{"id":"W2078607400","doi":"10.1016/j.brachy.2013.01.076","title":"Using Integral Activity to Compare Relative Dosimetric Efficiency with Respect to Source Type and Source Change Schedules for High-Dose-Rate Brachytherapy","year":2013,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Brachytherapy; Medicine; Dose rate; Dosimetry; Medical physics; Nuclear medicine; Radiation therapy; Radiology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002223106,0.0004483574,0.0005295897,0.0003611897,0.0003397916,0.0001569217,0.0002487473,0.00006127788,0.0001195161],"category_scores_gemma":[0.00001877987,0.0003641726,0.00007486689,0.001256002,0.0001028003,0.0006039562,0.0000463855,0.0002933836,0.00001095818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000114653,"about_ca_system_score_gemma":0.00005795394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001263087,"about_ca_topic_score_gemma":0.00002397752,"domain_scores_codex":[0.9981605,0.0001339869,0.0002533121,0.0006750405,0.0001993511,0.0005778467],"domain_scores_gemma":[0.9985642,0.0002722667,0.0002056227,0.0004427815,0.000275051,0.0002400433],"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":[0.0033786,0.0007574764,0.08781375,0.00004883657,0.0005921639,0.000002489313,0.005962337,0.002179868,0.1161225,0.01563889,0.0004218405,0.7670812],"study_design_scores_gemma":[0.02460912,0.02400294,0.4283829,0.001516441,0.0003385488,0.00005398879,0.002789201,0.05571682,0.3175232,0.02795697,0.1069841,0.01012586],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5281301,0.0002024862,0.4694739,0.0003445685,0.00004775879,0.001636865,0.00001696914,0.0001169994,0.00003037408],"genre_scores_gemma":[0.8640717,0.0000161346,0.1339681,0.0006545836,0.0003939569,0.0004474722,0.00001036352,0.000121205,0.0003165355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7569553,"threshold_uncertainty_score":0.999881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03997365828555641,"score_gpt":0.3187368879871645,"score_spread":0.2787632297016081,"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."}}