{"id":"W2069191322","doi":"10.1118/1.4795757","title":"ROC analysis in patient specific quality assurance","year":2013,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Trillium Health Centre; University of Toronto","funders":"","keywords":"Quality assurance; Multileaf collimator; Sensitivity (control systems); Receiver operating characteristic; Statistical power; Mathematics; Nuclear medicine; Statistics; Range (aeronautics); Computer science; Medicine; Medical physics; Radiation treatment planning; Radiation therapy; Materials science; Radiology","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":[0.04313447,0.001348364,0.001357631,0.004239847,0.0003516731,0.002132316,0.001089367,0.001531789,0.0009057429],"category_scores_gemma":[0.09335529,0.0005460416,0.001131553,0.002389535,0.001338626,0.001273456,0.001025958,0.001240891,0.000661893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001158145,"about_ca_system_score_gemma":0.0009952893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001055233,"about_ca_topic_score_gemma":0.0005985202,"domain_scores_codex":[0.9491553,0.03658294,0.001941435,0.003103682,0.008648789,0.0005678287],"domain_scores_gemma":[0.8918167,0.08085157,0.01050539,0.006082356,0.01022666,0.0005173085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00278064,0.0005130612,0.2660226,0.00196289,0.002614973,0.000568617,0.0009931653,0.1465112,0.02326615,0.0101748,0.003488555,0.5411034],"study_design_scores_gemma":[0.0001686525,0.00331737,0.1809565,0.0006164983,0.0008974037,0.002525242,0.000350763,0.7395481,0.047786,0.0108051,0.01264533,0.0003830887],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1555329,0.007353988,0.8292978,0.0004057619,0.0001285884,0.0003883303,0.0004370656,0.002648151,0.003807473],"genre_scores_gemma":[0.8489977,0.0007606079,0.1482538,0.0002396045,0.0000959471,0.0003591101,0.0004719706,0.000210086,0.0006111922],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04313447,"threshold_uncertainty_score":0.2281196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01199703121193412,"score_gpt":0.2956983705545732,"score_spread":0.2837013393426391,"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."}}