{"id":"W4411075077","doi":"10.1038/s41591-025-03759-8","title":"The People-First Liver Charter","year":2025,"lang":"en","type":"article","venue":"Nature Medicine","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"National Institute of Allergy and Infectious Diseases; Faculty of Medicine and Health, University of Sydney; Agencia Estatal de Investigación; Sahlgrenska Akademin; School of Medicine, Emory University; Ipsen; European Association for the Study of the Liver; Novo Nordisk; Karolinska Institutet; Eisai; Generalitat de Catalunya; University College London; NGM Biopharmaceuticals; Intercept Pharmaceuticals; Inventiva Pharma; Kowa Company; Ionis Pharmaceuticals; Bristol-Myers Squibb; Centres de Recerca de Catalunya; Francis Crick Institute; City University of New York; National Institutes of Health; Regeneron Pharmaceuticals; Göteborgs Universitet; Centro de Investigación Biomédica en Red-Fisiopatología de la Obesidad y Nutrición; Novavax; University of Florida; American Diabetes Association; Emory University; National Institute for Health and Care Research; Queen Mary University of London; Aarhus Universitetshospital; Gilead Sciences; University of New South Wales; Alexion Pharmaceuticals; McMaster University; Moderna; Pfizer; American Association for the Study of Liver Diseases; Genentech; AstraZeneca; Eli Lilly and Company; Instituto de Salud Carlos III; Siemens Healthineers; Universitat de Barcelona; Amgen; Aarhus Universitet; Sanofi; GW Pharmaceuticals; University of Dundee","keywords":"Charter; Medicine; Political science; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001414072,0.0001489601,0.0002530174,0.0000803257,0.0002230611,0.00001098594,0.0001083689,0.0001470386,0.0003347519],"category_scores_gemma":[0.0001752942,0.00007006785,0.00008816833,0.0002970406,0.0001112776,0.00002537502,0.00003634053,0.0003817058,0.00007574937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008151469,"about_ca_system_score_gemma":0.00006942173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005589052,"about_ca_topic_score_gemma":0.0001646287,"domain_scores_codex":[0.9990678,0.00002062017,0.0001667454,0.0002249202,0.0003067104,0.000213189],"domain_scores_gemma":[0.9989909,0.0003116347,0.00003622745,0.0004084595,0.0001294864,0.000123304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004174084,0.0005180654,0.1831205,0.0002646567,0.0007891094,0.0002907199,0.0009205394,2.364931e-7,0.00009441395,0.02615659,0.7541915,0.03323625],"study_design_scores_gemma":[0.002352299,0.0001752508,0.5533571,0.0004054731,0.0005186773,0.00001453927,0.0001597201,0.00003819073,0.0003107424,0.0001935721,0.4424174,0.00005710374],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2534261,0.1431048,0.00004321313,0.4875478,0.003227565,0.001702963,0.00001455762,0.0002082415,0.1107248],"genre_scores_gemma":[0.9794741,0.003874236,0.00001934844,0.009498144,0.0005221932,0.0000755467,0.00003341392,0.00001035732,0.006492643],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.726048,"threshold_uncertainty_score":0.3665299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004384367201199578,"score_gpt":0.2749382689149214,"score_spread":0.2705539017137218,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}