{"id":"W4381249225","doi":"10.1016/j.jhep.2023.04.035","title":"A global research priority agenda to advance public health responses to fatty liver disease","year":2023,"lang":"en","type":"article","venue":"Journal of Hepatology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":132,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"Novartis Pharma; Centers for Disease Control and Prevention; Norgine; LG Chem; Ipsen; Sun Pharma; United European Gastroenterology; Novo Nordisk Fonden; European Association for the Study of the Liver; Syddansk Universitet; Arrowhead Pharmaceuticals; Danmarks Grundforskningsfond; National Research Foundation; European Association for the Study of Diabetes; Novo Nordisk; National Institute for Health and Care Research; European Foundation for the Study of Diabetes; Intercept Pharmaceuticals; AstraZeneca; Barts Charity; Regeneron Pharmaceuticals; Gilead Sciences; Medical Research Council; EA Pharma Co., Ltd.; Innovationsfonden; Inventiva Pharma; Pfizer; American Association for the Study of Liver Diseases; GlaxoSmithKline; National Institute of Diabetes and Digestive and Kidney Diseases; Sanofi; Eli Lilly and Company","keywords":"Public health; Fatty liver; Environmental health; Disease; Political science; Business; Medicine; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001328875,0.000126506,0.0004550831,0.0005002241,0.0001477164,0.00002753732,0.0001817606,0.00004692639,0.00009985529],"category_scores_gemma":[0.002189623,0.00009854721,0.0001662502,0.001117879,0.00006455411,0.0001001295,0.0001564454,0.0001911457,0.0003584566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000751603,"about_ca_system_score_gemma":0.002141679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001439201,"about_ca_topic_score_gemma":0.0001725044,"domain_scores_codex":[0.9975297,0.0005883299,0.0004242119,0.0002607526,0.0005692938,0.0006277345],"domain_scores_gemma":[0.9969119,0.0004061176,0.0001195285,0.0003171392,0.00047101,0.001774257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002030464,0.0007099888,0.9071692,0.00007644593,0.0001230741,0.005540657,0.0003786302,0.000003292317,0.00001163715,0.0003614092,0.06132451,0.02227069],"study_design_scores_gemma":[0.0009450971,0.001585289,0.8975037,0.00009016343,0.00004070324,0.0002201751,0.000108544,0.00001578051,0.00002347636,0.0002511476,0.09914672,0.00006916459],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9031803,0.001984144,0.00008525304,0.09379637,0.0002855634,0.0004671581,0.00007322318,0.00002855939,0.00009942303],"genre_scores_gemma":[0.991605,0.001487002,0.001162538,0.005375391,0.0001886297,0.00003584925,0.000007569385,0.00001297133,0.0001250726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08842468,"threshold_uncertainty_score":0.4607354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1760773200554664,"score_gpt":0.4638922037343945,"score_spread":0.287814883678928,"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."}}