{"id":"W2736103535","doi":"10.9778/cmajo.20160164","title":"Risk factors for surgical site infection following cesarean delivery: a retrospective cohort study","year":2017,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Surgical site infection prevention","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Izaak Walton Killam Health Centre; Dalhousie University","funders":"Canadian Institutes of Health Research; Dalhousie University; Nova Scotia Health Research Foundation; GlaxoSmithKline","keywords":"Retrospective cohort study; Cesarean delivery; Medicine; Cohort; Surgical site infection; Obstetrics; Pregnancy; Surgery; Internal medicine; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.001291689,0.0001970131,0.0005484723,0.00008836506,0.0009841929,0.0003664295,0.0002076811,0.0001272388,0.0007364972],"category_scores_gemma":[0.0008305741,0.0001641826,0.0003571026,0.0001103481,0.00004345218,0.0006366951,0.0002980509,0.0002506426,0.00007363973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003275522,"about_ca_system_score_gemma":0.0000428309,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0198574,"about_ca_topic_score_gemma":0.001474786,"domain_scores_codex":[0.9984367,0.0001463072,0.0003101962,0.0005274877,0.0003230963,0.0002562498],"domain_scores_gemma":[0.9984875,0.0001830611,0.0003234455,0.0006520133,0.0001831875,0.0001708086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003274926,0.0004515993,0.9955202,0.000007156222,0.0003970276,0.00003998712,0.0002186722,0.00000266126,0.00005094112,0.00002384726,0.0001202246,0.002840163],"study_design_scores_gemma":[0.00640942,0.000864833,0.9854112,0.00004990676,0.0005549789,0.00001324071,0.00008164435,0.00008275684,0.0003425949,0.0001738218,0.005827359,0.0001882293],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854485,0.000009585765,0.0002815827,0.00005592545,0.0006411813,0.004630549,0.00002602885,0.0001018482,0.008804766],"genre_scores_gemma":[0.997723,0.00002072488,0.0000690068,0.00001595525,0.0002055784,0.0002818215,0.00007754914,0.00003276985,0.001573631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01838262,"threshold_uncertainty_score":0.9866695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03382517356002931,"score_gpt":0.3512948628007118,"score_spread":0.3174696892406825,"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."}}