{"id":"W1984800025","doi":"10.1118/1.1485054","title":"Relative biological effectiveness enhancement of a brachytherapy seed with characteristic x rays from its constitutive materials","year":2002,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Centre hospitalier universitaire de Québec","funders":"National Cancer Institute; Natural Sciences and Engineering Research Council of Canada","keywords":"Brachytherapy; Relative biological effectiveness; Monte Carlo method; Materials science; Dosimetry; Nuclear medicine; Isotope; Radiochemistry; Physics; Medicine; Optics; Chemistry; Radiation therapy; Radiation; Radiology; Mathematics; Nuclear physics; Statistics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000131377,0.000221757,0.0005069259,0.00001687169,0.00006014626,0.0000100133,0.0001657343,0.00007821717,0.002828605],"category_scores_gemma":[0.00002023071,0.0001551198,0.00006110609,0.0001251399,0.0003906592,0.0001403294,0.0000323307,0.0001957221,0.00001720155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000382849,"about_ca_system_score_gemma":0.00003397105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003260873,"about_ca_topic_score_gemma":1.419886e-7,"domain_scores_codex":[0.9987883,0.0001655009,0.0002644903,0.0003033844,0.0002588719,0.0002194691],"domain_scores_gemma":[0.9990458,0.0003691931,0.0002176555,0.0001913107,0.00007895556,0.00009704102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009320656,0.002568011,0.04424426,0.00007928396,0.00148559,0.00003193308,0.001839938,0.000006109614,0.8303916,0.05574259,0.00006944806,0.06260917],"study_design_scores_gemma":[0.001597847,0.0005459189,0.004749576,0.0003126094,0.0000317749,8.402624e-7,0.00001397128,0.0001021431,0.9807278,0.01127988,0.0003441129,0.0002935448],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4889794,0.00008067802,0.5096714,0.00003407394,0.00006876758,0.0003454081,0.000130493,0.000040994,0.0006488009],"genre_scores_gemma":[0.9979283,0.00005514982,0.001374497,0.00007890287,0.0003161854,0.0001242102,0.00007850833,0.00001939017,0.00002492188],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5089489,"threshold_uncertainty_score":0.9980829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01734895500489037,"score_gpt":0.2692432346799126,"score_spread":0.2518942796750222,"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."}}