{"id":"W4293171197","doi":"10.1002/mp.15949","title":"AAPM WGTG51 Report 374: Guidance for TG‐51 reference dosimetry","year":2022,"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":"Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Hôpital Maisonneuve-Rosemont; University of Toronto; National Research Council Canada; Métis National Council","funders":"","keywords":"Dosimetry; Ionization chamber; Medical physics; Ionization; Protocol (science); Calibration; Computer science; Physics; Nuclear engineering; Nuclear medicine; Engineering; Medicine","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":[0.03240837,0.002306263,0.001935131,0.00633784,0.002986829,0.005313825,0.008029514,0.01438539,0.05712074],"category_scores_gemma":[0.04121621,0.00247921,0.003454213,0.0044929,0.003020518,0.003008888,0.003911185,0.006425822,0.07851478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004572922,"about_ca_system_score_gemma":0.01833345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02429181,"about_ca_topic_score_gemma":0.01993225,"domain_scores_codex":[0.9762108,0.008427582,0.002030494,0.001063677,0.01116482,0.001102571],"domain_scores_gemma":[0.9688113,0.009442686,0.002140047,0.005655096,0.01294371,0.001007151],"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":[0.000275874,0.0003922751,0.00102982,0.001879198,0.00005471718,0.0004713114,0.0008212948,0.008451627,0.01154901,0.0378461,0.8241329,0.1130959],"study_design_scores_gemma":[0.00006165192,0.0001322614,0.002169759,0.001161381,0.00005153703,0.0004919778,0.0001673786,0.001178511,0.005678343,0.01015035,0.9786486,0.0001081905],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.00666226,0.01305003,0.3040491,0.02640991,0.01171935,0.01094579,0.04384657,0.02189003,0.561427],"genre_scores_gemma":[0.03473362,0.01784242,0.4141486,0.02042589,0.003409865,0.02126956,0.08532383,0.01500153,0.3878448],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.05712074,"threshold_uncertainty_score":0.1910879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01835290749234435,"score_gpt":0.321238981826041,"score_spread":0.3028860743336966,"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."}}