{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003811429,0.001292383,0.00147618,0.001905561,0.0004841995,0.002470297,0.001780877,0.001754481,0.001184926],"category_scores_gemma":[0.01675154,0.0006635212,0.001030369,0.001530192,0.001619302,0.002367396,0.002980595,0.001830278,0.0005151242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002133432,"about_ca_system_score_gemma":0.001004096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001311763,"about_ca_topic_score_gemma":0.001159276,"domain_scores_codex":[0.9962424,0.001571232,0.0002398498,0.0004960824,0.001326667,0.000123691],"domain_scores_gemma":[0.9934908,0.003240673,0.001029581,0.0008658658,0.00115225,0.0002208479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0003128095,0.0001449223,0.003190695,0.0007237523,0.0001664976,0.000137537,0.0001977846,0.7388078,0.03675617,0.06147266,0.00387529,0.154214],"study_design_scores_gemma":[0.00001641799,0.0003351422,0.002689497,0.00006689635,0.00005811552,0.000381984,0.00005805912,0.9504619,0.01765862,0.02047282,0.007733377,0.00006706417],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009910862,0.0009357451,0.9861752,0.0003426198,0.00007119285,0.00006061307,0.000148178,0.0003118185,0.002043845],"genre_scores_gemma":[0.4451134,0.001535955,0.5472959,0.0003851249,0.0002619703,0.0003084327,0.0006365558,0.001333174,0.003129394],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003811429,"threshold_uncertainty_score":0.02015704,"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."}}