{"id":"W4367310292","doi":"10.1245/s10434-023-13541-0","title":"ASO Visual Abstract: Surgeon Factors Influencing Breast Surgery Outcomes—A Scoping Review to Define the Modern Breast Surgical Oncologist","year":2023,"lang":"en","type":"review","venue":"Annals of Surgical Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; University of Alberta","funders":"","keywords":"Surgical oncology; Medicine; Breast reconstruction; Breast surgery; Breast cancer; General surgery; Oncology; Internal medicine; Cancer","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":[0.004878653,0.001171428,0.003863619,0.00746667,0.0004984902,0.003771864,0.001518987,0.002155886,0.02354194],"category_scores_gemma":[0.02045069,0.000532895,0.003143608,0.007525211,0.0005598155,0.002238339,0.002227507,0.00154412,0.002197853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001793719,"about_ca_system_score_gemma":0.009221173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005887328,"about_ca_topic_score_gemma":0.01576053,"domain_scores_codex":[0.9977142,0.0005333682,0.0008169543,0.0002132746,0.0005967975,0.000125387],"domain_scores_gemma":[0.9886615,0.007059664,0.002302337,0.0001126924,0.001617887,0.0002459275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002746891,0.00003820883,0.001196295,0.6947992,0.002686921,0.0001197917,0.0001867651,0.0000898865,0.0003969357,0.0007993035,0.08169895,0.2177131],"study_design_scores_gemma":[0.0001856789,0.00009783752,0.00518493,0.7707259,0.01130292,0.0002998876,0.0002723117,0.00006640321,0.0001611733,0.0006964803,0.2109663,0.00004016534],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002153529,0.9948246,0.00007684556,0.001631419,0.001406657,0.000110707,0.0009068178,0.00001242154,0.0008151287],"genre_scores_gemma":[0.001863237,0.9936516,0.0002358769,0.002124654,0.0008071044,0.0001109552,0.0005745214,0.000007548088,0.0006244131],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02354194,"threshold_uncertainty_score":0.07875568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2025141649238699,"score_gpt":0.5266732530089095,"score_spread":0.3241590880850397,"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."}}