A Tapestry of Values: An Introduction to Values in Science
Abstract
Abstract This book makes the contemporary philosophical literature on science and values accessible to a wide readership. It focuses on two questions: What are the major ways in which scientific reasoning can be influenced by values? and How can we tell whether those influences are appropriate or not? To address these questions, it examines case studies from a variety of research areas, including climate science, anthropology, chemical risk assessment, ecology, neurobiology, biomedical research, and agriculture. These cases show that the value-free ideal for science is problematic; values have important roles to play in identifying research topics, choosing research questions, determining the aims of inquiry, responding to uncertainty, and deciding how to communicate information. The book argues that values can influence science in these ways without harming scientific objectivity—in fact, making value judgments more explicit actually promotes objectivity. In place of the value-free ideal, the scientific community should strive to meet three conditions for addressing values appropriately: (1) the influences of values should be made transparent; (2) values should reflect ethical and social priorities; and (3) values should be scrutinized via processes of engagement that incorporate multiple stakeholders. The book explores multiple engagement strategies that can help bring values to light and subject them to critical scrutiny.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Bias mostly occurs unintentionally; for example, when a scientist underpowers a study or is not aware of sexist assumptions that underpin their interpretive framework.
“Bias mostly occurs unintentionally (i.e., subconsciously); for example, when a scientist underpowers a study or is not aware of sexist assumptions that underpin their interpretive framework [48–52].”
From Autonomous artificial intelligence, scientific research, and human values (2026) · cites this paper as [50]
Most scientific research done by humans stems from personal, social, political, or economic values that drive inquiry.
“Most scientific research done by humans stems from personal, social, political, or economic values that drive inquiry [33, 50, 105].”
From Autonomous artificial intelligence, scientific research, and human values (2026) · cites this paper as [50]
Cites
Still being checked.
Cited by
Sorted by citations
Porat, T., Nyrup, R., Calvo, R. A., Paudyal, P., & Ford, E. M. (2020) · Frontiers in Public Health · doi:10.3389/fpubh.2020.573397 · Cited by 172 · see citing works
Artificial intelligence and the value of transparency
Walmsley, J. (2021) · AI & SOCIETY · doi:10.1007/s00146-020-01066-z · Cited by 131 · see citing works
Making Open Science Work for Science and Society
Elliott, K. C., & Resnik, D. B. (2019) · Environmental Health Perspectives · doi:10.1289/ehp4808 · Cited by 128 · see citing works
Self-citationDemocratic Values: A Better Foundation for Public Trust in Science
Schroeder, S. A. (2019) · The British Journal for the Philosophy of Science · doi:10.1093/bjps/axz023 · Cited by 106 · see citing works
Elliott, K. C. (2022) · Cambridge University Press eBooks · doi:10.1017/9781009052597 · Cited by 99 · see citing works
Self-citationDemocratising Measurement: or Why Thick Concepts Call for Coproduction
Alexandrova, A., & Fabian, M. (2022) · European Journal for Philosophy of Science · doi:10.1007/s13194-021-00437-7 · Cited by 96 · see citing works
Sealing the gateways for post-truthism: Reestablishing the epistemic authority of science
Kienhues, D., Jucks, R., & Bromme, R. (2020) · Educational Psychologist · doi:10.1080/00461520.2020.1784012 · Cited by 98 · see citing works
The promise and perils of industry‐funded science
