{"id":"W2102586625","doi":"10.1016/j.ijrobp.2007.08.080","title":"Quality Assurance Needs for Modern Image-Based Radiotherapy: Recommendations From 2007 Interorganizational Symposium on “Quality Assurance of Radiation Therapy: Challenges of Advanced Technology”","year":2008,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":63,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Calgary","funders":"","keywords":"Quality assurance; Medicine; Medical physics; Radiation therapy; Quality (philosophy); Engineering management; Radiology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007205151,0.0003404229,0.0008815198,0.0004114182,0.0001238918,0.00001302412,0.0007339466,0.0002725724,0.0001082542],"category_scores_gemma":[0.0002280763,0.0003360456,0.0003615961,0.0003459836,0.0003806017,0.0005098561,0.00002842271,0.0004106177,0.00000131031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004559518,"about_ca_system_score_gemma":0.0005937568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002293925,"about_ca_topic_score_gemma":0.000002275443,"domain_scores_codex":[0.9970374,0.0004245366,0.001556124,0.0003604404,0.0003641391,0.0002573651],"domain_scores_gemma":[0.9925503,0.001802434,0.003524166,0.0003551788,0.001693124,0.00007480754],"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":[0.00175821,0.0020109,0.2780913,0.00002678697,0.001645745,0.000001217246,0.001417165,0.008762813,0.1758472,0.06361248,0.001138879,0.4656874],"study_design_scores_gemma":[0.03302326,0.004848178,0.07711364,0.0004377323,0.0001349751,0.00001728791,0.0005104928,0.009290988,0.62789,0.1874133,0.05777746,0.001542702],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1933174,0.001735384,0.79536,0.006436872,0.001225185,0.0005426729,0.00103471,0.00007591466,0.0002718219],"genre_scores_gemma":[0.9082099,0.003537469,0.08625545,0.0003484107,0.001152617,0.00007179969,0.0003428896,0.00006282396,0.00001863583],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7148924,"threshold_uncertainty_score":0.9999092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02505924654805276,"score_gpt":0.350310338170391,"score_spread":0.3252510916223382,"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."}}