{"id":"W4282959952","doi":"10.1177/22925503221107214","title":"Conversion from Alloplastic to Autologous Breast Reconstruction: What Are the Inciting Factors?","year":2022,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Breast reconstruction; Capsular contracture; Surgery; Implant; Mastectomy; Logistic regression; Breast cancer; Retrospective cohort study; 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":[0.0006631324,0.0002886686,0.0003585239,0.0008153244,0.0003238583,0.0008053404,0.000446216,0.0005183331,0.002917811],"category_scores_gemma":[0.004263167,0.000153084,0.0003899853,0.00114189,0.0005199931,0.0007016049,0.0002145557,0.0006997479,0.0003499703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003151471,"about_ca_system_score_gemma":0.000645265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001104143,"about_ca_topic_score_gemma":0.00136996,"domain_scores_codex":[0.9995833,0.00008768147,0.00006022192,0.00006220632,0.0001192674,0.000087311],"domain_scores_gemma":[0.9956252,0.001412033,0.002433932,0.00005912727,0.0002137703,0.0002559642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000423342,0.00002148106,0.9946373,0.00002930752,0.00001411915,0.0008596148,0.00002735792,0.00004683499,0.00007708973,0.00002912924,0.0001420022,0.004073365],"study_design_scores_gemma":[0.000006113119,0.0001015107,0.9772015,0.0001965548,0.00006351629,0.01975305,0.0007269,0.0005322981,0.0003411939,0.0002075018,0.0008595739,0.00001030941],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909794,0.006028268,0.000313913,0.00100447,0.00003438491,0.00001406195,0.000170724,0.00001167527,0.001443166],"genre_scores_gemma":[0.9981216,0.001342261,0.0001748965,0.00007547181,0.00007971427,0.000004481753,0.0001152677,0.000002835127,0.00008339433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002917811,"threshold_uncertainty_score":0.009760976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02254770288300527,"score_gpt":0.2170372707084082,"score_spread":0.1944895678254029,"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."}}