Holman, B., & Elliott, K. C. (2018) · Philosophy Compass · doi:10.1111/phc3.12544 · Cited by 88 · see citing works
Self-citationClimate change denial and beliefs about science
Kovaka, K. (2019) · Synthese · doi:10.1007/s11229-019-02210-z · Cited by 80 · see citing works
Tassel, D. L. V., Tesdell, O. I., Schlautman, B., Rubin, M. J., DeHaan, L. R., Crews, T. E., & Krug, A. S. (2020) · Frontiers in Plant Science · doi:10.3389/fpls.2020.00789 · Cited by 78 · see citing works
A Taxonomy of Transparency in Science
Elliott, K. C. (2020) · Canadian Journal of Philosophy · doi:10.1017/can.2020.21 · Cited by 79 · see citing works
Self-citationMore than ‘canaries in the gender coal mine’: A transfeminist approach to research on detransition
Hildebrand‐Chupp, R. (2020) · The Sociological Review · doi:10.1177/0038026120934694 · Cited by 75 · see citing works
Ward, Z. B. (2020) · Studies in History and Philosophy of Science Part A · doi:10.1016/j.shpsa.2020.09.006 · Cited by 86 · see citing works
The value of values in climate science
Pulkkinen, K., Undorf, S., Bender, F. A. ‐., Wikman–Svahn, P., Doblas-Reyes, F. J., Flynn, C. M., Hegerl, G. C., Jönsson, A. R., Leung, G.-K., Roussos, J., et al. (2022) · Nature Climate Change · doi:10.1038/s41558-021-01238-9 · Cited by 76 · see citing works
Data-Intensive Ecological Research Is Catalyzed by Open Science and Team Science
Cheruvelil, K. S., & Soranno, P. A. (2018) · BioScience · doi:10.1093/biosci/biy097 · Cited by 66 · see citing works
Wijsen, L. D., Borsboom, D., & Alexandrova, A. (2021) · Perspectives on Psychological Science · doi:10.1177/17456916211014183 · Cited by 66 · see citing works
Criteria for assessing grant applications: a systematic review
Hug, S. E., & Aeschbach, M. (2020) · Humanities and Social Sciences Communications · doi:10.1057/s41599-020-0412-9 · Cited by 60 · see citing works
The application of reflexivity for conservation science
Beck, J. M., Elliott, K. C., Booher, C. R., Renn, K. A., & Montgomery, R. A. (2021) · Biological Conservation · doi:10.1016/j.biocon.2021.109322 · Cited by 55 · see citing works
Self-citationBias in science: natural and social
May, J. (2020) · Synthese · doi:10.1007/s11229-020-02937-0 · Cited by 54 · see citing works
Oswald, S., Lewiński, M., Greco, S., & Villata, S. (2022) · Argumentation library · doi:10.1007/978-3-030-91017-4 · Cited by 53 · see citing works
A New Dark Age? Truth, Trust, and Environmental Science
Gundersen, T., Alinejad, D., Branch, T. Y., Duffy, B., Hewlett, K., Holst, C., Owens, S. E., Panizza, F., Tellmann, S. M., van Dijck, J., et al. (2022) · Annual Review of Environment and Resources · doi:10.1146/annurev-environ-120920-015909 · Cited by 54 · see citing works
Lusk, G. (2021) · Studies in History and Philosophy of Science Part A · doi:10.1016/j.shpsa.2021.08.009 · Cited by 52 · see citing works
Science, Values, and the New Demarcation Problem
Resnik, D. B., & Elliott, K. C. (2023) · Journal for General Philosophy of Science · doi:10.1007/s10838-022-09633-2 · Cited by 49 · see citing works
Self-citationValue-entanglement and the integrity of scientific research
Resnik, D. B., & Elliott, K. C. (2019) · Studies in History and Philosophy of Science Part A · doi:10.1016/j.shpsa.2018.12.011 · Cited by 49 · see citing works
Self-citationClimate policy decision making in contexts of deep uncertainty - from optimisation to robustness
Workman, M. H. W., Darch, G. J. C., Dooley, K., Lomax, G., Maltby, J., & Pollitt, H. (2021) · Environmental Science & Policy · doi:10.1016/j.envsci.2021.03.002 · Cited by 50 · see citing works
The need for formal reflexivity in conservation science
Boyce, P., Bhattacharyya, J., & Linklater, W. L. (2021) · Conservation Biology · doi:10.1111/cobi.13840 · Cited by 50 · see citing works
Pathways for assessing interdisciplinarity: A systematic review
