{"id":"W3101047691","doi":"10.1097/sap.0000000000002590","title":"Early Postoperative Complications From National Surgical Quality Improvement Program","year":2020,"lang":"en","type":"article","venue":"Annals of Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; ECW Press (Canada); University of Toronto","funders":"","keywords":"Medicine; Breast reconstruction; Complication; Surgery; Odds ratio; Mammaplasty; Implant; Cohort; Retrospective cohort study; Breast cancer; Internal medicine; Cancer","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":[0.005936208,0.0002622703,0.000272508,0.001484287,0.0003808854,0.0007495246,0.0006156197,0.0001656187,0.003648635],"category_scores_gemma":[0.02388586,0.0001183714,0.0007261134,0.002413083,0.0003100224,0.0004396054,0.001225552,0.000727731,0.0001309349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001387264,"about_ca_system_score_gemma":0.002973125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005883784,"about_ca_topic_score_gemma":0.006562561,"domain_scores_codex":[0.9942816,0.001737125,0.001089284,0.0003749056,0.002075464,0.0004417],"domain_scores_gemma":[0.9576008,0.009826777,0.02494361,0.0009333158,0.004628866,0.002066541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006984532,0.00005718343,0.9836133,0.0001470796,0.0000956986,0.00002570642,0.00004140228,0.0001735469,0.00002329864,0.00005619111,0.0007625204,0.01493418],"study_design_scores_gemma":[0.00001290482,0.0001498933,0.9982049,0.0001188771,0.00004347819,0.000158397,0.00008631775,0.0003462254,0.00008923077,0.00006742246,0.0007172527,0.000005053754],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978085,0.004907996,0.002836147,0.001869329,0.00008470578,0.0002810601,0.005839719,0.00008897856,0.006007061],"genre_scores_gemma":[0.9948666,0.000974476,0.001139722,0.000249406,0.00003983598,0.0001478299,0.002338789,0.000007301293,0.0002359987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005936208,"threshold_uncertainty_score":0.031394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1428181872952588,"score_gpt":0.3691832878541006,"score_spread":0.2263651005588418,"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."}}