11516: 11515:Metadiscourse 11513: 11511: 11508: 11506: 11503: 11501: 11500:Metacomputing 11498: 11496: 11493: 11489: 11486: 11484: 11483:Meta-learning 11481: 11480: 11479: 11478:Metacognition 11476: 11472: 11469: 11468: 11467: 11464: 11462: 11459: 11457: 11456:Meta-analysis 11454: 11453: 11451: 11447: 11443: 11436: 11431: 11429: 11424: 11422: 11417: 11416: 11413: 11399: 11396: 11394: 11391: 11389: 11386: 11385: 11384: 11376: 11372: 11369: 11367: 11364: 11362: 11359: 11358: 11355: 11351: 11350: 11347: 11341: 11338: 11336: 11333: 11331: 11328: 11324: 11321: 11319: 11316: 11315: 11314: 11311: 11309: 11306: 11304: 11301: 11299: 11296: 11294: 11291: 11289: 11286: 11284: 11281: 11279: 11276: 11274: 11271: 11269: 11266: 11264: 11261: 11260: 11258: 11256: 11252: 11246: 11243: 11239: 11236: 11234: 11231: 11229: 11226: 11224: 11221: 11219: 11216: 11215: 11213: 11209: 11206: 11204: 11201: 11199: 11196: 11194: 11191: 11189: 11186: 11185: 11183: 11179: 11176: 11175: 11174: 11173:Technoscience 11171: 11169: 11166: 11164: 11161: 11159: 11156: 11154: 11151: 11149: 11146: 11144: 11143:Media studies 11141: 11139: 11136: 11134: 11131: 11127: 11124: 11122: 11119: 11117: 11114: 11112: 11109: 11107: 11104: 11103: 11102: 11099: 11097: 11094: 11092: 11089: 11087: 11084: 11082: 11081:Early adopter 11079: 11077: 11074: 11072: 11069: 11067: 11064: 11062: 11059: 11057: 11054: 11052: 11051:Co-production 11049: 11048: 11046: 11044: 11038: 11030: 11027: 11026: 11025: 11022: 11020: 11017: 11013: 11010: 11009: 11008: 11005: 11003: 11000: 10998: 10995: 10993: 10990: 10986: 10983: 10981: 10978: 10976: 10973: 10971: 10968: 10966: 10963: 10961: 10958: 10956: 10953: 10951: 10948: 10946: 10943: 10941: 10938: 10937: 10935: 10931: 10928: 10926: 10923: 10921: 10918: 10916: 10913: 10911: 10908: 10906: 10903: 10901: 10900:communication 10898: 10896: 10893: 10892: 10890: 10888: 10885: 10883: 10882:Pseudoscience 10880: 10876: 10873: 10872: 10871: 10868: 10866: 10863: 10861: 10858: 10856: 10853: 10851: 10848: 10846: 10843: 10841: 10838: 10836: 10833: 10831: 10830:Boundary-work 10828: 10826: 10825:Bibliometrics 10823: 10821: 10818: 10817: 10815: 10813: 10807: 10801: 10798: 10796: 10793: 10791: 10788: 10786: 10783: 10779: 10776: 10775: 10774: 10771: 10767: 10764: 10762: 10759: 10758: 10756: 10754: 10751: 10750: 10748: 10746: 10742: 10736: 10735:Transhumanism 10733: 10731: 10728: 10726: 10723: 10721: 10718: 10716: 10713: 10711: 10708: 10706: 10703: 10701: 10698: 10696: 10693: 10691: 10688: 10686: 10683: 10681: 10678: 10676: 10673: 10671: 10668: 10666: 10663: 10662: 10660: 10658: 10654: 10648: 10645: 10641: 10638: 10637: 10636: 10633: 10631: 10628: 10627: 10625: 10623: 10619: 10613: 10610: 10608: 10605: 10604: 10602: 10600: 10596: 10592: 10585: 10580: 10578: 10573: 10571: 10566: 10565: 10562: 10546: 10543: 10542: 10540: 10536: 10530: 10527: 10526: 10524: 10520: 10514: 10511: 10509: 10506: 10504: 10501: 10499: 10496: 10494: 10491: 10489: 10486: 10484: 10481: 10480: 10478: 10474: 10468: 