{"id":"W2035760198","doi":"10.1097/sap.0000000000000262","title":"Predictors of Mastectomy Flap Necrosis in Patients Undergoing Immediate Breast Reconstruction","year":2014,"lang":"en","type":"article","venue":"Annals of Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Mastectomy; Breast reconstruction; Surgery; Breast cancer; Retrospective cohort study; Body mass index; Mammaplasty; Radiation therapy; Cancer; Internal medicine","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":[0.0003752908,0.0001376574,0.0005071638,0.0005024406,0.00002230132,0.000004446869,0.0000370443,0.0001257918,0.00006169581],"category_scores_gemma":[0.000483567,0.0001214196,0.0001794712,0.0002894495,0.000126406,0.0001655231,0.00001789968,0.0001199903,0.000007199415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001571116,"about_ca_system_score_gemma":0.0001085392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006091639,"about_ca_topic_score_gemma":0.00001606514,"domain_scores_codex":[0.9986229,0.00007370391,0.0006348974,0.000184434,0.0002409604,0.0002431125],"domain_scores_gemma":[0.9976631,0.001548834,0.0003520896,0.0001400284,0.000191998,0.0001039061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000477278,0.0001089063,0.9333788,0.0002218619,0.00008214345,9.289303e-7,0.0000354192,0.00001448619,0.0002111187,0.00001147037,0.0001880502,0.06526951],"study_design_scores_gemma":[0.0009644077,0.0001181196,0.9954484,0.0009721218,0.00005046534,0.0004053766,0.00005862571,0.0001240238,0.001690064,0.00005751997,0.00001015978,0.0001006928],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972997,0.0000212963,0.00004695269,0.00004101777,0.002225186,0.000101462,0.00003941169,0.00002183706,0.0002030936],"genre_scores_gemma":[0.9996737,0.00004844765,0.00003275551,0.0000111703,0.0001564679,0.000003796829,0.0000449388,0.00001515826,0.00001357408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06516882,"threshold_uncertainty_score":0.4951346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02182198861809704,"score_gpt":0.2354733568142185,"score_spread":0.2136513681961215,"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."}}