{"id":"W3094134274","doi":"10.14309/01.ajg.0000704920.36981.fc","title":"S0718 Risk of Surgery for Inflammatory Bowel Disease in the Biologic Era","year":2020,"lang":"en","type":"article","venue":"The American Journal of Gastroenterology","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; Manitoba Beekeepers' Association; University of Calgary","funders":"","keywords":"Medicine; Inflammatory bowel disease; Ulcerative colitis; Confidence interval; Disease; Crohn's disease; Internal medicine; Population; Surgery","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":[0.001322423,0.0002887908,0.0006043032,0.001371494,0.0002826823,0.0007880616,0.0006705649,0.000567776,0.008086219],"category_scores_gemma":[0.005371944,0.000243774,0.002163122,0.003414128,0.0003652977,0.0003487296,0.0003919334,0.0008008712,0.0004842071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001129166,"about_ca_system_score_gemma":0.001638374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06733317,"about_ca_topic_score_gemma":0.07185838,"domain_scores_codex":[0.9987299,0.0002808102,0.00014287,0.0002706298,0.0004551459,0.0001206543],"domain_scores_gemma":[0.9964163,0.001260317,0.001623603,0.0001048488,0.0002878212,0.0003069939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007681195,0.00001797594,0.9796627,0.001161017,0.002600333,0.0001437224,0.00006859258,0.0004974871,0.0001555926,0.0002100924,0.003378047,0.01133636],"study_design_scores_gemma":[0.0001154796,0.0001194336,0.9893672,0.0005703209,0.002338931,0.0005822369,0.000122376,0.0005803215,0.00007672889,0.0002893808,0.005823259,0.00001429537],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8214769,0.1268544,0.001259784,0.003357976,0.0005453842,0.00005364797,0.03609771,0.0001325325,0.01022173],"genre_scores_gemma":[0.9783149,0.01033646,0.0006043974,0.0004299567,0.0002415019,0.0000259889,0.008839505,0.00001702483,0.001190246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06733317,"threshold_uncertainty_score":0.1338825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01111887121217538,"score_gpt":0.2335265479642417,"score_spread":0.2224076767520663,"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."}}