{"id":"W2612423848","doi":"10.1093/ecco-jcc/jjx130","title":"Development of Clinical Prediction Models for Surgery and Complications in Crohn’s Disease","year":2017,"lang":"en","type":"article","venue":"Journal of Crohn s and Colitis","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"Robarts Clinical Trials; Western University","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Medicine; Crohn's disease; Disease; Surgery; Intensive care medicine; General surgery; Internal medicine","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":[0.0119846,0.001257161,0.001261848,0.001844413,0.0004147435,0.001713522,0.001212121,0.001165346,0.001631271],"category_scores_gemma":[0.03301848,0.0005728222,0.001470691,0.0008625666,0.0004317863,0.0008339599,0.0008657649,0.001846581,0.0005119489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001352532,"about_ca_system_score_gemma":0.002276791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006704559,"about_ca_topic_score_gemma":0.004462936,"domain_scores_codex":[0.997063,0.001857957,0.0002016732,0.0003858724,0.0003333084,0.00015824],"domain_scores_gemma":[0.9703686,0.02504731,0.001718379,0.0005304725,0.001933514,0.0004016997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001394437,0.0006313659,0.1401692,0.0001664193,0.0006655528,0.0002313175,0.0001646022,0.7370502,0.0004851389,0.002152058,0.004570648,0.112319],"study_design_scores_gemma":[0.00008535196,0.0001427586,0.00585916,0.00004029519,0.00007381984,0.00006891516,0.00002073983,0.9904327,0.0001605698,0.002761782,0.000339827,0.00001408147],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5537807,0.001874015,0.4313571,0.00328902,0.0002229562,0.00120479,0.002846712,0.001497261,0.003927481],"genre_scores_gemma":[0.8989343,0.0003875794,0.09613676,0.0003036658,0.00009668688,0.0008083844,0.002572814,0.00004833397,0.0007114095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0119846,"threshold_uncertainty_score":0.06338137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0466631167877878,"score_gpt":0.3271151016306651,"score_spread":0.2804519848428773,"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."}}