Laursen, B. K., Motzer, N., & Anderson, K. J. (2022) · Research Evaluation · doi:10.1093/reseval/rvac013 · Cited by 48 · see citing works
Objectivity, trust and social responsibility
Rolin, K. H. (2020) · Synthese · doi:10.1007/s11229-020-02669-1 · Cited by 49 · see citing works
Values in environmental research: Citizens’ views of scientists who acknowledge values
Elliott, K. C., McCright, A. M., Allen, S., & Dietz, T. M. (2017) · PLoS ONE · doi:10.1371/journal.pone.0186049 · Cited by 45 · see citing works
Self-citationPerspective: The Power (Dynamics) of Open Data in Citizen Science
Cooper, C. B., Rasmussen, L. M., & Jones, E. D. (2021) · Frontiers in Climate · doi:10.3389/fclim.2021.637037 · Cited by 44 · see citing works
Transdisciplinary Philosophy of Science: Meeting the Challenge of Indigenous Expertise
Ludwig, D., El-Hani, C., Gatti, F., Kendig, C., Kramm, M., Neco, L. C., Delgado, A. N., Poliseli, L., Renck, V., Adriana Ressiore, C., et al. (2023) · Philosophia Scientiæ · doi:10.1017/psa.2023.127 · Cited by 31 · see citing works
Strategies for effective collaborative manuscript development in interdisciplinary science teams
Oliver, S. K., Fergus, C. E., Skaff, N. K., Wagner, T., Tan, P., Cheruvelil, K. S., & Soranno, P. A. (2018) · Ecosphere · doi:10.1002/ecs2.2206 · Cited by 44 · see citing works
Why Simpler Computer Simulation Models Can Be Epistemically Better for Informing Decisions
Helgeson, C., Srikrishnan, V., Keller, K. M., & Tuana, N. (2020) · Philosophy of Science · doi:10.1086/711501 · Cited by 44 · see citing works
Review of Derek D. Turner, Paleoaesthetics and the Practice of Paleontology
Monnin, V. (2021) · HAL · doi:10.1017/9781108671996 · Cited by 42 · see citing works
Ethics of Probabilistic Extreme Event Attribution in Climate Change Science: A Critique
Olsson, L., Thorén, H., Harnesk, D., & Persson, J. (2022) · Earth s Future · doi:10.1029/2021ef002258 · Cited by 43 · see citing works
Human Goals Are Constitutive of Agency in Artificial Intelligence (AI)
Popa, E. (2021) · Philosophy & Technology · doi:10.1007/s13347-021-00483-2 · Cited by 45 · see citing works
How to Philosophically Tackle Kinds without Talking about “Natural Kinds”
Brigandt, I. (2020) · Canadian Journal of Philosophy · doi:10.1017/can.2020.29 · Cited by 38 · see citing works
Value-laden disciplinary shifts in machine learning
Dotan, R., & Milli, S. (2020) · ACM Conference on Fairness, Accountability, and Transparency (FAccT) · doi:10.1145/3351095.3373157 · Cited by 38 · see citing works
Data, epistemic values, and multiple methods in case study research
Zahle, J. (2018) · Studies in History and Philosophy of Science Part A · doi:10.1016/j.shpsa.2018.11.005 · Cited by 38 · see citing works
Pathways of influence: understanding the impact of philosophy of science in scientific domains
Plaisance, K. S., Michaud, J., & McLevey, J. (2021) · Synthese · doi:10.1007/s11229-020-03007-1 · Cited by 40 · see citing works
Political events and public views on climate change
Dietz, T. M. (2020) · Climatic Change · doi:10.1007/s10584-020-02791-6 · Cited by 37 · see citing works
COVID-19 and the Paradox of Scientific Advice
Pamuk, Z. (2021) · Perspectives on Politics · doi:10.1017/s1537592721001201 · Cited by 36 · see citing works
Sensational Science, Archaic Hominin Genetics, and Amplified Inductive Risk
Havstad, J. C. (2021) · Canadian Journal of Philosophy · doi:10.1017/can.2021.15 · Cited by 35 · see citing works
Transformative Transdisciplinarity
Ludwig, D., & El-Hani, C. N. (2025) · doi:10.1093/9780197815281.001.0001 · Cited by 35 · see citing works
Legitimizing Values in Regulatory Science
Pinto, M. F., & Hicks, D. (2019) · Environmental Health Perspectives · doi:10.1289/ehp3317 · Cited by 35 · see citing works
The Error Is in the Gap: Synthesizing Accounts for Societal Values in Science
