{"id":"W4396638561","doi":"10.1016/s0016-5085(24)04274-4","title":"Su1605 VALIDATION OF AGILE 3+ AND AGILE 4 FOR MASLD WITH ADVANCED FIBROSIS AND CIRRHOSIS IN A CANADIAN COHORT","year":2024,"lang":"en","type":"article","venue":"Gastroenterology","topic":"Pancreatitis Pathology and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Agile software development; Cirrhosis; Cohort; Medicine; Internal medicine; Medical physics; Computer science; Software engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003137203,0.0007053986,0.0006622634,0.001198389,0.002892512,0.002176651,0.001593928,0.0009854434,0.003191794],"category_scores_gemma":[0.006994205,0.0004333672,0.001048988,0.001933644,0.001173861,0.0006451578,0.001053577,0.00152154,0.0007311444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009790918,"about_ca_system_score_gemma":0.01392826,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8040771,"about_ca_topic_score_gemma":0.8708546,"domain_scores_codex":[0.9973946,0.0002466873,0.0001344329,0.0005070725,0.001062272,0.0006549358],"domain_scores_gemma":[0.9959465,0.0003607882,0.0004427124,0.0002755322,0.002341914,0.0006326367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007500118,0.00005305808,0.9773891,0.00007860344,0.0002236709,0.0002539073,0.0005643699,0.0002822001,0.001900419,0.0003992041,0.006402258,0.01170335],"study_design_scores_gemma":[0.00008529043,0.0002175009,0.9805109,0.0002332446,0.0003896129,0.001069642,0.001477551,0.001045033,0.00126303,0.0002967764,0.01334749,0.00006390663],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785972,0.002499973,0.000952335,0.001373781,0.0001764459,0.0001228473,0.008056685,0.0000672442,0.008153346],"genre_scores_gemma":[0.9886004,0.0008468636,0.001557811,0.0007522398,0.00004731004,0.00005450106,0.00537179,0.00006413379,0.00270487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1959229,"threshold_uncertainty_score":0.3941533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005371139773420558,"score_gpt":0.2416362326931463,"score_spread":0.2362650929197257,"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."}}