{"id":"W4388273138","doi":"10.1016/j.jcjd.2023.10.374","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 Diabetes","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; Internal medicine; Fatty liver; 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":[0.001530757,0.0005223779,0.0007510834,0.0009976745,0.001200537,0.001541106,0.0008919698,0.001069194,0.001732314],"category_scores_gemma":[0.003491629,0.0007448877,0.00124552,0.001912214,0.0007017499,0.00141236,0.001093644,0.00166354,0.0003455911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009455587,"about_ca_system_score_gemma":0.0008707897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02897214,"about_ca_topic_score_gemma":0.03524325,"domain_scores_codex":[0.9987963,0.0003132556,0.0001226623,0.0003383548,0.0001477331,0.0002816217],"domain_scores_gemma":[0.9967316,0.0004414442,0.001186308,0.0005569361,0.0004084732,0.0006752393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001680423,0.00004042009,0.9990618,0.00000486105,0.0001505982,0.00006716677,0.00006405126,0.00001727232,0.00008169382,0.00001352973,0.00008728983,0.0002433553],"study_design_scores_gemma":[0.00001682574,0.00007049304,0.9991297,0.000004262174,0.00006003814,0.0001875039,0.0002780563,0.0001068927,0.0000130909,0.00001988245,0.0001044595,0.000008755218],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986933,0.0002061927,0.00006541555,0.00007036165,0.00001276083,0.000008857998,0.0007472625,0.000002566474,0.0001933069],"genre_scores_gemma":[0.998924,0.0001179607,0.00006690805,0.00003505188,0.00001571004,0.00001138389,0.0007134943,0.0000032843,0.0001121418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02897214,"threshold_uncertainty_score":0.057607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03988456245792421,"score_gpt":0.3155790072871703,"score_spread":0.275694444829246,"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."}}