ChoGlueck, C. (2018) · Philosophy of Science · doi:10.1086/699191 · Cited by 31 · see citing works
13. Ecological Limits: Science, Justice, Policy, and the Good Life
Green, F. (2021) · Philosophy Compass · doi:10.1111/phc3.12740 · Cited by 31 · see citing works
Varieties of approaches to constructing physical climate storylines: A review
Pacchetti, M. B., Coulter, L., Dessai, S., Shepherd, T. G., Sillmann, J., & van den Hurk, B. (2023) · Wiley Interdisciplinary Reviews Climate Change · doi:10.1002/wcc.869 · Cited by 38 · see citing works
Examining Evident Interdisciplinarity Among Prides of Lion Researchers
Montgomery, R. A., Elliott, K. C., Hayward, M. W., Gray, S. M., Millspaugh, J. J., Riley, S. J., Kissui, B. M., Kramer, D., Moll, R. J., Mudumba, T., et al. (2018) · Frontiers in Ecology and Evolution · doi:10.3389/fevo.2018.00049 · Cited by 31 · see citing works
Self-citationConnecting to the Heart: Teaching Value-Based Professional Ethics
Snieder, R., & Zhu, Q. (2020) · Science and Engineering Ethics · doi:10.1007/s11948-020-00216-2 · Cited by 30 · see citing works
The new self-advocacy activism in psychiatry: Toward a scientific turn
Arnaud, S., & Gagné‐Julien, A. (2023) · Philosophical Psychology · doi:10.1080/09515089.2023.2174425 · Cited by 30 · see citing works
Coherence objectivity and measurement: the example of democracy
Crasnow, S. L. (2020) · Synthese · doi:10.1007/s11229-020-02779-w · Cited by 29 · see citing works
Thinking about Values in Science: Ethical versus Political Approaches
Schroeder, S. A. (2020) · Canadian Journal of Philosophy · doi:10.1017/can.2020.41 · Cited by 29 · see citing works
Standards of evidence for institutional review board decision-making
Resnik, D. B. (2020) · Accountability in Research · doi:10.1080/08989621.2020.1855149 · Cited by 29 · see citing works
What is Collaborative, Interdisciplinary Reasoning? The Heart of Interdisciplinary Team Research
Laursen, B. K. (2018) · Informing Science The International Journal of an Emerging Transdiscipline · doi:10.28945/4010 · Cited by 29 · see citing works
Objective data sets in qualitative research
Zahle, J. (2020) · Synthese · doi:10.1007/s11229-020-02630-2 · Cited by 30 · see citing works
Political Legitimacy in the Democratic View: The Case of Climate Services
Lusk, G. (2020) · Philosophy of Science · doi:10.1086/710803 · Cited by 28 · see citing works
Framing conservation: ‘biodiversity’ and the values embedded in scientific language
Elliott, K. C. (2020) · Environmental Conservation · doi:10.1017/s0376892920000302 · Cited by 30 · see citing works
Self-citationShould We Strive to Make Science Bias-Free? A Philosophical Assessment of the Reproducibility Crisis
Hudson, R. G. S. (2021) · Journal for General Philosophy of Science · doi:10.1007/s10838-020-09548-w · Cited by 26 · see citing works
Beatty, A. E., Driessen, E. P., Gusler, T., Ewell, S. N., Grilliot, A., & Ballen, C. J. (2021) · CBE—Life Sciences Education · doi:10.1187/cbe.21-04-0100 · Cited by 27 · see citing works
Developing more useful equity measurements for flood-risk management
Pollack, A. B., Helgeson, C., Kousky, C., & Keller, K. M. (2024) · Nature Sustainability · doi:10.1038/s41893-024-01345-3 · Cited by 26 · see citing works
Scientific Models and Decision Making
Winsberg, E. B., & Harvard, S. S. (2024) · Cambridge University Press eBooks · doi:10.1017/9781009029346 · Cited by 27 · see citing works
Illegitimate Values, Confirmation Bias, and Mandevillian Cognition in Science
Peters, U. (2021) · The British Journal for the Philosophy of Science · doi:10.1093/bjps/axy079 · Cited by 45 · see citing works
Re-envisioning Biology Curricula to Include Ideological Awareness
Costello, R. A., Beatty, A. E., Dunk, R. D. P., Ewell, S. N., Pruett, J. E., & Ballen, C. J. (2023) · Research in Science Education · doi:10.1007/s11165-023-10101-0 · Cited by 26 · see citing works
