{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000311712,0.0003752246,0.0003748496,0.0005305444,0.0003017376,0.0003468309,0.0004405687,0.0002982588,0.0018464],"category_scores_gemma":[0.0006431518,0.0002267459,0.0006030664,0.000455852,0.0005159923,0.0003802378,0.0002594806,0.0004974944,0.0003237956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001644427,"about_ca_system_score_gemma":0.0002525185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003667249,"about_ca_topic_score_gemma":0.0006881501,"domain_scores_codex":[0.9998719,0.00002799115,0.0000143964,0.00001833539,0.00003365142,0.00003371969],"domain_scores_gemma":[0.9997651,0.00009162344,0.00003908461,0.00005961721,0.00001186392,0.00003260781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.03012763,0.002586885,0.08055151,0.001126859,0.0005655414,0.02691435,0.001715975,0.003584585,0.5444186,0.001753499,0.001224242,0.3054304],"study_design_scores_gemma":[0.002014308,0.03978664,0.367559,0.0001610061,0.001096452,0.1812091,0.0007708188,0.009484551,0.381254,0.0009220876,0.01557948,0.0001624937],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922692,0.001776103,0.004265452,0.0000642269,0.000044014,0.00003937874,0.0001020173,0.0001173935,0.001322284],"genre_scores_gemma":[0.9960403,0.0007915345,0.002148321,0.00003075233,0.00002582543,0.000009078199,0.00007592911,0.00004457644,0.0008335079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0018464,"threshold_uncertainty_score":0.006176829,"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."}}