{"id":"W4412203021","doi":"10.1001/jamanetworkopen.2025.20149","title":"An Antibiotic Stewardship Program in Pancreatic Surgery","year":2025,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Antimicrobial stewardship; Cohort; Propensity score matching; Internal medicine; Psychological intervention; Surgery; Antibiotic resistance; Antibiotics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001633206,0.0002376357,0.0001675634,0.0005128999,0.00034147,0.0006241148,0.000396448,0.0004469651,0.001600713],"category_scores_gemma":[0.005873897,0.000126242,0.0003534076,0.0005855799,0.0003539106,0.0004324451,0.001040323,0.0005152908,0.0001500922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006286303,"about_ca_system_score_gemma":0.003604158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001397583,"about_ca_topic_score_gemma":0.002625778,"domain_scores_codex":[0.9987791,0.0005368965,0.0001155234,0.0001215787,0.0001964692,0.0002503995],"domain_scores_gemma":[0.9961275,0.000529021,0.001782412,0.0001519818,0.0001814646,0.001227669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003687821,0.001747192,0.8931757,0.0004147736,0.0001034958,0.0001387393,0.0001960429,0.0004814756,0.0008127397,0.0001719652,0.001177538,0.1012116],"study_design_scores_gemma":[0.000114264,0.00199069,0.9945229,0.000217637,0.00004314392,0.0002249476,0.0002232352,0.0004638647,0.0002646911,0.00009447362,0.001833501,0.000006640063],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944897,0.001622947,0.0005513362,0.001657249,0.00008034381,0.0001263843,0.0001097296,0.00003386634,0.001328536],"genre_scores_gemma":[0.9972481,0.0008124911,0.001163011,0.0003026811,0.0001445509,0.00007305783,0.0001126289,0.000002068412,0.0001413881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001633206,"threshold_uncertainty_score":0.008637369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04976060972271563,"score_gpt":0.3990024121896846,"score_spread":0.349241802466969,"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."}}