10465: 10463: 10460: 10458: 10455: 10453: 10450: 10449: 10447: 10443: 10440: 10436: 10430: 10427: 10425: 10422: 10420: 10419:Iain Chalmers 10417: 10415: 10414:David Sackett 10412: 10410: 10407: 10406: 10404: 10400: 10394: 10391: 10389: 10385: 10383: 10380: 10378: 10375: 10373: 10370: 10368: 10365: 10363: 10360: 10358: 10355: 10353: 10350: 10348: 10345: 10343: 10342:Meta-analysis 10340: 10338: 10335: 10333: 10330: 10329: 10327: 10324: 10320: 10314: 10311: 10309: 10306: 10304: 10301: 10299: 10296: 10294: 10291: 10289: 10286: 10284: 10281: 10279: 10276: 10274: 10271: 10269: 10266: 10264: 10261: 10259: 10256: 10254: 10251: 10249: 10246: 10244: 10241: 10239: 10236: 10234: 10231: 10229: 10226: 10224: 10221: 10219: 10216: 10215: 10213: 10209: 10203: 10200: 10198: 10195: 10194: 10192: 10188: 10184: 10177: 10172: 10170: 10165: 10163: 10158: 10157: 10154: 10148: 10147: 10143: 10142: 10134: 10133: 10129: 10127: 10126: 10122: 10120: 10119: 10115: 10113: 10112: 10108: 10107: 10092: 10088: 10083: 10078: 10074: 10070: 10066: 10062: 10058: 10053: 10049: 10043: 10039: 10038: 10032: 10027: 10023: 10019: 10015: 10011: 10007: 10005: 10000: 9999: 9997: 9996: 9991: 9987: 9985: 9981: 9980: 9960: 9956: 9950: 9935: 9931: 9925: 9911: 9907: 9901: 9887: 9883: 9877: 9863: 9859: 9852: 9843: 9838: 9834: 9827: 9819: 9815: 9810: 9805: 9801: 9797: 9793: 9789: 9785: 9778: 9770: 9766: 9762: 9758: 9754: 9750: 9743: 9728: 9727: 9722: 9718: 9712: 9704: 9700: 9696: 9692: 9688: 9684: 9680: 9676: 9669: 9662: 9654: 9650: 9645: 9640: 9636: 9632: 9628: 9621: 9613: 9600: 9592: 9588: 9584: 9580: 9576: 9569: 9567: 9558: 9554: 9550: 9546: 9541: 9536: 9532: 9528: 9524: 9520: 9513: 9506: 9498: 9494: 9490: 9486: 9482: 9475: 9467: 9463: 9458: 9453: 9449: 9445: 9441: 9437: 9433: 9426: 9418: 9414: 9410: 9406: 9402: 9398: 9394: 9390: 9386: 9379: 9371: 9367: 9363: 9359: 9354: 9349: 9345: 9341: 9337: 9330: 9315: 9311: 9304: 9296: 9292: 9288: 9284: 9280: 9276: 9272: 9268: 9261: 9259: 9250: 9246: 9241: 9236: 9231: 9226: 9222: 9218: 9214: 9210: 9206: 9199: 9191: 9187: 9183: 9179: 9175: 9171: 9167: 9163: 9156: 9148: 9144: 9139: 9134: 9130: 9126: 9122: 9115: 9113: 9104: 9100: 9095: 9090: 9086: 9082: 9078: 9071: 9063: 9059: 9054: 9049: 9045: 9041: 9037: 9033: 9029: 9025: 9021: 9014: 9006: 9002: 8997: 8992: 8988: 8984: 8979: 8974: 8970: 8966: 8962: 8955: 8947: 8943: 8938: 8933: 8929: 8925: 8921: 8917: 8913: 8909: 8905: 8898: 8890: 8886: 8881: 8876: 8872: 8868: 8864: 8860: 8856: 8852: 8848: 8841: 8833: 8829: 8825: 8821: 8817: 8813: 8809: 8805: 8798: 8790: 8786: 8782: 8778: 8773: 8768: 8764: 8760: 8756: 8749: 8741: 8737: 8732: 8727: 8723: 8719: 8714: 8709: 8705: 8701: 8697: 8693: 8689: 8682: 8674: 8670: 8666: 8662: 8657: 8652: 8648: 8644: 8640: 8634: 8626: 8620: 8605: 8601: 8594: 8586: 8582: 8578: 8574: 8570: 8566: 8562: 8558: 8554: 8550: 8546: 8539: 8531: 8527: 8522: 8517: 8513: 8509: 8505: 8498: 8490: 8486: 8481: 8476: 8471: 8466: 8462: 8458: 8454: 8447: 8439: 8435: 8431: 8427: 8423: 8419: 8415: 8411: 