{"id":"W4413055602","doi":"10.1016/j.surg.2025.109594","title":"Multidrug-resistant bacterial colonization affects postoperative outcomes after pancreaticoduodenectomy","year":2025,"lang":"en","type":"article","venue":"Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Interquartile range; Odds ratio; Pancreaticoduodenectomy; Multiple drug resistance; Internal medicine; Gastroenterology; Surgery; Risk factor; Retrospective cohort study; Antibiotics; Microbiology; Pancreas; Biology","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":[0.0004388639,0.0001810673,0.0008518503,0.0002778474,0.0001099451,0.00003062482,0.00005288245,0.0001524746,0.0007133738],"category_scores_gemma":[0.0012856,0.0001386936,0.0001534156,0.0003356909,0.0001351802,0.00008278287,0.00005536605,0.000159343,0.00009127799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001876152,"about_ca_system_score_gemma":0.0007564148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001020082,"about_ca_topic_score_gemma":0.00007517427,"domain_scores_codex":[0.9985998,0.0002170137,0.0002987947,0.0002920383,0.0002403513,0.0003520407],"domain_scores_gemma":[0.9979036,0.001431574,0.00005731398,0.0003063306,0.0001803645,0.0001207732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001803707,0.0002033301,0.9830191,0.0001235813,0.0002801372,0.0001955213,0.0001563994,4.052977e-7,0.005111143,0.0001961529,0.007904411,0.001006127],"study_design_scores_gemma":[0.001319545,0.00008291612,0.9893104,0.000238482,0.0002118993,0.000008066076,0.00006997772,0.0001679199,0.002241567,0.00004551936,0.006174198,0.000129551],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899887,0.0002488421,0.0001524686,0.002946043,0.0006679462,0.0006233992,0.00001938068,0.00007550861,0.005277717],"genre_scores_gemma":[0.9851643,0.00008556886,0.0004718875,0.001040043,0.00008729144,0.0002132507,0.00008369733,0.00001780206,0.01283614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007558421,"threshold_uncertainty_score":0.7810943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01752934807407553,"score_gpt":0.3204081895891173,"score_spread":0.3028788415150418,"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."}}