{"id":"W4235761328","doi":"10.1093/jcag/gwy009.329","title":"A329 CAN THE CALGARY BILE LEAK RULE AVOID THE NEED FOR REPEAT ERCPS IN OTTAWA? A VALIDATION STUDY","year":2018,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Energy, Environment, Agriculture Analysis","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Calgary; University Health Network; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Leak; Medicine; Bile leak; Predictive value; Endoscopy; Cholecystectomy; Retrospective cohort study; Gallbladder; Stent; Surgery; Gastroenterology; General surgery; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002305978,0.0001374202,0.0003258059,0.0001889662,0.0003009093,0.00003541748,0.0006011392,0.0001150741,0.00006126448],"category_scores_gemma":[0.0006397245,0.00007148947,0.0002593188,0.0002598689,0.00009118934,0.0000796814,0.00004334414,0.0003187046,0.000003144863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001548901,"about_ca_system_score_gemma":0.000133502,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07431076,"about_ca_topic_score_gemma":0.972398,"domain_scores_codex":[0.9973572,0.00107402,0.000686287,0.0001448203,0.0003674093,0.0003702478],"domain_scores_gemma":[0.997727,0.0002134406,0.001364039,0.0003344241,0.0002614198,0.00009971978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000157318,0.0001647957,0.9603432,0.000004482595,0.0007791299,0.00000411281,0.001866385,0.008050335,0.00137068,0.0002811568,0.02673362,0.0002448124],"study_design_scores_gemma":[0.00201003,0.0009399525,0.9765969,0.00002232547,0.0004496731,0.0000235661,0.00145909,0.0003511522,0.0004270751,0.0005640578,0.0170662,0.00008997182],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9653101,0.0000130145,0.00004709626,0.03349091,0.0004440919,0.0002901599,0.00001978082,0.000003228222,0.0003816332],"genre_scores_gemma":[0.9965386,0.0000103444,0.00007477403,0.001840993,0.0003500594,0.00002156712,0.000008375102,0.00001517218,0.001140136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8980873,"threshold_uncertainty_score":0.9318535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007180434062947552,"score_gpt":0.211256391398008,"score_spread":0.2040759573350605,"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."}}