{"id":"W4387337772","doi":"10.1016/j.cjca.2023.06.283","title":"COMPARISON OF THE EFFECTS OF SEMAGLUTIDE ON LIVER HISTOLOGY IN PATIENTS WITH NON-ALCOHOLICS STEATOHEPATITIS CIRRHOSIS BETWEEN MACHINE LEARNING MODEL ASSESSMENT AND PATHOLOGIST EVALUATION","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Steatohepatitis; Cirrhosis; Placebo; Semaglutide; Gastroenterology; Internal medicine; Fatty liver; Histology; Liver biopsy; Biopsy; Pathology; Diabetes mellitus; Endocrinology; Type 2 diabetes","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001421383,0.0003529453,0.0008844441,0.0002476559,0.0001525132,0.0004601635,0.000161134,0.0004025274,0.0007410111],"category_scores_gemma":[0.003715754,0.0001180812,0.0007730489,0.000193138,0.0002201094,0.0006514914,0.0002738848,0.0006746025,0.0001297232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003573164,"about_ca_system_score_gemma":0.0002577537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001151996,"about_ca_topic_score_gemma":0.002573216,"domain_scores_codex":[0.9994113,0.0003058685,0.00006217629,0.00008618478,0.00008345759,0.0000509172],"domain_scores_gemma":[0.9974315,0.001583653,0.0003084747,0.0001071288,0.0002495047,0.0003198392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.2702504,0.002502779,0.6431136,0.0002036304,0.002612342,0.0003344218,0.0002311779,0.003324912,0.005129844,0.00009691821,0.0006323762,0.07156772],"study_design_scores_gemma":[0.001956956,0.03806693,0.9438393,0.0000367398,0.001434505,0.0003139704,0.0002921033,0.01078311,0.002493697,0.0001463853,0.0005963734,0.0000399899],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985886,0.0006305624,0.0001043279,0.00007866272,0.00002107316,0.000008657154,0.00007625589,0.000008058419,0.0004838386],"genre_scores_gemma":[0.9994418,0.0001292404,0.00009000539,0.00003482641,0.00001650373,0.00000318709,0.0001086727,0.000002226947,0.0001734115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001421383,"threshold_uncertainty_score":0.00751704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02928863173280829,"score_gpt":0.3115447425323569,"score_spread":0.2822561107995487,"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."}}