{"id":"W4221095141","doi":"10.1016/j.amjsurg.2022.03.008","title":"Patient reported outcomes following breast conserving surgery are improved by minimizing re-excisions and excessive breast tissue removal","year":2022,"lang":"en","type":"article","venue":"The American Journal of Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency; University of British Columbia, Okanagan Campus; Kelowna General Hospital; University of British Columbia","funders":"","keywords":"Medicine; Breast cancer; Breast reconstruction; Breast-conserving surgery; Tamoxifen; Breast surgery; Mastectomy; Patient satisfaction; Breast tissue; Psychosocial; Quality of life (healthcare); Surgery; Internal medicine; Cancer; Nursing","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":[0.0009191753,0.0002260526,0.0003463469,0.0003622919,0.0003814268,0.0005604113,0.0003445633,0.0003026919,0.004563706],"category_scores_gemma":[0.005533131,0.00008234358,0.0006292669,0.0004524179,0.0002127297,0.0003453269,0.0005150796,0.0005799145,0.0005441601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002903136,"about_ca_system_score_gemma":0.0003116561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004692417,"about_ca_topic_score_gemma":0.00170105,"domain_scores_codex":[0.9993265,0.0001828676,0.0001021035,0.00004756912,0.0002188459,0.0001222298],"domain_scores_gemma":[0.9970118,0.0008169049,0.001468458,0.000125587,0.0002877203,0.0002894901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001944231,0.002649764,0.6810998,0.0004206888,0.0005699352,0.0006310976,0.0005734836,0.001245207,0.004479014,0.0002314205,0.002515136,0.3036402],"study_design_scores_gemma":[0.00005515603,0.001946731,0.9923695,0.00006724415,0.0001964376,0.001325434,0.0004169163,0.0004102984,0.0008142373,0.0002188523,0.002161456,0.00001767077],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901758,0.002205147,0.0008950163,0.0005597139,0.0001100033,0.00003032269,0.0002227379,0.00003909818,0.005762186],"genre_scores_gemma":[0.9969648,0.0006499603,0.0007389234,0.000183468,0.00006611401,0.0000217757,0.000296867,0.00001498325,0.001063186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004563706,"threshold_uncertainty_score":0.01526713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0218526897094831,"score_gpt":0.2625441331411306,"score_spread":0.2406914434316475,"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."}}