{"id":"W4229920342","doi":"10.21203/rs.3.rs-33599/v1","title":"Implications of Oncoplastic Breast Surgery on Radiation Boost Delivery in Localized Breast Cancer","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Victoria Hospital","funders":"","keywords":"Medicine; Breast-conserving surgery; Breast cancer; Radiation therapy; Mastectomy; Surgery; Surgical margin; Seroma; Retrospective cohort study; Cancer; Oncology; Radiology; Internal medicine; Complication","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":[0.001287897,0.0001003579,0.000192143,0.0003411304,0.0001847955,0.0003951841,0.0001994884,0.0001844867,0.002514387],"category_scores_gemma":[0.005566933,0.00008595638,0.0004237553,0.0004410878,0.0003275887,0.0002235091,0.0002586019,0.000360338,0.0001749245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003437197,"about_ca_system_score_gemma":0.0003258245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004917594,"about_ca_topic_score_gemma":0.001021023,"domain_scores_codex":[0.9992287,0.0003101421,0.00009791095,0.0001066188,0.0001503939,0.0001062193],"domain_scores_gemma":[0.9925227,0.003693013,0.002965628,0.0001693348,0.000288241,0.0003611104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006609663,0.00006015539,0.9884315,0.00004912245,0.00006671115,0.0002607358,0.00004420289,0.0002407785,0.0006222978,0.00004321762,0.00008144505,0.009439011],"study_design_scores_gemma":[0.000006351778,0.0003134078,0.9977912,0.00001390892,0.0000547761,0.0009147513,0.00009144673,0.0001951301,0.0003074621,0.00005109332,0.0002567734,0.000003597692],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997922,0.000901288,0.0001946011,0.00007784938,0.000009723496,0.00000510161,0.0000937038,0.000002076857,0.000793584],"genre_scores_gemma":[0.9997059,0.0001082863,0.00004608293,0.00001515026,0.00001246688,0.000001939411,0.00003711253,0.000001483601,0.00007159921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002514387,"threshold_uncertainty_score":0.008411467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05195295852715006,"score_gpt":0.3784768266479436,"score_spread":0.3265238681207935,"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."}}