8404: 8396: 8392: 8387: 8382: 8378: 8374: 8370: 8366: 8362: 8358: 8354: 8350: 8346: 8339: 8324: 8320: 8314: 8306: 8302: 8297: 8292: 8288: 8284: 8280: 8276: 8269: 8261: 8257: 8253: 8249: 8245: 8237: 8229: 8225: 8221: 8219:9781450386357 8215: 8211: 8207: 8203: 8196: 8188: 8184: 8180: 8176: 8172: 8168: 8161: 8153: 8147: 8143: 8139: 8135: 8128: 8113: 8109: 8105: 8101: 8097: 8093: 8089: 8085: 8078: 8070: 8066: 8062: 8058: 8054: 8050: 8046: 8039: 8032: 8024: 8020: 8016: 8014:9781450391900 8010: 8006: 8002: 7998: 7990: 7974: 7970: 7964: 7962: 7960: 7951: 7947: 7942: 7937: 7933: 7929: 7925: 7918: 7903: 7899: 7895: 7891: 7884: 7876: 7872: 7867: 7862: 7858: 7854: 7850: 7846: 7842: 7838: 7834: 7827: 7812: 7808: 7802: 7794: 7793: 7786: 7778: 7774: 7770: 7766: 7762: 7758: 7754: 7750: 7743: 7735: 7731: 7726: 7721: 7717: 7713: 7709: 7702: 7694: 7690: 7685: 7680: 7675: 7670: 7666: 7662: 7658: 7651: 7637: 7633: 7626: 7611: 7605: 7590: 7586: 7579: 7563: 7556: 7541: 7537: 7530: 7515: 7511: 7505: 7491: 7487: 7480: 7472: 7468: 7463: 7458: 7454: 7450: 7446: 7442: 7438: 7434: 7429: 7424: 7420: 7416: 7412: 7405: 7389: 7388:Physics World 7385: 7379: 7371: 7367: 7363: 7359: 7355: 7351: 7348:(1): 102297. 7347: 7343: 7336: 7321: 7317: 7313: 7309: 7302: 7287: 7280: 7272: 7268: 7264: 7260: 7256: 7252: 7248: 7244: 7237: 7229: 7225: 7221: 7217: 7213: 7209: 7202: 7194: 7190: 7186: 7182: 7178: 7174: 7170: 7166: 7162: 7158: 7151: 7136: 7132: 7126: 7118: 7114: 7109: 7104: 7100: 7096: 7091: 7086: 7082: 7078: 7074: 7070: 7066: 7059: 7044: 7040: 7034: 7026: 7022: 7017: 7012: 7008: 7004: 6999: 6994: 6990: 6986: 6982: 6978: 6974: 6967: 6951: 6944: 6936: 6932: 6928: 6924: 6919: 6914: 6910: 6906: 6902: 6898: 6894: 6887: 6879: 6875: 6871: 6867: 6863: 6859: 6852: 6844: 6840: 6835: 6830: 6826: 6822: 6817: 6812: 6808: 6804: 6800: 6793: 6791: 6782: 6778: 6773: 6768: 6764: 6760: 6756: 6749: 6741: 6737: 6732: 6731:11250/2647605 6727: 6722: 6717: 6713: 6709: 6705: 6701: 6697: 6690: 6688: 6679: 6675: 6671: 6667: 6663: 6659: 6652: 6644: 6640: 6636: 6632: 6627: 6622: 6618: 6614: 6610: 6606: 6599: 6591: 6587: 6582: 6577: 6573: 6569: 6565: 6558: 6543: 6539: 6532: 6524: 6520: 6515: 6510: 6506: 6502: 6498: 6494: 6490: 6483: 6467: 6463: 6459: 6452: 6444: 6437: 6430: 6428: 6426: 6410: 6409:The Economist 6406: 6400: 6398: 6382: 6378: 6371: 6356: 6352: 6345: 6343: 6334: 6330: 6326: 6322: 6318: 6314: 6309: 6304: 6300: 6296: 6288: 6273: 6267: 6259: 6255: 6250: 6245: 6241: 6237: 6233: 6229: 6225: 6221: 6216: 6211: 6207: 6203: 6199: 6192: 6184: 6180: 6175: 6170: 6166: 6162: 6157: 6152: 6148: 6144: 6140: 6132: 6130: 6114: 6108: 6093: 6089: 6083: 6068: 6064: 6060: 6056: 6049: 6033: 6029: 6023: 6021: 6005:. 