{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001145822,0.0001419429,0.0001361186,0.0008848437,0.001152472,0.0007722295,0.0006110735,0.0003160227,0.004304923],"category_scores_gemma":[0.006619007,0.0001503006,0.0003145282,0.001302662,0.0006586324,0.0002762527,0.0007279404,0.0005804335,0.0002364086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002746731,"about_ca_system_score_gemma":0.007148357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2036806,"about_ca_topic_score_gemma":0.3782202,"domain_scores_codex":[0.9985196,0.0002267961,0.000183283,0.00009054864,0.0006526239,0.0003271485],"domain_scores_gemma":[0.9926604,0.001805496,0.003522746,0.0001151895,0.0009699607,0.0009262565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002671227,0.00001908936,0.9876124,0.00008532672,0.00001596897,0.0003578116,0.001789163,0.00004390174,0.0001840719,0.00004790135,0.001093376,0.008724264],"study_design_scores_gemma":[0.000002902402,0.00005021914,0.9803725,0.0001608268,0.00001587899,0.001354406,0.01469766,0.0001011895,0.0001568951,0.00004033879,0.003034659,0.00001261863],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923027,0.0009146415,0.0001329325,0.002102305,0.00002910705,0.00004821663,0.000660973,0.00001133619,0.003797816],"genre_scores_gemma":[0.9979183,0.0007761243,0.000223999,0.0003541076,0.00001697802,0.00001517845,0.0002245673,0.000003594402,0.0004670498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2036806,"threshold_uncertainty_score":0.4049901,"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."}}