{"id":"W4323353446","doi":"10.1093/jcag/gwac036.166","title":"A166 RISK STRATIFICATION OF EARLY RE-HOSPITALIZATION IN PERSONS WITH INFLAMMATORY BOWEL DISEASES USING MULTIVARIABLE MODELS","year":2023,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; McMaster University; University of Toronto; University of Ottawa","funders":"","keywords":"Medicine; Logistic regression; Inflammatory bowel disease; Confidence interval; Odds ratio; Ulcerative colitis; Population; Retrospective cohort study; Internal medicine; Psychological intervention; Disease; Emergency medicine; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003951884,0.0008985753,0.000651989,0.001553041,0.0004579046,0.001282831,0.001066056,0.0004610313,0.002152624],"category_scores_gemma":[0.009122279,0.0003732416,0.002291873,0.0009262798,0.0002103072,0.0003840183,0.001033068,0.0009803356,0.0002758832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001098669,"about_ca_system_score_gemma":0.002340414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0710295,"about_ca_topic_score_gemma":0.04337685,"domain_scores_codex":[0.9985465,0.0007757347,0.00008818379,0.0002842454,0.0001225682,0.0001826017],"domain_scores_gemma":[0.9959013,0.002824092,0.0004334847,0.0002111272,0.0004466061,0.0001833788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007449681,0.0002942636,0.8492641,0.0001127132,0.00159526,0.000265038,0.0002181632,0.1154044,0.0005322986,0.001339608,0.002532626,0.0276966],"study_design_scores_gemma":[0.00004878599,0.0002120097,0.09254009,0.00004840564,0.0005021323,0.0001211958,0.0001484005,0.9038314,0.0002728457,0.001397268,0.0008474456,0.0000300411],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9330983,0.0008426427,0.06022841,0.001165293,0.0001005974,0.0001962929,0.00277907,0.00037729,0.001212138],"genre_scores_gemma":[0.9906544,0.0001556002,0.00752676,0.00004318546,0.00003081591,0.00005695906,0.0009258991,0.00001539047,0.0005909625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0710295,"threshold_uncertainty_score":0.1412321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007478624783216721,"score_gpt":0.2127491517789659,"score_spread":0.2052705269957492,"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."}}