13 May 2019 6004: 6000: 5994: 5979: 5975: 5968: 5952: 5948: 5942: 5934: 5930: 5926: 5922: 5917: 5912: 5908: 5904: 5900: 5896: 5892: 5885: 5870: 5869:New Scientist 5866: 5860: 5852: 5848: 5843: 5838: 5833: 5828: 5824: 5820: 5819:F1000Research 5816: 5809: 5801: 5797: 5793: 5789: 5785: 5781: 5776: 5771: 5767: 5763: 5759: 5755: 5751: 5744: 5728: 5724: 5718: 5703: 5699: 5693: 5685: 5681: 5676: 5671: 5667: 5663: 5659: 5655: 5651: 5644: 5636: 5632: 5628: 5624: 5620: 5616: 5611: 5606: 5602: 5598: 5594: 5590: 5586: 5579: 5577: 5575: 5573: 5571: 5569: 5553: 5549: 5542: 5526: 5522: 5516: 5508: 5504: 5499: 5494: 5490: 5486: 5481: 5476: 5472: 5468: 5464: 5460: 5456: 5449: 5433: 5427: 5419: 5415: 5411: 5407: 5403: 5399: 5391: 5383: 5377: 5373: 5369: 5365: 5358: 5350: 5346: 5342: 5338: 5334: 5330: 5326: 5322: 5318: 5311: 5303: 5299: 5293: 5285: 5279: 5275: 5271: 5267: 5260: 5258: 5249: 5245: 5241: 5237: 5232: 5231:10278/5023700 5227: 5222: 5217: 5213: 5209: 5205: 5201: 5197: 5190: 5182: 5178: 5174: 5170: 5166: 5162: 5158: 5154: 5150: 5146: 5142: 5138: 5131: 5129: 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4280: 4276: 4271: 4256: 4252: 4248: 4244: 4240: 4236: 4229: 4221: 4217: 4213: 4209: 4204: 4199: 4195: 4191: 4187: 4183: 4176: 4158: 4152: 4143: 4138: 4134: 4130: 4126: 4119: 4111: 4107: 4103: 4099: 4094: 4089: 4085: 4081: 4077: 4070: 4068: 4059: 4055: 4050: 4045: 4041: 4037: 4034:(6): giz053. 4033: 4029: 4025: 4018: 4016: 4014: 4005: 4001: 3997: 3993: 3989: 3985: 3980: 3975: 3971: 3967: 3963: 3959: 3955: 3948: 3940: 3936: 3931: 3926: 3922: 3918: 3914: 3907: 3899: 3895: 3890: 3885: 3881: 3877: 3872: 3867: 3863: 3859: 3855: 3851: 3847: 3839: 3830: 3825: 3821: 3817: 3813: 3806: 3798: 3794: 3790: 3786: 3781: 3776: 3772: 3768: 3764: 3760: 3756: 3752: 3748: 3740: 3738: 3729: 3725: 3720: 3715: 3711: 3707: 3703: 3699: 3694: 3689: 3686:(9): 160384. 3685: 3681: 3677: 3670: 3655: 3651: 3644: 3636: 3632: 3627: 3622: 3618: 3614: 3610: 3606: 3602: 3595: 3587: 3575: 3567: 3563: 3559: 3553: 3549: 3545: 3541: 3534: 3526: 3522: 3517: 3512: 3508: 3504: 3499: 3494: 3490: 3486: 3482: 3475: 3467: 3463: 3458: 3453: 3449: 3445: 3440: 3435: 3431: 3427: 3423: 3416: 3407: 3392: 3388: 3384: 3378: 3362: 3358: 3352: 3344: 3340: 3333: 3325: 3321: 3314: 3306: 3302: 3298: 3294: 3290: 3286: 3282: 3278: 3271: 3256: 3255:Bloomberg.com 3252: 3245: 3237: 3233: 3228: 3223: 3219: 3215: 3211: 3207: 3203: 3196: 3188: 3184: 3180: 3176: 3172: 3165: 3163: 3161: 3152: 3148: 3144: 3140: 3135: 3130: 3126: 3122: 3118: 3114: 3107: 3099: 3095: 3090: 3085: 3081: 3077: 3073: 3066: 3058: 3054: 3050: 3046: 3041: 3036: 3032: 3028: 3021: 3013: 3009: 3005: 3001: 2997: 2993: 2986: 2971: 2967: 2962: 2957: 2953: 2949: 2942: 2934: 2930: 2925: 2920: 2916: 2912: 2907: 2902: 2898: 2894: 2890: 2886: 2882: 2875: 2867: 2863: 2858: 2853: 2849: 2845: 2840: 2835: 2831: 2827: 2823: 2816: 2808: 2804: 2800: 2796: 2792: 2788: 2784: 2780: 2773: 2765: 2761: 2757: 2753: 2749: 2745: 2741: 2737: 2733: 2729: 2725: 2721: 2714: 2706: 2702: 2698: 2694: 2689: 2684: 2680: 2676: 2672: 2666: 2660: 2654: 2639: 2635: 2631: 2625: 2618: 2613: 2602:September 17, 2598: 2592: 2578: 2574: 2570: 2566: 2562: 2558: 2554: 2550: 2546: 2542: 2538: 2531: 2523: 2519: 2515: 2511: 2507: 2503: 2499: 2495: 2488: 2480: 2476: 2471: 2466: 2461: 2456: 