TRADE-OFFS BETWEEN EPISTEMIC AND MORAL VALUES IN EVIDENCE-BASED POLICY
Khosrowi, D. (2018) · Economics and Philosophy · doi:10.1017/s0266267118000159 · Cited by 25 · see citing works
How to Incorporate Non-Epistemic Values into a Theory of Classification
Reydon, T. A. C., & Ereshefsky, M. (2022) · European Journal for Philosophy of Science · doi:10.1007/s13194-021-00438-6 · Cited by 26 · see citing works
The importance of values for science
Douglas, H. (2023) · Interdisciplinary Science Reviews · doi:10.1080/03080188.2023.2191559 · Cited by 25 · see citing works
Science and Values in Undergraduate Education
Koster, E., & de Regt, H. W. (2019) · Science & Education · doi:10.1007/s11191-019-00093-7 · Cited by 28 · see citing works
Values in economics: a recent revival with a twist
Małecka, M. (2021) · Journal of Economic Methodology · doi:10.1080/1350178x.2020.1868776 · Cited by 24 · see citing works
Conducting fit‐for‐purpose food safety risk assessments
Devos, Y., Elliott, K. C., Macdonald, P., McComas, K. A., Parrino, L., Vrbos, D., Robinson, T. P., Spiegelhalter, D. J., & Gallani, B. (2019) · EFSA Journal · doi:10.2903/j.efsa.2019.e170707 · Cited by 22 · see citing works
Self-citationStatus Distrust of Scientific Experts
Desmond, H. (2022) · Social Epistemology · doi:10.1080/02691728.2022.2104758 · Cited by 23 · see citing works
Cologna, V., Baumberger, C., Knutti, R., Орескес, Н., & Berthold, A. (2022) · Environmental Communication · doi:10.1080/17524032.2022.2153896 · Cited by 22 · see citing works
Sisyphean science: why value freedom is worth pursuing
Menon, T., & Stegenga, J. (2023) · European Journal for Philosophy of Science · doi:10.1007/s13194-023-00552-7 · Cited by 24 · see citing works
Values in Psychological Science: Re-imagining Epistemic Priorities at a New Frontier
Osbeck, L. M. (2019) · Cited by 22 · see citing works
Addressing Industry-Funded Research with Criteria for Objectivity
Elliott, K. C. (2018) · Philosophy of Science · doi:10.1086/699718 · Cited by 21 · see citing works
Self-citationScience Journalism, Value Judgments, and the Open Science Movement
Elliott, K. C. (2019) · Frontiers in Communication · doi:10.3389/fcomm.2019.00071 · Cited by 20 · see citing works
Self-citationA Framework for Analyzing Broadly Engaged Philosophy of Science
Plaisance, K. S., & Elliott, K. C. (2021) · Philosophy of Science · doi:10.1086/713891 · Cited by 23 · see citing works
Self-citationWhen Is Scientific Dissent Epistemically Inappropriate?
Miller, B. (2021) · Philosophy of Science · doi:10.1086/714854 · Cited by 21 · see citing works
Science and values: a two-way direction
Ratti, E., & Federica Russo, B. (2024) · European Journal for Philosophy of Science · doi:10.1007/s13194-024-00567-8 · Cited by 22 · see citing works
Potochnik, A. (2024) · Cambridge University Press eBooks · doi:10.1017/9781009049474 · Cited by 21 · see citing works
Inquiry Tickets: Values, Pursuit, and Underdetermination
DiMarco, M., & Khalifa, K. (2019) · Philosophy of Science · doi:10.1086/705446 · Cited by 20 · see citing works
Addressing Complexity in Global Aerosol Climate Model Cloud Microphysics
Proske, U., Ferrachat, S., Klampt, S., Abeling, M., & Lohmann, U. (2023) · Journal of Advances in Modeling Earth Systems · doi:10.1029/2022ms003571 · Cited by 20 · see citing works
Partisan science and the democratic legitimacy ideal
Hilligardt, H. (2023) · Synthese · doi:10.1007/s11229-023-04370-5 · Cited by 20 · see citing works
The distribution of ethical labor in the scientific community
Politi, V., & Grinbaum, A. (2020) · Journal of Responsible Innovation · doi:10.1080/23299460.2020.1724357 · Cited by 20 · see citing works
Addressing the Reproducibility Crisis: A Response to Hudson
Douglas, H., & Elliott, K. C. (2022) · Journal for General Philosophy of Science · doi:10.1007/s10838-022-09606-5 · Cited by 19 · see citing works
