{"id":"W2162953704","doi":"10.1016/j.ijrobp.2007.08.006","title":"A Radiation Badge Survey for Family Members Living With Patients Treated With a 103Pd Permanent Breast Seed Implant","year":2007,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Spouse; Implant; Breast cancer; Breast-conserving surgery; Nuclear medicine; Radiation therapy; Computed tomography; Surgery; Mastectomy; Cancer; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0008534198,0.0002450642,0.000491573,0.0002892878,0.0001002663,0.00002765748,0.0001694125,0.0002303826,0.00001606378],"category_scores_gemma":[0.00006969871,0.0001741734,0.000141327,0.0002047505,0.0001397834,0.0002892921,0.00001902968,0.0003235005,0.000005376936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007660478,"about_ca_system_score_gemma":0.0004416348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000166352,"about_ca_topic_score_gemma":0.00008580627,"domain_scores_codex":[0.9982699,0.0001503977,0.0006927958,0.0002439765,0.0003323408,0.0003106104],"domain_scores_gemma":[0.9965057,0.0006390242,0.001157482,0.0001058496,0.001428857,0.0001631332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003397088,0.000437759,0.7956641,0.00001031346,0.0007132012,0.0000227544,0.0002591609,0.00007788309,0.0004652904,0.0001910037,0.0002249558,0.1985365],"study_design_scores_gemma":[0.009486363,0.00234577,0.9752923,0.0001387176,0.000237719,0.01012227,0.0001232354,0.0007023353,0.0003477808,0.00006435811,0.0009330904,0.0002060565],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880832,0.00006606143,0.009447493,0.0002645519,0.001157191,0.0004518669,0.000283858,0.00003761456,0.0002081347],"genre_scores_gemma":[0.9964197,0.00005197635,0.001385047,0.0002458862,0.001067488,0.00001081196,0.0007441135,0.00003663791,0.0000382881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1983305,"threshold_uncertainty_score":0.7102586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01522098088838632,"score_gpt":0.2890824559535675,"score_spread":0.2738614750651812,"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."}}