{"id":"W1989659586","doi":"10.1016/j.meddos.2005.04.001","title":"Fluorescent screen for high-dose-rate (HDR) brachytherapy quality assurance","year":2005,"lang":"en","type":"article","venue":"Medical dosimetry","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Quality assurance; Brachytherapy; Dwell time; Dose rate; Computer science; Radioactive source; Nuclear medicine; Medical physics; Radiation therapy; Medicine; Radiology; Telecommunications","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008175116,0.0002468597,0.0003968512,0.00006012784,0.0001338876,0.00003244231,0.0003915462,0.0001309785,0.002330431],"category_scores_gemma":[0.00008034391,0.0002112558,0.0001657074,0.0001968362,0.0001406431,0.0001812735,0.00003697356,0.0003252524,0.00002365822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006488391,"about_ca_system_score_gemma":0.00009330476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001683067,"about_ca_topic_score_gemma":0.000007963561,"domain_scores_codex":[0.9980546,0.0001347694,0.0004713287,0.000414333,0.000464618,0.00046033],"domain_scores_gemma":[0.9986542,0.0004369587,0.000160892,0.0004211992,0.00006045549,0.000266253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002184554,0.0005466687,0.03795435,0.00003548729,0.0002033555,0.000002172185,0.00007270066,0.00002284518,0.008028205,0.03675154,0.0158057,0.9003586],"study_design_scores_gemma":[0.01071858,0.0005803917,0.09938711,0.0002787369,0.00006794646,0.000003460428,0.00005137618,0.005610019,0.369361,0.01816332,0.4939312,0.00184682],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1006867,0.0005723915,0.8940931,0.002763155,0.0002010837,0.0005865349,0.0001229568,0.0002687402,0.0007053856],"genre_scores_gemma":[0.9175732,0.00006534709,0.07701133,0.002309992,0.002245671,0.0001392088,0.00009122549,0.00006191007,0.0005021188],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8985117,"threshold_uncertainty_score":0.9985816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01309681955007465,"score_gpt":0.328168803495035,"score_spread":0.3150719839449603,"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."}}