{"id":"W1924560490","doi":"10.1016/j.ijrobp.2015.07.2266","title":"Report on the Clinical Outcomes of Permanent Breast Seed Implant for Early-Stage Breast Cancers","year":2015,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; Health Sciences Centre; BC Cancer Agency; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Lumpectomy; Ductal carcinoma; Breast-conserving surgery; Seroma; Breast cancer; Surgery; Mastectomy; Cohort; Internal medicine; Cancer; 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":[0.0005751109,0.0003068279,0.0005030605,0.0005020768,0.0004333276,0.0007629475,0.0003084622,0.0002997747,0.002183126],"category_scores_gemma":[0.002468758,0.00009216538,0.0009234625,0.0006964915,0.0003404775,0.0003475838,0.0003803108,0.0004396719,0.0004226187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004157289,"about_ca_system_score_gemma":0.0004071002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000801632,"about_ca_topic_score_gemma":0.001067261,"domain_scores_codex":[0.9996104,0.00005088137,0.00007818006,0.00005216981,0.0001375236,0.00007092408],"domain_scores_gemma":[0.9982141,0.0007691112,0.0003702192,0.0002156893,0.0002858814,0.0001450679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003289742,0.0006591741,0.7942386,0.0007097858,0.0005532121,0.01240322,0.0007018872,0.0007581883,0.01240984,0.0006125888,0.003062243,0.1706015],"study_design_scores_gemma":[0.0001203006,0.004576557,0.9053888,0.0001186973,0.001846847,0.05840159,0.0007267617,0.0006993569,0.0119683,0.0008144333,0.01527323,0.00006498225],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9817008,0.006225094,0.002272233,0.0003250216,0.0001211813,0.00008227815,0.001644648,0.00006182292,0.007566855],"genre_scores_gemma":[0.9940009,0.001885938,0.0004851277,0.0002330558,0.00009880474,0.00002585233,0.001784837,0.00002803889,0.001457476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002183126,"threshold_uncertainty_score":0.007303357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05101939250414494,"score_gpt":0.3788801159800422,"score_spread":0.3278607234758973,"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."}}