{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000120635,0.000130364,0.000307181,0.00004217687,0.00003256989,0.00001947394,0.0001851581,0.00004210745,0.002598089],"category_scores_gemma":[0.000009988746,0.0001127225,0.0001410201,0.0005831517,0.00007554045,0.0001487887,0.00003348534,0.0002443555,0.00003891248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003983258,"about_ca_system_score_gemma":0.0000299044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003905688,"about_ca_topic_score_gemma":0.000008484596,"domain_scores_codex":[0.998731,0.00006576101,0.0003090377,0.0002444217,0.0004110803,0.0002387117],"domain_scores_gemma":[0.9993125,0.0001181333,0.00009668704,0.0003081423,0.00004385921,0.00012065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000006213137,0.0005333997,0.4519914,0.000008867786,0.0002231553,0.000003381487,0.0003845619,0.0001773945,0.0004706678,0.008045151,0.003195618,0.5349602],"study_design_scores_gemma":[0.002837626,0.0002522954,0.5609826,0.0001822868,0.0001470002,7.540851e-7,0.0003894961,0.009503687,0.04516192,0.3178163,0.06038049,0.002345545],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2796011,0.00007766899,0.716287,0.0002758607,0.0000552359,0.0001870804,0.000009155477,0.00005833765,0.003448635],"genre_scores_gemma":[0.9965988,0.00001589054,0.002782496,0.0001851263,0.0002490013,0.00007675541,0.00002549064,0.00001337067,0.00005308645],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7169977,"threshold_uncertainty_score":0.9983137,"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."}}