{"id":"W2754149489","doi":"10.1097/prs.0000000000003914","title":"Patient-Reported Outcomes following Breast Conservation Therapy and Barriers to Referral for Partial Breast Reconstruction","year":2017,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Lumpectomy; Medicine; Breast cancer; Breast reconstruction; Mastectomy; Quadrant (abdomen); Patient satisfaction; Referral; Radiation therapy; General surgery; Surgery; Cancer; Internal medicine; Family 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004096535,0.0004057597,0.0008872352,0.0003920057,0.0009902029,0.0001811798,0.00007974122,0.0002485075,0.0001156661],"category_scores_gemma":[0.001287414,0.0003516641,0.0003883176,0.0001198672,0.0004038533,0.0006588189,0.00004865378,0.0002356877,0.000008375231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001189604,"about_ca_system_score_gemma":0.0004761434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001876493,"about_ca_topic_score_gemma":0.00003929702,"domain_scores_codex":[0.9976158,0.00007397361,0.0007896438,0.0006885359,0.0002908449,0.0005412321],"domain_scores_gemma":[0.9968904,0.001027675,0.0006509023,0.0004616904,0.0003186507,0.0006507258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001129724,0.00002058797,0.593664,0.00002603569,0.0004070335,0.00001773044,0.00009262498,4.581437e-7,0.0006643132,0.00005343069,0.000100808,0.4038233],"study_design_scores_gemma":[0.002507798,0.0001260718,0.9313095,0.0003949515,0.0002651394,0.06266785,0.0007594143,0.0002017495,0.0008250917,0.0003506364,0.0001249584,0.0004668098],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898187,0.00002700326,0.000526603,0.0009586928,0.00712504,0.0009699644,0.0002771558,0.0001220312,0.0001748266],"genre_scores_gemma":[0.996727,0.0000119989,0.002509652,0.0001152258,0.0003198401,0.0001451217,0.00007047458,0.00005024285,0.00005041827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4033564,"threshold_uncertainty_score":0.9998935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03808426393207694,"score_gpt":0.2763409827506429,"score_spread":0.238256718818566,"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."}}