{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06108551,0.001308645,0.003410266,0.002774808,0.00341801,0.01213031,0.00714584,0.03239472,0.008384746],"category_scores_gemma":[0.3664,0.001429461,0.002350978,0.002048624,0.005414499,0.01409444,0.005192764,0.0382117,0.005408801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004635248,"about_ca_system_score_gemma":0.01324409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001810599,"about_ca_topic_score_gemma":0.003253122,"domain_scores_codex":[0.9408794,0.03191171,0.009884258,0.004122581,0.0109831,0.00221903],"domain_scores_gemma":[0.5954071,0.2431303,0.02128194,0.0103357,0.106777,0.02306792],"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":[0.00007720742,0.0000366757,0.0003704191,0.0009846317,0.00008598567,0.0005018296,0.0003920597,0.0000992907,0.00006873948,0.001573347,0.9631685,0.03264136],"study_design_scores_gemma":[0.0001491815,0.00006590634,0.001142978,0.005428541,0.0001620345,0.001113109,0.0008059662,0.0006609379,0.000262084,0.01076505,0.9792898,0.0001544447],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0001701968,0.007230063,0.0007003579,0.8906589,0.1005572,0.00002248,0.00006511899,0.00006223685,0.0005334613],"genre_scores_gemma":[0.005487527,0.01086421,0.00323669,0.5727339,0.4060736,0.000103702,0.00008782818,0.0001086429,0.001303864],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.06108551,"threshold_uncertainty_score":0.3230549,"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."}}