{"id":"W4404614292","doi":"10.1093/crocol/otae052","title":"Predictive Model for Outcomes in Inflammatory Bowel Disease Patients Receiving Maintenance Infliximab Therapy","year":2024,"lang":"en","type":"article","venue":"Crohn s & Colitis 360","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Infliximab; Inflammatory bowel disease; Medicine; Maintenance therapy; Internal medicine; Disease; Intensive care medicine; Chemotherapy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.003485401,0.00114209,0.0008998257,0.00202198,0.0003171406,0.001474937,0.0009833795,0.0005671922,0.002967319],"category_scores_gemma":[0.009340378,0.0002872753,0.001352834,0.0006586855,0.0002693959,0.0004296799,0.0007637438,0.0009807883,0.0006439486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006792704,"about_ca_system_score_gemma":0.001095431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005948545,"about_ca_topic_score_gemma":0.003294438,"domain_scores_codex":[0.9987928,0.0006229409,0.00008310818,0.0001683211,0.0001863429,0.0001465258],"domain_scores_gemma":[0.9940229,0.004083597,0.0007142689,0.0002184887,0.0006843886,0.0002762452],"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":[0.001621397,0.0003863664,0.8578485,0.00008966216,0.0008532364,0.0004425895,0.00008741215,0.1016309,0.0004361156,0.0007771133,0.002984636,0.032842],"study_design_scores_gemma":[0.00009400925,0.0003650929,0.08278231,0.00007228977,0.0004251215,0.0004373924,0.00008637213,0.911595,0.0003772069,0.002408142,0.001326061,0.00003090187],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.941148,0.001236123,0.04918171,0.001476996,0.0001968214,0.000202782,0.003025364,0.0006436831,0.002888519],"genre_scores_gemma":[0.9937369,0.0001321531,0.004085828,0.00005712065,0.00005678033,0.00006979925,0.001236736,0.00002440902,0.0006003484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005948545,"threshold_uncertainty_score":0.01843274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00875503567726365,"score_gpt":0.2489323775812807,"score_spread":0.240177341904017,"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."}}