{"id":"W2472888511","doi":"10.1118/1.4956412","title":"SU‐F‐T‐272: Patient Specific Quality Assurance of Prostate VMAT Plans with Portal Dosimetry","year":2016,"lang":"en","type":"article","venue":"Medical Physics","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Grand River Hospital; University of Waterloo","funders":"","keywords":"Dosimetry; Quality assurance; Medicine; Nuclear medicine; Protocol (science); Medical physics; Field size","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001481143,0.000422934,0.0003857373,0.0006136216,0.0001520594,0.0005277266,0.0004072447,0.0002543642,0.001374577],"category_scores_gemma":[0.002928927,0.0002110043,0.0003764263,0.0005869995,0.0002356152,0.0003037801,0.0002711789,0.0002950007,0.0002726943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004947579,"about_ca_system_score_gemma":0.000307478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001009178,"about_ca_topic_score_gemma":0.001003334,"domain_scores_codex":[0.9992228,0.0002019388,0.00002950414,0.00009956631,0.0004067028,0.00003955812],"domain_scores_gemma":[0.9992329,0.0002126083,0.0002272679,0.0001296371,0.0001465088,0.00005108402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0059917,0.000333371,0.1413597,0.0007552568,0.0004289325,0.0003756203,0.0002515206,0.05563835,0.4394547,0.0009125367,0.002449099,0.3520492],"study_design_scores_gemma":[0.000424439,0.007212786,0.2766222,0.00003674833,0.0003441758,0.005204508,0.00006288707,0.1507607,0.5503327,0.0004115938,0.008471715,0.0001155129],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.90502,0.002231157,0.08593061,0.0001007461,0.00003337488,0.0001173152,0.0006385114,0.002447618,0.003480664],"genre_scores_gemma":[0.9680151,0.0001732688,0.02983882,0.00002312819,0.00001138582,0.00003657515,0.0007999368,0.0003075794,0.0007941951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001481143,"threshold_uncertainty_score":0.007833123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01794706516955334,"score_gpt":0.2792865857714797,"score_spread":0.2613395206019264,"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."}}