{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000496258,0.0001680926,0.0002054813,0.0005483167,0.0003049684,0.0004252088,0.0003031881,0.0003217894,0.002500438],"category_scores_gemma":[0.004163029,0.0001885717,0.0002414074,0.000648086,0.0002998895,0.0003425655,0.0003103719,0.0005794374,0.0001740907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001812663,"about_ca_system_score_gemma":0.000363214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001052241,"about_ca_topic_score_gemma":0.0014539,"domain_scores_codex":[0.9996407,0.00007437303,0.00005802671,0.00005349445,0.0001138034,0.00005963027],"domain_scores_gemma":[0.9962105,0.001100294,0.002061279,0.00008176007,0.0001979452,0.0003482186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002332674,0.000006771529,0.9992039,0.000004072936,0.000003662056,0.0001224325,0.00001041679,0.0000179442,0.00003760033,0.000002640373,0.00002226733,0.0005451491],"study_design_scores_gemma":[0.000003664882,0.00009526188,0.9955599,0.00001341814,0.0000132884,0.003728798,0.0001777804,0.0001784674,0.00008340327,0.00001446135,0.0001284942,0.000002880448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991992,0.0003637095,0.00005613043,0.00004129215,0.000005036739,0.000005525239,0.0000653279,0.000002316899,0.0002615058],"genre_scores_gemma":[0.9997085,0.0001068271,0.00006335496,0.000008517991,0.000007049093,0.000003658151,0.0000687039,9.523911e-7,0.00003235854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002500438,"threshold_uncertainty_score":0.008364797,"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."}}