{"id":"W4410699813","doi":"10.1002/mp.17887","title":"AAPM should sunset TG‐51 and adopt IAEA TRS‐398","year":2025,"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":"University Health Network; Princess Margaret Cancer Centre","funders":"","keywords":"Sunset; Medical physics; Dosimetry; Nuclear medicine; Radiation transport; Medical physicist; Medicine; Physics; Mathematics; Statistics; Monte Carlo method; Optics","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":[0.004266617,0.0005233001,0.0007977883,0.000613769,0.00163627,0.002118365,0.00169822,0.006800713,0.1208904],"category_scores_gemma":[0.01374147,0.0003937192,0.0009057205,0.0004771686,0.0009654518,0.001462728,0.001438648,0.006628492,0.06823967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001394934,"about_ca_system_score_gemma":0.009080763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006657106,"about_ca_topic_score_gemma":0.01861888,"domain_scores_codex":[0.9973705,0.0003716131,0.0001509842,0.0002821093,0.001431596,0.0003930971],"domain_scores_gemma":[0.9906747,0.0009346849,0.0004043446,0.0007449024,0.003552107,0.003689298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002227962,0.00008373556,0.0004105677,0.000140717,0.00001360492,0.0003168544,0.00005490559,0.0001677132,0.001576986,0.002983785,0.9436505,0.05037777],"study_design_scores_gemma":[0.00002034102,0.00006613648,0.0006232742,0.00007117916,0.000008231009,0.000268434,0.00005333229,0.00004934632,0.000642994,0.001182831,0.9970021,0.00001182152],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004507827,0.006743084,0.007041532,0.4870624,0.2116791,0.0005881964,0.002583794,0.003487909,0.2763061],"genre_scores_gemma":[0.04316881,0.007258752,0.01124898,0.2112534,0.04088342,0.0004765638,0.003165659,0.002119508,0.6804247],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1208904,"threshold_uncertainty_score":0.4044188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01246724969259542,"score_gpt":0.311187029815047,"score_spread":0.2987197801224516,"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."}}