{"id":"W2946591900","doi":"10.1016/j.brachy.2019.04.003","title":"Permanent breast seed implant for partial breast radiotherapy after partial mastectomy for favorable breast cancer: Technique, results, and applications to various seroma presentations","year":2019,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University; Nova Scotia Cancer Centre; Interior Health","funders":"","keywords":"Medicine; Seroma; Breast cancer; Mastectomy; Radiation therapy; Implant; Oncology; Cancer; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002337548,0.0003330075,0.0004943592,0.0001930854,0.0002227043,0.00008491674,0.0001143746,0.0002026967,0.0001199178],"category_scores_gemma":[0.000001843503,0.0002836654,0.000170397,0.0002385605,0.00007656834,0.0001951945,0.00002142476,0.0001598948,0.00001411832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001057978,"about_ca_system_score_gemma":0.0001694715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003339209,"about_ca_topic_score_gemma":0.000100156,"domain_scores_codex":[0.9980429,0.00004730749,0.0004978211,0.0006512446,0.0002130055,0.000547662],"domain_scores_gemma":[0.9987729,0.0001045027,0.0001728162,0.0004170479,0.000223511,0.0003091959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.04236677,0.0009476823,0.04898616,0.0006501508,0.0009186193,0.00001524676,0.001218788,0.0001302985,0.06527615,0.0009328218,0.00565996,0.8328974],"study_design_scores_gemma":[0.04260773,0.002171523,0.4562967,0.000658785,0.0007407379,0.2789546,0.0005962088,0.005125461,0.01301771,0.0005777581,0.1972021,0.002050576],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8387582,0.0008770635,0.09876306,0.01565646,0.001059537,0.02367136,0.02057309,0.0004719783,0.0001691892],"genre_scores_gemma":[0.9713135,0.0001800791,0.01010871,0.0007347776,0.001942846,0.01348571,0.0006592845,0.0001335486,0.001441555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8308468,"threshold_uncertainty_score":0.9999616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01012760131385835,"score_gpt":0.2843798828133666,"score_spread":0.2742522814995083,"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."}}