{"id":"W4281717856","doi":"10.1016/j.pan.2022.06.002","title":"Routine prophylactic abdominal drainage versus no-drain strategy after distal pancreatectomy: A multicenter propensity score matched analysis","year":2022,"lang":"en","type":"article","venue":"Pancreatology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Propensity score matching; Pancreatic fistula; Surgery; Pancreatectomy; Retrospective cohort study; Complication; Distal pancreatectomy; Radiological weapon; Internal medicine; Resection; Pancreas","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008603462,0.0004508006,0.001945781,0.0005331074,0.0004334094,0.00004039488,0.0003040975,0.0002109946,0.006395723],"category_scores_gemma":[0.0004667866,0.0003815046,0.0004417752,0.001143921,0.0005235891,0.0001080466,0.0004710796,0.001011015,0.0003254262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005676214,"about_ca_system_score_gemma":0.0006045111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001331221,"about_ca_topic_score_gemma":0.0003298163,"domain_scores_codex":[0.9956752,0.0009340747,0.0006716754,0.000953865,0.0006545637,0.001110641],"domain_scores_gemma":[0.9977288,0.0004336696,0.0002429954,0.0008837907,0.0002941849,0.0004165684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05197992,0.001152178,0.9332903,0.0002685166,0.003632437,0.005336528,0.0007501596,0.00001857979,0.002083011,0.0003436574,0.0001616356,0.0009830927],"study_design_scores_gemma":[0.01969219,0.00551864,0.9492511,0.00003314038,0.01226939,0.0008966316,0.001276182,0.00826229,0.0003400119,0.0001377269,0.001609082,0.0007136798],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983577,0.0003654733,0.0003482292,0.0008382879,0.0002248997,0.001542986,0.0001048298,0.0001318424,0.01286652],"genre_scores_gemma":[0.9924887,0.00001861206,0.000870791,0.0003007353,0.0001742337,0.001141166,0.0002625258,0.00005633237,0.004686861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03228774,"threshold_uncertainty_score":0.9998637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04534840338341688,"score_gpt":0.3177333493284811,"score_spread":0.2723849459450642,"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."}}