{"id":"W1923696027","doi":"10.1016/j.brachy.2015.08.002","title":"Skin dose in breast brachytherapy: Defining a robust metric","year":2015,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria; BC Cancer Agency","funders":"BC Cancer Foundation","keywords":"Medicine; Metric (unit); Brachytherapy; Medical physics; Internal medicine; Radiation therapy; Operations management","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005104223,0.0002455635,0.0004538033,0.0006344518,0.00005443764,0.00003966312,0.0000989137,0.0002148483,0.0001648586],"category_scores_gemma":[0.00001701032,0.0002049423,0.0001235583,0.001099646,0.00007520337,0.0002276714,0.00001736553,0.0004306685,0.0001692034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001580002,"about_ca_system_score_gemma":0.0002646835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002898419,"about_ca_topic_score_gemma":0.00008093269,"domain_scores_codex":[0.9983761,0.00009997445,0.0003980371,0.000363788,0.0003362337,0.0004259175],"domain_scores_gemma":[0.9991139,0.00006752286,0.0001275515,0.0003008088,0.0001079278,0.0002822892],"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":[0.001392132,0.0003151768,0.1794521,0.00002639284,0.00008695634,0.0001479234,0.0007366844,0.0000868516,0.0002901431,0.0005273237,0.001297527,0.8156408],"study_design_scores_gemma":[0.02675447,0.0008780764,0.7318534,0.0003621925,0.0000950963,0.2254633,0.001259638,0.002611581,0.0006738664,0.001416553,0.007690695,0.0009411881],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915496,0.002420333,0.0003502573,0.001486018,0.0006399165,0.0003806769,0.00001596198,0.0001514036,0.003005857],"genre_scores_gemma":[0.9934618,0.0001543682,0.004647717,0.0005614616,0.0004766147,0.00003256961,0.00005637576,0.00005626026,0.0005528403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8146996,"threshold_uncertainty_score":0.8357306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03180010783362879,"score_gpt":0.2754290744500976,"score_spread":0.2436289666164688,"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."}}