Self-citationNew Toxicology Tools and the Emerging Paradigm Shift in Environmental Health Decision-Making
Ginsberg, G. L., Fedinick, K. P., Solomon, G. M., Elliott, K. C., Vandenberg, J. J., Barone, S., & Bucher, J. R. (2019) · Environmental Health Perspectives · doi:10.1289/ehp4745 · Cited by 19 · see citing works
Self-citationValues disclosures and trust in science: A replication study
Hicks, D., & Lobato, E. J. C. (2022) · Frontiers in Communication · doi:10.3389/fcomm.2022.1017362 · Cited by 18 · see citing works
Morality and the Environmental Crisis
Gottlieb, R. S. (2019) · Cambridge University Press eBooks · doi:10.1017/9781316493083 · Cited by 18 · see citing works
Harvard, S. S., & Werker, G. R. (2021) · PharmacoEconomics · doi:10.1007/s40273-021-01018-5 · Cited by 18 · see citing works
Krug, A. S., & Tesdell, O. I. (2020) · Plants People Planet · doi:10.1002/ppp3.10175 · Cited by 17 · see citing works
Schroeder, S. A. (2022) · Synthese · doi:10.1007/s11229-022-03774-z · Cited by 17 · see citing works
Value transparency and promoting warranted trust in science communication
Intemann, K. K. (2024) · Synthese · doi:10.1007/s11229-023-04471-1 · Cited by 20 · see citing works
Horcea‐Milcu, A., Zaman, S., Filyushkina, A., López-Rodríguez, M. D., Cebrián‐Piqueras, M. A., & Raymond, C. M. (2022) · Ecosystems and People · doi:10.1080/26395916.2022.2108498 · Cited by 16 · see citing works
Looking beyond values: The legitimacy of social perspectives, opinions and interests in science
Hilligardt, H. (2022) · European Journal for Philosophy of Science · doi:10.1007/s13194-022-00490-w · Cited by 17 · see citing works
Lohse, S., Wasmer, M. S., & Reydon, T. A. C. (2020) · Perspectives on Science · doi:10.1162/posc_a_00357 · Cited by 16 · see citing works
The value-ladenness of transparency in science: Lessons from Lyme disease
Elliott, K. C. (2021) · Studies in History and Philosophy of Science Part A · doi:10.1016/j.shpsa.2021.03.008 · Cited by 16 · see citing works
Self-citationWeir, J. K., Neale, T., & Clarke, E. A. (2021) · Environment and Planning E Nature and Space · doi:10.1177/25148486211019828 · Cited by 16 · see citing works
Lam, V., & Rousselot, Y. (2024) · European Journal for Philosophy of Science · doi:10.1007/s13194-024-00579-4 · Cited by 16 · see citing works
Wylie, A. (2022) · Canadian Journal of Philosophy · doi:10.1017/can.2022.33 · Cited by 14 · see citing works
Why Trust Raoult? How Social Indicators Inform the Reputations of Experts
Branch, T. Y., Origgi, G., & Morisseau, T. (2022) · Social Epistemology · doi:10.1080/02691728.2022.2042421 · Cited by 16 · see citing works
- Authors
- Elliott, K. C.
- Corresponding author
- Elliott, Kevin C.
- ORCID
- Elliott, Kevin C.
- Venue
- Oxford University Press eBooks
- Publisher
- Oxford University Press
- Published
- 2017-02-03
- OpenAlex
- W2577177528
- Cited by
- 343
- References
- 0
- Citations by year
- 2026: 28 · 2025: 64 · 2024: 36 · 2023: 32 · 2022: 39 · 2021: 47 · 2020: 37 · 2019: 30 · 2018: 27 · 2017: 2 · 2016: 1
- FWCI
- 26.51
- Type
- book
- Language
- fi
- Open access
- closed
- Locations
- Oxford University Press eBooks (publishedVersion)
- Topics
- Social Sciences › Sociology and Political Science › Feminist Epistemology and Gender Studies
- Social Sciences › Arts and Humanities › History and Philosophy of Science › Philosophy and History of Science
- Social Sciences › Arts and Humanities › History and Philosophy of Science › Philosophy, Science, and History
- Keywords
- values in science, value-free ideal, scientific objectivity, stakeholder engagement, science and ethics, climate science, chemical risk assessment, biomedical research, science communication, scientific uncertainty
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review