{"id":"W2142934830","doi":"10.1007/s00464-015-4098-9","title":"Recurrence of biliary disease following non-operative management in elderly patients","year":2015,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; McGill University; Jewish General Hospital","funders":"","keywords":"Medicine; Biliary disease; Abdominal surgery; Hepatology; Biliary colic; Surgery; Cholecystectomy; Cholecystitis; Cholecystostomy; Comorbidity; Retrospective cohort study; Gallbladder; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001661323,0.0001334171,0.0002806538,0.0001134702,0.00001668702,0.000006911863,0.00008708218,0.00003875347,0.00006384546],"category_scores_gemma":[0.00008034432,0.0001041743,0.0001121142,0.0002932953,0.00005532027,0.00008743846,0.0000539043,0.0001267274,0.00002777555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004645476,"about_ca_system_score_gemma":0.00009291175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004969528,"about_ca_topic_score_gemma":0.000005339561,"domain_scores_codex":[0.9987764,0.00005385214,0.0002784752,0.0002636533,0.0003926324,0.0002349245],"domain_scores_gemma":[0.999364,0.00003939655,0.00003815878,0.0002111327,0.0000674465,0.0002799052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002629197,0.002189024,0.9743854,0.0002246266,0.0001348487,0.0009857853,0.00105667,0.00003877421,0.00002941568,0.00026993,0.001621572,0.0164347],"study_design_scores_gemma":[0.1243764,0.004216542,0.8405295,0.001939545,0.0005216654,0.000006890235,0.004023797,0.001125344,0.001858375,0.002283359,0.01806944,0.001049149],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836282,0.0002901434,0.00001398168,0.0002186597,0.0002561606,0.000568104,0.000008147449,0.0000165726,0.01500004],"genre_scores_gemma":[0.9991376,0.00006728707,0.0003547154,0.00007639675,0.00002089535,0.00004425177,0.0000526792,0.00001087422,0.0002352508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.133856,"threshold_uncertainty_score":0.4248106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01781469738753697,"score_gpt":0.3074939203973372,"score_spread":0.2896792230098002,"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."}}