{"id":"W4282920225","doi":"10.1097/gox.0000000000004299","title":"Predictive Patient Characteristics and Surgical Variables That Influence Postoperative Complications following Bilateral Reduction Mammoplasty","year":2022,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Breast reduction; Logistic regression; Body mass index; Reduction Mammoplasty; Surgery; Retrospective cohort study; Complication; Population; Incidence (geometry); Mammaplasty; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003115316,0.0003167477,0.0006980308,0.0001657684,0.0007910923,0.0001221298,0.0001468766,0.0001037757,0.000208567],"category_scores_gemma":[0.000127421,0.0002931893,0.0001513231,0.0004478512,0.0003188379,0.0006021874,0.0004573843,0.0003988449,0.00001107008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004964278,"about_ca_system_score_gemma":0.0004685208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002557567,"about_ca_topic_score_gemma":0.000006841171,"domain_scores_codex":[0.9976889,0.0002870905,0.0005646924,0.0006651313,0.000385508,0.0004087083],"domain_scores_gemma":[0.9983329,0.0006394436,0.0003438798,0.000228477,0.0001800393,0.0002752516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002597158,0.0002530351,0.8957157,0.00003209509,0.0005901324,0.0002761584,0.000387808,0.00009204364,0.000264541,0.001295834,0.0003664901,0.09812903],"study_design_scores_gemma":[0.001748558,0.0004781914,0.7766264,0.0003018692,0.0003377321,0.213823,0.002836683,0.001057021,0.0001942457,0.0007400282,0.00126423,0.000592009],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927414,0.00005939804,0.000159265,0.0002511553,0.002526247,0.0009798907,0.002206685,0.00007487438,0.001001079],"genre_scores_gemma":[0.9983094,0.00001341165,0.0008644875,0.00006171344,0.0000608819,0.0002246421,0.000397519,0.00001990318,0.00004801992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2135469,"threshold_uncertainty_score":0.999952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01763007357008688,"score_gpt":0.2553044072871724,"score_spread":0.2376743337170855,"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."}}