{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002611648,0.0001620407,0.0009184647,0.0001852749,0.0001006632,0.0001635672,0.0003873681,0.0002225049,0.000163855],"category_scores_gemma":[0.0005559567,0.0001347126,0.00007458086,0.0009996018,0.000125205,0.000204417,0.0002045155,0.0004097666,0.00006469785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001430535,"about_ca_system_score_gemma":0.0008686917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005714084,"about_ca_topic_score_gemma":0.000346207,"domain_scores_codex":[0.9978171,0.0004830651,0.0004556281,0.0003929803,0.0002181969,0.0006330269],"domain_scores_gemma":[0.9982052,0.0008321695,0.00007211044,0.0006086537,0.00008897074,0.0001928717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007597788,0.0006394594,0.9047803,0.000132921,0.0001162201,0.0002123019,0.00006858202,0.00001689582,0.00001958163,0.000765746,0.01544767,0.07704052],"study_design_scores_gemma":[0.001702195,0.0003874553,0.9841865,0.001282823,0.0001313121,0.00001572775,0.0001478531,0.004232834,0.0000202299,0.0008688361,0.006899262,0.0001249783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9004794,0.000653373,0.00005038739,0.003085272,0.000144805,0.002235912,0.000001490126,0.00007275528,0.09327663],"genre_scores_gemma":[0.9893655,0.0004429808,0.004049297,0.001366939,0.0002710863,0.0001747392,0.00006150977,0.00001984167,0.004248139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0890285,"threshold_uncertainty_score":0.549342,"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."}}