{"id":"W2328123213","doi":"10.1097/prs.0b013e3182361ecb","title":"Does Knowledge of the Initial Technique Affect Outcomes after Repeated Breast Reduction?","year":2011,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Breast reduction; Mammaplasty; Liposuction; Surgery; Reduction (mathematics); Areola; Fat necrosis; Breast cancer; Ptosis; Mastopexy; Seroma; Complication; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003136009,0.0002824379,0.000648063,0.0003617477,0.000101487,0.000008573393,0.00009049766,0.0002210672,0.0006652632],"category_scores_gemma":[0.0001909828,0.0001424242,0.0004257463,0.0004022815,0.0008020137,0.0001658397,0.00006426894,0.0003586485,0.00002488378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007844989,"about_ca_system_score_gemma":0.0003205755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007857839,"about_ca_topic_score_gemma":0.00002182112,"domain_scores_codex":[0.9983727,0.0001887472,0.0005888767,0.0003681031,0.0001695245,0.0003120641],"domain_scores_gemma":[0.9981919,0.0007179966,0.0003218103,0.0003739303,0.0002681038,0.0001262892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001186012,0.0002044592,0.895391,0.0001755714,0.0003677048,0.00002352043,0.0004016317,6.378668e-8,0.001512641,0.00006888356,0.00009233454,0.1005761],"study_design_scores_gemma":[0.000467073,0.00003799921,0.8663942,0.0007013016,0.0002940163,0.08769687,0.0003997836,0.000004229969,0.0432412,0.0005064362,0.00001309957,0.0002437599],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900239,0.00003240718,0.0001660337,0.00003233637,0.006598108,0.0005385299,0.0001340191,0.0001059013,0.002368762],"genre_scores_gemma":[0.9987987,0.000006013447,0.0005582589,0.000004920898,0.0002750978,0.0001153691,0.00001038271,0.00003126663,0.0001999475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1003324,"threshold_uncertainty_score":0.7284166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02243842796443465,"score_gpt":0.2598069411161679,"score_spread":0.2373685131517333,"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."}}