{"id":"W4212945590","doi":"10.1016/j.breast.2022.02.012","title":"Exploring breast surgeons’ reasons for women not undergoing immediate breast reconstruction","year":2022,"lang":"en","type":"article","venue":"The Breast","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"","keywords":"Medicine; Mastectomy; Breast cancer; Breast reconstruction; Referral; General surgery; Breast surgery; Retrospective cohort study; Cancer; Surgery; Family medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0009777879,0.0003146982,0.0004599812,0.0002662001,0.001152121,0.0000569495,0.0002265844,0.00007277993,0.0006087791],"category_scores_gemma":[0.00001883995,0.0002485784,0.0002538236,0.0004768909,0.000194998,0.0003530435,0.0001659817,0.0005254897,0.00004372708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005519345,"about_ca_system_score_gemma":0.0003551399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002228919,"about_ca_topic_score_gemma":0.00005012372,"domain_scores_codex":[0.9976504,0.0001701665,0.0004698512,0.0004800731,0.0004413269,0.0007881686],"domain_scores_gemma":[0.9985097,0.0003229136,0.000257876,0.0004925404,0.0001335374,0.0002834315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"case_report","study_design_scores_codex":[0.004542231,0.0002165138,0.02128503,0.0001853319,0.0004152688,0.00003020137,0.001322847,0.00006094892,0.002125833,0.001038363,0.000699761,0.9680777],"study_design_scores_gemma":[0.003050052,0.0001447634,0.1684139,0.0001499066,0.000186733,0.8178782,0.007712339,0.0003614773,0.0001530497,0.0005300096,0.001020152,0.0003994807],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872,0.0000401199,0.000113674,0.006829144,0.002582717,0.0007939297,0.001284949,0.0002640726,0.0008914468],"genre_scores_gemma":[0.9960499,0.00004069629,0.0001527294,0.0001333639,0.001021374,0.00082417,0.0001516629,0.00007698876,0.001549067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9676782,"threshold_uncertainty_score":0.9999967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05183540876393412,"score_gpt":0.2412969248220899,"score_spread":0.1894615160581558,"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."}}