{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01063783,0.0007478401,0.001291536,0.0002816729,0.00157442,0.001325366,0.001588262,0.001393156,0.00377423],"category_scores_gemma":[0.01819493,0.0003156192,0.00159817,0.0006843148,0.001535428,0.0006669479,0.0007426636,0.001718153,0.0003095554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01736053,"about_ca_system_score_gemma":0.04847942,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6892259,"about_ca_topic_score_gemma":0.8691806,"domain_scores_codex":[0.9924995,0.003768256,0.0002459537,0.000588678,0.001884995,0.001012513],"domain_scores_gemma":[0.9935327,0.001509554,0.001580024,0.0005960109,0.001159396,0.001622394],"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":[0.7444155,0.006982886,0.05682113,0.001639249,0.00258034,0.000188671,0.001118365,0.004245286,0.002734457,0.003596331,0.0231003,0.1525775],"study_design_scores_gemma":[0.4200816,0.1036603,0.4091385,0.0009935972,0.004319432,0.0002659796,0.001061865,0.01005893,0.002249174,0.001804489,0.04600415,0.0003619656],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9644162,0.005591193,0.0009195806,0.003626348,0.0004666056,0.005949602,0.001432279,0.0001126982,0.01748539],"genre_scores_gemma":[0.9871749,0.0009925186,0.002274897,0.002109116,0.0001574297,0.001483892,0.001195403,0.00002927387,0.004582505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6892259,"threshold_uncertainty_score":0.6252087,"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."}}