{"id":"W4310086035","doi":"10.3390/curroncol29120726","title":"Association of Surgical Margin Status with Oncologic Outcome in Patients Treated with Breast-Conserving Surgery","year":2022,"lang":"en","type":"article","venue":"Current Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Interquartile range; Breast-conserving surgery; Surgical margin; Breast cancer; Surgery; Resection margin; Stage (stratigraphy); Radiation therapy; Margin (machine learning); Cancer; Internal medicine; Mastectomy; Resection","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002716942,0.00009360557,0.0002005577,0.0002330103,0.0001786504,0.0002795943,0.0001346595,0.0002290374,0.0007757103],"category_scores_gemma":[0.001650232,0.00008147254,0.0001814254,0.000250455,0.0001885947,0.0002242585,0.0001940434,0.0002771861,0.000115026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001273781,"about_ca_system_score_gemma":0.000127146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004742766,"about_ca_topic_score_gemma":0.0007640324,"domain_scores_codex":[0.9998591,0.00004737624,0.00001498272,0.00002519007,0.00002217743,0.00003114518],"domain_scores_gemma":[0.9991583,0.0002295386,0.0003799654,0.00003773307,0.00004669153,0.0001478751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002737803,0.0000311419,0.9975917,0.000004641499,0.00002423033,0.0001021382,0.00002553845,0.00006675971,0.0002743308,0.000008407805,0.00003297441,0.001564362],"study_design_scores_gemma":[0.00001410933,0.0003605647,0.9984488,0.000003227581,0.0000252654,0.0005149727,0.00008757946,0.0002334267,0.0001111277,0.00003812888,0.000159873,0.00000287896],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996033,0.000202484,0.00003528568,0.00002245893,0.000002952093,0.000001174305,0.00002104028,5.193365e-7,0.0001106849],"genre_scores_gemma":[0.9998397,0.00004174455,0.00001281364,0.000007870371,0.000006971087,0.00000123501,0.00005486087,4.063266e-7,0.00003444857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007757103,"threshold_uncertainty_score":0.002595067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03051900182404323,"score_gpt":0.3097606491663371,"score_spread":0.2792416473422938,"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."}}