{"id":"W980279331","doi":"10.1245/s10434-015-4716-8","title":"Once is Rarely Enough: A Population-Based Study of Reoperations after Postmastectomy Breast Reconstruction","year":2015,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; Institute for Clinical Evaluative Sciences; St. Michael's Hospital; University of Toronto","funders":"Physicians' Services Incorporated Foundation","keywords":"Medicine; Breast reconstruction; Population; Mastectomy; Retrospective cohort study; Surgery; General surgery; Gynecology; Breast cancer; Internal medicine; Cancer","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001045865,0.0005027782,0.0007651584,0.001246763,0.00124544,0.001748394,0.0009119261,0.001576679,0.002869938],"category_scores_gemma":[0.004476246,0.0009557561,0.00155951,0.002043512,0.001039268,0.002078424,0.0009190439,0.002038841,0.0005084724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004299595,"about_ca_system_score_gemma":0.0005197978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005086691,"about_ca_topic_score_gemma":0.007586064,"domain_scores_codex":[0.9985126,0.0004028444,0.0002440091,0.0003696676,0.0002029904,0.0002679175],"domain_scores_gemma":[0.9959713,0.0008941942,0.001968099,0.0003627219,0.0002304638,0.0005732686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001530819,0.0001430335,0.9985083,0.00001075497,0.0001308797,0.0001726233,0.0002132555,0.000009803243,0.0001127054,0.0000193488,0.00006040447,0.0004658484],"study_design_scores_gemma":[0.00001505376,0.0003311218,0.9965339,0.00001254875,0.0001023981,0.0009389097,0.001756151,0.0000935202,0.00002161606,0.00003671003,0.0001430049,0.00001495879],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992926,0.0002127705,0.00005868669,0.00005303073,0.000008387112,0.000008060317,0.0001101142,0.000001841443,0.0002545152],"genre_scores_gemma":[0.9994416,0.000139587,0.00004571641,0.00007522209,0.00002291315,0.000008657874,0.0001522304,0.000003847643,0.0001102985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005086691,"threshold_uncertainty_score":0.01011419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07365692431702266,"score_gpt":0.354274292175408,"score_spread":0.2806173678583854,"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."}}