{"id":"W4306146152","doi":"10.1016/j.ctro.2022.10.002","title":"Lung SBRT credentialing in the Canadian OCOG-LUSTRE randomized trial","year":2022,"lang":"en","type":"article","venue":"Clinical and Translational Radiation Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Hôpital Charles-Le Moyne; Western University; Dalhousie University; University of Calgary; Centre Hospitalier de l’Université de Montréal; Saint John Regional Hospital; Hôpital Notre-Dame; NOSM University; University of Saskatchewan; McGill University Health Centre; Kingston Health Sciences Centre; Queen's University; CancerCare Manitoba; Saskatchewan Cancer Agency; Windsor Regional Hospital; Hôpital Maisonneuve-Rosemont; Research Institute in Oncology and Hematology; Juravinski Cancer Centre; Ontario Clinical Oncology Group","funders":"Canadian Cancer Society Research Institute","keywords":"Medicine; Credentialing; Contouring; Lung cancer; Nuclear medicine; Radiology; Radiosurgery; Interventional radiology; Radiation therapy; Oncology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001996803,0.00007922426,0.0003966347,0.0001066998,0.0002803069,0.00001670126,0.00005620459,0.00009386783,0.0007064731],"category_scores_gemma":[0.0001567512,0.00005663323,0.0001732388,0.0001456365,0.0001348384,0.00003334725,0.000007283719,0.0003202738,0.000004738813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002383777,"about_ca_system_score_gemma":0.001150795,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006546485,"about_ca_topic_score_gemma":0.03946906,"domain_scores_codex":[0.9981538,0.0007042132,0.000549853,0.0002132104,0.0002333771,0.0001455415],"domain_scores_gemma":[0.9977672,0.001909554,0.0000892348,0.00008585192,0.00002898256,0.0001192517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.5220344,0.002126629,0.3542771,0.00003663847,0.0006168121,0.0002419816,0.002657962,0.0009351381,5.812201e-7,0.03421039,0.007521152,0.07534119],"study_design_scores_gemma":[0.7856412,0.0005847549,0.1165529,0.000007556493,0.0003265879,0.00003354999,0.0001014025,0.003620471,3.954898e-7,0.001959731,0.09109335,0.00007809972],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8083954,0.002553106,0.00007471164,0.1707914,0.001709702,0.004113102,0.00008314483,0.00002205154,0.01225738],"genre_scores_gemma":[0.9945551,0.0002636519,0.0001037953,0.003724489,0.0004561598,0.0005756381,0.0002243493,0.000005998786,0.00009081614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2636068,"threshold_uncertainty_score":0.9896371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0485047464800597,"score_gpt":0.4189959492224063,"score_spread":0.3704912027423466,"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."}}