{"id":"W2023378180","doi":"10.1118/1.4740129","title":"Poster — Thur Eve — 21: ROC analysis in patient specific quality assurance","year":2012,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Credit Valley Hospital; University of Toronto","funders":"","keywords":"Receiver operating characteristic; Sensitivity (control systems); Quality assurance; Nuclear medicine; Beam (structure); Medical physics; Mathematics; Computer science; Medicine; Statistics; Optics; Physics; Pathology","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":[0.04725042,0.001391729,0.0009426812,0.004555495,0.0005777249,0.006340547,0.001315897,0.002086934,0.01725427],"category_scores_gemma":[0.06640375,0.0005143672,0.001293,0.002204579,0.001916947,0.002389679,0.002298808,0.002258012,0.01070345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001634295,"about_ca_system_score_gemma":0.001785407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008272735,"about_ca_topic_score_gemma":0.0005198529,"domain_scores_codex":[0.9654335,0.02370647,0.001724226,0.00186932,0.006640451,0.0006260322],"domain_scores_gemma":[0.9468904,0.02706788,0.003976011,0.004689101,0.01578375,0.001592843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001503256,0.0003430947,0.02729521,0.002323423,0.0008655509,0.0005241117,0.0005893177,0.01333274,0.006872707,0.02528181,0.1595622,0.7615067],"study_design_scores_gemma":[0.0005654879,0.004086977,0.1229297,0.00635275,0.001126747,0.006232063,0.001071641,0.1730742,0.04214302,0.1162114,0.5253953,0.0008105721],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.04958355,0.04620194,0.7304684,0.04036644,0.009285445,0.002056084,0.003139453,0.009838492,0.1090602],"genre_scores_gemma":[0.6002043,0.01885615,0.3099394,0.00803504,0.01437918,0.001671387,0.003640188,0.002577749,0.04069662],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04725042,"threshold_uncertainty_score":0.2498871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01591942618408402,"score_gpt":0.3095765008914545,"score_spread":0.2936570747073705,"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."}}