{"id":"W2794096164","doi":"10.1002/acm2.12263","title":"COMP Report: CPQR technical quality control guidelines for CyberKnife® Technology","year":2018,"lang":"en","type":"article","venue":"Journal of Applied Clinical Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Juravinski Cancer Centre; Hôpital Notre-Dame; McGill University Health Centre; Ottawa Hospital","funders":"","keywords":"Cyberknife; Quality (philosophy); Medical physics; Quality assurance; Medicine; Physics; Radiosurgery; Radiation therapy; Radiology; External quality assessment","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":[0.02258147,0.0009253783,0.0006314811,0.00405268,0.003499555,0.005144773,0.004594258,0.003822798,0.03259549],"category_scores_gemma":[0.05712282,0.0009220589,0.0009511472,0.003183361,0.002119447,0.001736648,0.00173608,0.002864483,0.02970385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01261739,"about_ca_system_score_gemma":0.07137932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.442466,"about_ca_topic_score_gemma":0.4445336,"domain_scores_codex":[0.950044,0.003951509,0.00310889,0.000772037,0.04049248,0.00163102],"domain_scores_gemma":[0.8333595,0.00892063,0.006987761,0.006433287,0.1419261,0.002372783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005799832,0.0001264958,0.002170471,0.0006570372,0.00001393706,0.0001101909,0.00041435,0.002011628,0.00605346,0.004950892,0.909639,0.07379453],"study_design_scores_gemma":[0.00002553121,0.00008101809,0.007611548,0.000658831,0.00002192519,0.0001403071,0.0002751962,0.0008321208,0.008428141,0.001032735,0.9808157,0.00007692807],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.01458978,0.008954599,0.1063111,0.07029888,0.007659318,0.0158754,0.05263952,0.01084847,0.7128229],"genre_scores_gemma":[0.06632481,0.01368515,0.1922562,0.02029585,0.001600601,0.007370766,0.06959327,0.006471748,0.6224016],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.442466,"threshold_uncertainty_score":0.8797812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05173846670823459,"score_gpt":0.4203177392584925,"score_spread":0.3685792725502579,"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."}}