{"id":"W4387337889","doi":"10.1016/j.cjca.2023.06.371","title":"THE RELATIONSHIP BETWEEN LIVER HISTOLOGY AND LONG-TERM CLINICAL OUTCOMES IN PATIENTS WITH NON-ALCOHOLIC STEATOHEPATITIS: A REAL-WORLD COHORT STUDY","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; Histology; Cohort; Fatty liver; Internal medicine; Gastroenterology; Cohort study; Disease","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":[0.001366711,0.0004938286,0.0007506838,0.0009871878,0.001147918,0.001494176,0.0008164428,0.001049799,0.00181272],"category_scores_gemma":[0.003397437,0.0006936802,0.001198752,0.001793056,0.0006741324,0.001384469,0.001016994,0.001567796,0.0003541184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008253858,"about_ca_system_score_gemma":0.0007902996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01963278,"about_ca_topic_score_gemma":0.02472938,"domain_scores_codex":[0.9988601,0.0002892958,0.0001197853,0.0003281132,0.0001414566,0.0002612546],"domain_scores_gemma":[0.9968954,0.0004253251,0.001123513,0.0005228032,0.0003822518,0.0006506068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001615552,0.0000416183,0.9990589,0.00000508475,0.0001461253,0.00007515917,0.0000614501,0.00001647945,0.00008638105,0.00001377067,0.00008628777,0.000247091],"study_design_scores_gemma":[0.00001661716,0.00008116176,0.9990727,0.000004386843,0.00006093257,0.0002293522,0.0002779097,0.0001097826,0.00001408794,0.00002170656,0.000103131,0.00000831113],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988018,0.0001928432,0.00006846357,0.00006519042,0.0000118008,0.000008750049,0.0006551447,0.000002565672,0.0001934732],"genre_scores_gemma":[0.9989821,0.0001100936,0.00006565105,0.00003503908,0.00001746565,0.00001120578,0.0006717377,0.000003367457,0.0001032167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01963278,"threshold_uncertainty_score":0.03903705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04910514017087571,"score_gpt":0.331007857859957,"score_spread":0.2819027176890813,"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."}}