{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001853879,0.0002877607,0.000182074,0.000103909,0.00009192846,0.0001092079,0.000256791,0.0001495085,0.0000125605],"category_scores_gemma":[0.000259525,0.0002803114,0.0002134185,0.0000651486,0.0001225338,0.0000300281,0.0001154694,0.000126404,0.00001478028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001163817,"about_ca_system_score_gemma":0.0004617753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005279344,"about_ca_topic_score_gemma":0.00006172021,"domain_scores_codex":[0.9982452,0.00006267606,0.0003786277,0.00060381,0.0001949356,0.0005147644],"domain_scores_gemma":[0.9990459,0.00003428771,0.00006885479,0.0004443159,0.000176377,0.0002302659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006081234,0.0005018907,0.9643714,0.0006618132,0.0002870391,0.0004788001,0.001074778,0.005428808,0.001179695,0.002442368,0.0107747,0.006717468],"study_design_scores_gemma":[0.001827921,0.00007263933,0.9591752,0.0001343162,0.00002013909,7.163796e-7,0.0000283147,0.03221977,0.0001743417,0.001301819,0.004695094,0.0003497202],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943082,0.0008467815,0.001919,0.00009490314,0.0003816392,0.001240688,0.0006672322,0.00007367454,0.0004678776],"genre_scores_gemma":[0.9960495,0.0001709517,0.0001716587,0.0004897053,0.0001555759,0.0009140699,0.000241882,0.00007733384,0.001729352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02679096,"threshold_uncertainty_score":0.9999649,"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."}}