{"id":"W7081923848","doi":"10.1002/mp.18114","title":"AAPM TG report 330: EPID‐based quality assurance of linear accelerators","year":2025,"lang":"en","type":"article","venue":"Medical Physics","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"CancerCare Manitoba","funders":"","keywords":"Quality assurance; Linear particle accelerator; Task group; Medical physicist; Dosimetry","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":[0.03658276,0.002772816,0.001491917,0.006327941,0.001946519,0.006354628,0.005687714,0.009242867,0.01184976],"category_scores_gemma":[0.03995075,0.001569878,0.002425591,0.004522095,0.001750066,0.002868899,0.002909288,0.003595476,0.02192404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00448114,"about_ca_system_score_gemma":0.02339608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02224619,"about_ca_topic_score_gemma":0.0104074,"domain_scores_codex":[0.9550942,0.01032477,0.002909827,0.001555602,0.02856885,0.001546767],"domain_scores_gemma":[0.9398769,0.008631052,0.006646577,0.00381427,0.0394752,0.001556004],"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":[0.0003214481,0.0006566006,0.003424828,0.004828711,0.0001141519,0.0004261131,0.0006939273,0.01706411,0.01202248,0.01656865,0.7565978,0.1872813],"study_design_scores_gemma":[0.00009044123,0.0004285235,0.006315929,0.002804289,0.0001108588,0.0004832621,0.000148155,0.002399333,0.007890603,0.004673238,0.9745263,0.000129037],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01810164,0.1018468,0.2058464,0.05809607,0.02203416,0.01257962,0.04489905,0.02352155,0.5130746],"genre_scores_gemma":[0.1664281,0.1135046,0.2924205,0.02815711,0.01143419,0.01526426,0.08851627,0.009457558,0.2748176],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03658276,"threshold_uncertainty_score":0.1934704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03158616360117184,"score_gpt":0.3204438775375881,"score_spread":0.2888577139364163,"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."}}