{"id":"W4407285696","doi":"10.1093/jcag/gwae059.175","title":"A175 MACHINE LEARNING MODELLING OF MULTIMORBIDITY PATTERNS AND PREMATURE MORTALITY IN INFLAMMATORY BOWEL DISEASE","year":2025,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Inflammatory bowel disease; Multimorbidity; Medicine; Disease; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002553073,0.00006012316,0.0002475517,0.0002320238,0.000169587,0.000003035541,0.0001222642,0.0001453849,0.00002501714],"category_scores_gemma":[0.001072584,0.00004715353,0.00005735166,0.00006088824,0.00002660066,0.00007472676,0.00003184556,0.0009282998,3.33192e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00062825,"about_ca_system_score_gemma":0.0007130253,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01071779,"about_ca_topic_score_gemma":0.2710202,"domain_scores_codex":[0.9978322,0.0008081113,0.0008719691,0.0000517221,0.0002023775,0.0002336438],"domain_scores_gemma":[0.9978397,0.0001906221,0.001449013,0.00008453994,0.0002545139,0.0001816353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001130119,0.00001061463,0.9917408,0.0004117608,0.00002811123,0.000001076263,0.0006354561,0.006583016,0.000002417814,0.00008898311,0.0003569131,0.00002783496],"study_design_scores_gemma":[0.0009004594,0.00004354929,0.9663402,0.0004885214,0.0000298788,4.080929e-7,0.00011285,0.03156736,0.000001110225,0.0001715726,0.0003267022,0.00001732529],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918258,0.00002734106,0.0006180007,0.006782407,0.0004482531,0.0001672919,0.00004076512,0.000002106304,0.00008799849],"genre_scores_gemma":[0.9985572,0.00007232992,0.00006073965,0.001130078,0.00004377343,0.00000265892,0.000004720497,0.000003114094,0.0001254431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2603025,"threshold_uncertainty_score":0.9958699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06131473318144937,"score_gpt":0.3477844190319248,"score_spread":0.2864696858504754,"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."}}