{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001633032,0.00009890557,0.00031189,0.00005789158,0.00004436643,0.00001218838,0.00003661204,0.00006444161,0.0001717766],"category_scores_gemma":[0.0002995447,0.0000822083,0.0001796956,0.0001527294,0.00009777689,0.00006867906,0.00001910221,0.0001131079,0.00004493565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009371091,"about_ca_system_score_gemma":0.000176558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001228116,"about_ca_topic_score_gemma":0.000002408996,"domain_scores_codex":[0.9988822,0.00004745398,0.0004149079,0.0001946757,0.000318779,0.0001419937],"domain_scores_gemma":[0.9977131,0.001518742,0.0001438439,0.00007502738,0.0003770314,0.0001722305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002486859,0.001675977,0.5587605,0.0001692888,0.001243647,0.00005468055,0.0006575857,0.00002301453,0.009306622,0.004853476,0.02679441,0.3939739],"study_design_scores_gemma":[0.00050398,0.0002240106,0.9931587,0.00007890254,0.00003355456,0.0001252431,0.00009084287,0.0002405063,0.002667253,0.0002107933,0.002536395,0.0001298113],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950149,0.00005213892,0.00009217613,0.003284119,0.0002492963,0.0001978382,0.0003057935,0.00006021261,0.0007435191],"genre_scores_gemma":[0.9988502,0.00001146588,0.000143887,0.0004082491,0.0002120072,0.00002630561,0.000326113,0.00000747705,0.0000142391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4343982,"threshold_uncertainty_score":0.3352357,"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."}}