{"id":"W2985020789","doi":"10.1111/codi.14869","title":"Stoma formation for Crohn’s disease in the post‐biologic era, Ma <i>et al.</i>","year":2019,"lang":"en","type":"article","venue":"Colorectal Disease","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Crohn's disease; Disease; Stoma (medicine); Population; General surgery; Notice; Elective surgery; Referral; Incidence (geometry); Cohort; Surgery; Internal medicine; Family medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003054963,0.0002234296,0.0001238026,0.00005219481,0.00009266611,0.00006144497,0.0003604649,0.00006246627,0.00004968655],"category_scores_gemma":[0.000269885,0.0001729816,0.0002187861,0.00008177447,0.0000698104,0.00002521213,0.0001034276,0.00009689228,0.0001063048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003485475,"about_ca_system_score_gemma":0.0002397035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003304206,"about_ca_topic_score_gemma":0.00002852809,"domain_scores_codex":[0.9986673,0.0001871318,0.0002583447,0.0003599429,0.0001692536,0.0003580282],"domain_scores_gemma":[0.9990267,0.00003855072,0.00009775075,0.0004740341,0.0001079635,0.0002549868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06013621,0.002001922,0.7212535,0.0009163918,0.0001425359,0.001176074,0.0009875317,0.002195292,0.1065357,0.003564181,0.09860457,0.002486065],"study_design_scores_gemma":[0.001350795,0.0001812456,0.9796598,0.00001997328,0.00003630268,0.000002256516,0.0001296476,0.001204216,0.00034618,0.000291941,0.01648695,0.0002906783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951866,0.0002935717,0.00008149344,0.001431981,0.0001977559,0.001804699,0.000538871,0.00002919785,0.0004358911],"genre_scores_gemma":[0.981731,0.0000309571,0.00005046891,0.01566528,0.00007231311,0.0006164346,0.001612918,0.00002732,0.0001932957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2584063,"threshold_uncertainty_score":0.7053985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005822256104140486,"score_gpt":0.2359419296021307,"score_spread":0.2301196734979902,"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."}}