{"id":"W3000058385","doi":"10.1016/j.ejmp.2019.12.010","title":"Introducing operator characteristic curves to define appropriate frequency of quality control tests: A case study involving whole breast radiotherapy image guidance","year":2020,"lang":"en","type":"article","venue":"Physica Medica","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Regional Municipality of Durham; Lakeridge Health; Princess Margaret Cancer Centre; University of Toronto; Ontario Institute for Cancer Research","funders":"","keywords":"Operator (biology); Medical physics; Quality (philosophy); Image quality; Computer science; Control (management); Image (mathematics); Mathematics; Medicine; Artificial intelligence; Physics","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":[0.007894195,0.0007253395,0.0006145624,0.004310824,0.0006668828,0.002907009,0.001149411,0.002147697,0.00183757],"category_scores_gemma":[0.04974567,0.0003196927,0.0007853818,0.002501189,0.001779821,0.002004506,0.001199058,0.001301618,0.0002358431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001298025,"about_ca_system_score_gemma":0.001536464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003627537,"about_ca_topic_score_gemma":0.001608278,"domain_scores_codex":[0.9938527,0.002202368,0.0006102256,0.0006362652,0.002185269,0.0005130166],"domain_scores_gemma":[0.9199767,0.06364947,0.005014949,0.002959406,0.007612718,0.0007867299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001570022,0.0007931356,0.1517083,0.0007491154,0.0001472677,0.007928476,0.004301773,0.1580278,0.03648648,0.07033118,0.002229546,0.5657269],"study_design_scores_gemma":[0.0001415286,0.002363827,0.07624095,0.0004407882,0.0003426065,0.02358457,0.003502875,0.760442,0.04801545,0.06135867,0.0231579,0.0004087965],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2205751,0.0008680571,0.7700748,0.0004957617,0.000075592,0.0002917307,0.0001567429,0.0005910466,0.006871155],"genre_scores_gemma":[0.8389162,0.0002801696,0.1597334,0.00005294177,0.00004781842,0.00009271097,0.00009002848,0.0001634196,0.0006232241],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007894195,"threshold_uncertainty_score":0.04174894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01410586489161956,"score_gpt":0.3077576793373015,"score_spread":0.2936518144456819,"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."}}