{"id":"W1974380851","doi":"10.1053/j.gastro.2010.02.061","title":"A Delayed Surgical Complication","year":2011,"lang":"en","type":"article","venue":"Gastroenterology","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trinity College","funders":"","keywords":"Medicine; Gallstones; CLIPS; Endoscopic retrograde cholangiopancreatography; Cholecystectomy; Gallbladder; Bile duct; Vomiting; Abdominal pain; Common bile duct; Surgery; Cystic duct; Endoscopic ultrasound; Jaundice; Ampulla of Vater; Complication; General surgery; Internal medicine; Pancreatitis","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":[0.00005000189,0.00007004325,0.0001420045,0.00004931254,0.0000200824,0.000001650817,0.00005450414,0.00004477634,0.0006938201],"category_scores_gemma":[0.000005446741,0.00005861368,0.00005835415,0.00003798354,0.0000746352,0.000019818,0.00002216058,0.00008890058,0.0001238774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009792236,"about_ca_system_score_gemma":0.000009390742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003621748,"about_ca_topic_score_gemma":0.00002528306,"domain_scores_codex":[0.9994116,0.00002930369,0.0001306073,0.0001544145,0.00006010815,0.0002139113],"domain_scores_gemma":[0.9996735,0.000005115372,0.0000278937,0.000171196,0.00003792298,0.00008430331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002983334,0.000548878,0.9882716,0.00001354044,0.0001129427,0.0001239274,0.0003799971,2.694717e-7,0.001206585,0.00049765,0.004030178,0.001831108],"study_design_scores_gemma":[0.003058712,0.002308783,0.9880037,0.000005500902,0.00007511351,0.001727346,0.0001054235,0.00007588684,0.0002399436,0.0003062003,0.004040828,0.00005253289],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873887,0.00002311564,0.0008331357,0.000917781,0.00007368391,0.0001456469,0.000002472202,0.00005931654,0.01055614],"genre_scores_gemma":[0.9977427,0.00001135646,0.0009699235,0.0010689,0.00004248342,0.00001936699,0.00003365728,0.000007855757,0.0001037396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0104524,"threshold_uncertainty_score":0.7596843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02894262048872995,"score_gpt":0.2624583213884609,"score_spread":0.2335157008997309,"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."}}