{"id":"W2734792666","doi":"10.1016/j.hpb.2017.02.294","title":"The impact of therapeutic and empiric antibiotics on walled off pancreatic necrosum requiring operative intervention","year":2017,"lang":"en","type":"article","venue":"HPB","topic":"Pancreatitis Pathology and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"ABX test; Medicine; Cohort; Internal medicine; Retrospective cohort study; Surgery; Gastroenterology","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":[0.0006766713,0.0002742096,0.0005762192,0.0003635452,0.0005421059,0.0008071801,0.0003936968,0.0006192573,0.001729124],"category_scores_gemma":[0.00574941,0.0001055777,0.0008301858,0.0003750594,0.0004785937,0.0007317801,0.0003687587,0.001343952,0.0001366745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009029481,"about_ca_system_score_gemma":0.001172326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001385196,"about_ca_topic_score_gemma":0.002940154,"domain_scores_codex":[0.9994141,0.000193715,0.00007059869,0.0000530481,0.000112746,0.0001558615],"domain_scores_gemma":[0.9970441,0.001554188,0.0003954284,0.000102508,0.0001831331,0.000720504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1812633,0.01414912,0.4627918,0.0008097583,0.001253146,0.0227759,0.0007640693,0.0024425,0.00876633,0.001527801,0.002961776,0.3004945],"study_design_scores_gemma":[0.001725215,0.0422698,0.9313425,0.000495451,0.001297685,0.009309454,0.001699736,0.002552081,0.002556747,0.001200328,0.00547451,0.00007650528],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897152,0.005035296,0.0001326211,0.001083525,0.0001370019,0.00003060861,0.00008708238,0.00000805039,0.00377077],"genre_scores_gemma":[0.9978514,0.001289069,0.0001532279,0.0001890615,0.0001833893,0.000007662337,0.00008546094,0.000004009641,0.0002367349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001729124,"threshold_uncertainty_score":0.006551385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04026025035358598,"score_gpt":0.3903555210090447,"score_spread":0.3500952706554588,"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."}}