2452: 2448: 2447:PLOS Medicine 2444: 2437: 2435: 2426: 2422: 2418: 2414: 2409: 2404: 2400: 2396: 2392: 2385: 2377: 2373: 2369: 2365: 2361: 2357: 2353: 2349: 2345: 2341: 2337: 2330: 2315: 2311: 2304: 2296: 2292: 2287: 2282: 2278: 2274: 2269: 2264: 2260: 2256: 2252: 2245: 2243: 2241: 2239: 2237: 2235: 2233: 2231: 2226: 2215: 2212: 2210: 2207: 2205: 2202: 2200: 2197: 2195: 2192: 2190: 2187: 2185: 2182: 2180: 2177: 2175: 2172: 2170: 2167: 2165: 2162: 2160: 2157: 2155: 2152: 2150: 2147: 2145: 2142: 2140: 2137: 2135: 2132: 2131: 2124: 2122: 2118: 2114: 2110: 2106: 2102: 2096: 2086: 2077: 2075: 2071: 2067: 2058: 2056: 2054: 2049: 2045: 2040: 2038: 2034: 2030: 2026: 2024: 2019: 2014: 2012: 2007: 2003: 1999: 1993: 1983: 1979: 1976: 1975:meta-analyses 1972: 1968: 1967:streptokinase 1962: 1960: 1956: 1952: 1948: 1944: 1940: 1936: 1932: 1930: 1925: 1918: 1908: 1896: 1892: 1886: 1883: 1879: 1876: 1872: 1868: 1865: 1862: 1859: 1856: 1853: 1852:Google Alerts 1849: 1845: 1841: 1838: 1837: 1836: 1828: 1825: 1819: 1815: 1811: 1807: 1797: 1795: 1791: 1785: 1781: 1777: 1762: 1759: 1755: 1751: 1747: 1743: 1740:nhancing the 1739: 1736:The EQUATOR ( 1734: 1732: 1728: 1721: 1717: 1707: 1705: 1704:data dredging 1701: 1697: 1693: 1687: 1683: 1673: 1670: 1661: 1652: 1650: 1646: 1636: 1634: 1628: 1616: 1613: 1603: 1601: 1597: 1593: 1589: 1585: 1581: 1571: 1568: 1564: 1560: 1550: 1548: 1544: 1541: 1537: 1527: 1519: 1516: 1510: 1506: 1502: 1498: 1494: 1490: 1486: 1482: 1477: 1475: 1465: 1462: 1460: 1459:meta-analyses 1456: 1452: 1446: 1440: 1430: 1428: 1424: 1419: 1410: 1401: 1399: 1395: 1391: 1386: 1383: 1379: 1375: 1370: 1365: 1355:Topic mapping 1352: 1349: 1341: 1339: 1335: 1330: 1322: 1316: 1314: 1308: 1306: 1297: 1290: 1286: 1282: 1277: 1270: 1265: 1260: 1256: 1246: 1244: 1240: 1230: 1228: 1224: 1220: 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The term " 247: 223:inefficiency 210: 206: 205: 138:Conservation 91: 32: 11764:Metascience 11733:Metatheorem 11728:Meta-system 11718:Metascience 11664:Metaphysics 11619:Meta-object 11552:Metahistory 11532:Metafiction 11233:theories of 11218:and society 11214:Technology 11208:transitions 11198:determinism 11193:convergence 11168:Technocracy 10950:controversy 10936:Scientific 10920:post-normal 10865:Metascience 10835:Consilience 10820:Antiscience 10685:Neo-Luddism 10680:Fuzzy logic 10545:Examine.com 10388:uncertainty 10386:Scientific 10313:Metascience 10139:Conferences 9732:19 December 9395:(1): 8–12. 8296:10481/62406 7907:19 February 7394:13 December 7325:25 February 7291:25 February 6956:15 November 6765:(1): 1–10. 6626:10481/87679 6574:(2): 1–40. 6472:15 February 6301:(1): 1–15. 6208:(1): 5619. 6143:BMC Biology 6118:18 February 6097:14 February 6072:14 February 6038:18 February 5733:22 November 5707:22 November 5398:Metascience 5028:: 127–136. 4907:22 November 4816:22 November 4734:22 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Metascience (research)
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