{"id":"W3131496390","doi":"10.1002/hep4.1664","title":"Joint Efforts to Ensure Evidence‐Based Decisions by Clinicians in Drug Adjustment for Chronic Liver Disease Populations","year":2021,"lang":"en","type":"letter","venue":"Hepatology Communications","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Centre Hospitalier de l’Université de Montréal","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Context (archaeology); Drug; Multidisciplinary approach; Intensive care medicine; Chronic liver disease; Medical prescription; Cirrhosis; Disease; Liver disease; Pharmacology; Pathology; Internal medicine; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002491419,0.0004726602,0.001016753,0.0004457066,0.0003668493,0.00003695759,0.0006440308,0.0004859071,0.0002612465],"category_scores_gemma":[0.0009269383,0.0004569439,0.0006521191,0.0004265369,0.0001892843,0.00009105662,0.0004015364,0.001046539,0.0001124538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001202007,"about_ca_system_score_gemma":0.00195674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001075738,"about_ca_topic_score_gemma":0.004813638,"domain_scores_codex":[0.9966552,0.0005804773,0.0009989188,0.0008176321,0.0003579604,0.0005897609],"domain_scores_gemma":[0.9920459,0.002686128,0.0002826587,0.004159291,0.0004050219,0.0004209518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006157551,0.001565757,0.04539538,0.0002143483,0.0002369412,0.0003447075,0.0001145169,0.00002609614,0.000004183356,0.0003295855,0.9492663,0.002440595],"study_design_scores_gemma":[0.002104559,0.0002712657,0.1259338,0.004154622,0.002859444,0.00001760955,0.00003302281,0.002365408,0.00002221237,0.0002568261,0.8614208,0.0005604208],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006518265,0.08168388,0.0003819914,0.9041059,0.0004328364,0.004603985,0.002073012,0.00009426884,0.0001058403],"genre_scores_gemma":[0.2806144,0.02061832,0.01036537,0.6411904,0.0006392042,0.0129029,0.03237198,0.0001645037,0.001132898],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2740962,"threshold_uncertainty_score":0.9997882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2297074518713197,"score_gpt":0.3919590808089392,"score_spread":0.1622516289376195,"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."}}