{"id":"W4402549109","doi":"10.1093/ecco-jcc/jjae145","title":"Prevalence, Characteristics, Management, and Outcomes of Difficult-to-Treat Inflammatory Bowel Disease","year":2024,"lang":"en","type":"article","venue":"Journal of Crohn s and Colitis","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Odds ratio; Internal medicine; Inflammatory bowel disease; Ulcerative colitis; Gastroenterology; Proctitis; Confidence interval; Crohn's disease; Retrospective cohort study; Disease","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":[0.001058207,0.000214381,0.0003633667,0.0008850042,0.0003104864,0.0005308014,0.0003446387,0.0004760916,0.00105542],"category_scores_gemma":[0.00525923,0.0001123016,0.0002158788,0.001114274,0.0004336187,0.0004086229,0.0005212173,0.0004353582,0.0001227156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003143522,"about_ca_system_score_gemma":0.0002992107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001419796,"about_ca_topic_score_gemma":0.001284281,"domain_scores_codex":[0.9988344,0.0004083867,0.0001765215,0.0001941759,0.000253115,0.000133361],"domain_scores_gemma":[0.9939643,0.0006239755,0.00446941,0.0001240839,0.0002476503,0.0005705943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002938976,0.00001974778,0.9990132,0.0000135477,0.00001202716,0.00004248093,0.00002193469,0.00001503756,0.0000287065,0.000009250596,0.00006846206,0.0007261493],"study_design_scores_gemma":[0.000005143041,0.00005544175,0.9990507,0.00001518758,0.00001038686,0.0005901756,0.00009077271,0.00006283476,0.00001448199,0.00001692312,0.00008585268,0.000002157648],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968418,0.001947333,0.00009886692,0.0001612039,0.000007750557,0.00001585755,0.0003494676,0.000004424535,0.0005734198],"genre_scores_gemma":[0.9992968,0.0002813893,0.00007284584,0.00003173543,0.00002742685,0.000008065041,0.0002558141,0.000001050988,0.0000249019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001419796,"threshold_uncertainty_score":0.005596399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004274228829064929,"score_gpt":0.2297982541362177,"score_spread":0.2255240253071528,"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."}}