{"id":"W2024990592","doi":"10.1118/1.4815442","title":"TU‐E‐116‐01: Clinical Implementation for Advanced Brachytherapy Dose Calculation Algorithms Beyond the TG‐43 Formalism","year":2013,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre hospitalier universitaire de Québec; Carleton University","funders":"","keywords":"Brachytherapy; Dosimetry; Medical physics; Radiation treatment planning; Computer science; Algorithm; Clinical Practice; Flowchart; Formalism (music); Medicine; Nuclear medicine; Radiology; Radiation therapy","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":[0.009696876,0.0005521249,0.0005129889,0.0008527044,0.0005326013,0.003012371,0.001725684,0.001258511,0.02531049],"category_scores_gemma":[0.03039087,0.0006789064,0.0009088893,0.001076839,0.0006297859,0.001520283,0.001611415,0.001634166,0.007951836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001490569,"about_ca_system_score_gemma":0.003507329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00340561,"about_ca_topic_score_gemma":0.002911895,"domain_scores_codex":[0.9979869,0.0009496062,0.000185428,0.0001330359,0.0006529804,0.00009192665],"domain_scores_gemma":[0.9918433,0.003897527,0.0003739331,0.001557364,0.001998299,0.0003295202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001230533,0.0002855633,0.005942097,0.0008954296,0.00007701303,0.000536598,0.001129017,0.07674808,0.01845811,0.02933946,0.1018853,0.7634729],"study_design_scores_gemma":[0.0007878282,0.001169638,0.01393797,0.001077339,0.0001313906,0.003188834,0.0003724323,0.327296,0.05904389,0.02908338,0.5635843,0.0003269401],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01464916,0.001060325,0.9031026,0.002892991,0.0004590015,0.000718273,0.0009874318,0.03992772,0.03620236],"genre_scores_gemma":[0.09966175,0.0006164757,0.8783686,0.0009896669,0.00009429352,0.0006211991,0.001407022,0.01073378,0.007507168],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02531049,"threshold_uncertainty_score":0.08467203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01953296474952929,"score_gpt":0.3833374966038054,"score_spread":0.3638045318542761,"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."}}