{"id":"W4200527086","doi":"10.1503/cjs.009820","title":"Introducing oncoplastic breast surgery in a community hospital","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vernon Jubilee Hospital; University of British Columbia","funders":"","keywords":"Medicine; Oncoplastic Surgery; Mastectomy; Breast surgery; Breast-conserving surgery; General surgery; Surgery; Community hospital; Hematoma; Breast cancer; Internal medicine; Cancer; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0007835273,0.0001697016,0.000230305,0.0006072434,0.001141175,0.0009258968,0.0003789262,0.0003062583,0.004727797],"category_scores_gemma":[0.003433286,0.0001231453,0.0002464642,0.001686113,0.0004415612,0.0003951367,0.0005061048,0.0004549359,0.000202366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004412442,"about_ca_system_score_gemma":0.01367988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1084243,"about_ca_topic_score_gemma":0.3052821,"domain_scores_codex":[0.9990402,0.0002369178,0.00005539334,0.0000765697,0.0003619583,0.0002289498],"domain_scores_gemma":[0.9961094,0.0006833324,0.0007499673,0.00005702624,0.0009624482,0.001437825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008350529,0.0009965955,0.6025029,0.006814099,0.0002430459,0.006790505,0.004395504,0.0002066068,0.003584588,0.001347933,0.01791059,0.3543725],"study_design_scores_gemma":[0.0001236682,0.002040823,0.8962185,0.003921079,0.0003119298,0.005484333,0.01338038,0.00008033603,0.001205948,0.0002485738,0.07691066,0.00007374348],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8983151,0.06535716,0.0003250685,0.009942274,0.0006444115,0.0003110938,0.0005082305,0.00003692279,0.02455967],"genre_scores_gemma":[0.9208153,0.07027578,0.0008470978,0.00416827,0.0003743992,0.00006737784,0.0004664304,0.0000117339,0.002973705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1084243,"threshold_uncertainty_score":0.2155865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01469773736659855,"score_gpt":0.219873353905543,"score_spread":0.2051756165389444,"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."}}