{"id":"W4387867262","doi":"10.20944/preprints202310.1464.v1","title":"Effect of Pharmacoprophylaxis on Postoperative Outcomes in Adult Elective Colorectal Surgery: A Multi-Center Retrospective Cohort Study within an Enhanced Recovery after Surgery Framework","year":2023,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Anesthesia and Pain Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Cefotetan; Anesthesia; Cefazolin; Ileus; Ketorolac; Surgery; Analgesic; Cefoxitin; 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":[0.001405374,0.0003170001,0.0005246763,0.0006976943,0.0005463897,0.0008910872,0.0004638724,0.0005769056,0.001052206],"category_scores_gemma":[0.002827779,0.0004499116,0.0008329727,0.001318743,0.0003905625,0.0007071064,0.0006338515,0.0007475376,0.0001633331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005394421,"about_ca_system_score_gemma":0.000717111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006105081,"about_ca_topic_score_gemma":0.006605244,"domain_scores_codex":[0.9984127,0.0003988238,0.0002518559,0.0004375484,0.000260083,0.0002390152],"domain_scores_gemma":[0.9961658,0.0004384985,0.002220212,0.0002968781,0.0002861013,0.000592639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008652273,0.00002825376,0.9994843,0.000005245049,0.00005662547,0.00004826188,0.00003248658,0.00001169723,0.00004706748,0.000004801918,0.00002711023,0.0001676123],"study_design_scores_gemma":[0.00001112066,0.0002203549,0.9991384,0.000006956226,0.00003520545,0.000223926,0.0001668972,0.00009893114,0.00002099641,0.000006007139,0.00006704238,0.00000420874],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994357,0.0001642386,0.00004684841,0.00002529375,0.000003965565,0.00001365968,0.0002068291,0.000001346024,0.0001020719],"genre_scores_gemma":[0.9995486,0.00008115389,0.00005724852,0.00002769931,0.000007583903,0.00001346218,0.0002289965,0.000001255056,0.00003396711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006105081,"threshold_uncertainty_score":0.01213914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04799138593595106,"score_gpt":0.3570247956020536,"score_spread":0.3090334096661026,"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."}}