{"id":"W4376118475","doi":"10.1016/j.clon.2023.05.003","title":"Modern Tools for Modern Brachytherapy","year":2023,"lang":"en","type":"review","venue":"Clinical Oncology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre hospitalier universitaire de Québec; Université Laval","funders":"","keywords":"Brachytherapy; Medical physics; Medicine; Kerma; Radiation treatment planning; Dosimetry; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008580809,0.0008843042,0.001084773,0.002497443,0.0005903986,0.002008739,0.001052383,0.001513544,0.01165458],"category_scores_gemma":[0.00112364,0.0004424023,0.0008637852,0.002124479,0.001337555,0.002281792,0.001458608,0.003670663,0.006762464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001184396,"about_ca_system_score_gemma":0.001855202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001210794,"about_ca_topic_score_gemma":0.001273128,"domain_scores_codex":[0.9994202,0.00008991088,0.00006110533,0.00009551103,0.0002909356,0.00004241815],"domain_scores_gemma":[0.9994947,0.0002470594,0.00005562303,0.00004407283,0.0001245406,0.00003401407],"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":[0.00004004048,0.00004798684,0.0001378182,0.0182985,0.00007378771,0.0002571314,0.0002367254,0.000581928,0.003689817,0.03884063,0.05997226,0.8778234],"study_design_scores_gemma":[0.000002012642,0.0000117741,0.0001093519,0.001187415,0.00001452942,0.0004372689,0.00002341677,0.00002660476,0.0002738237,0.003836285,0.9940695,0.000008099607],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001112868,0.9908289,0.001102808,0.000858239,0.000641642,0.000007986136,0.00003382228,0.00003799515,0.006377316],"genre_scores_gemma":[0.00167873,0.9913886,0.001537055,0.0008329762,0.0005792006,0.00002353618,0.00007229044,0.00001652338,0.003871059],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01165458,"threshold_uncertainty_score":0.03898847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3516557416512329,"score_gpt":0.5682690573041932,"score_spread":0.2166133156529603,"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."}}