{"id":"W4411150716","doi":"10.1016/j.jmir.2025.101950","title":"The Development of an IGRT Education Database at a Regional Cancer Centre","year":2025,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Economic and Financial Impacts of Cancer","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Southlake Regional Health Center","funders":"","keywords":"Image-guided radiation therapy; Medical physics; Medicine; Radiology; Radiation therapy","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":[0.006167273,0.0003058075,0.0006127055,0.00519521,0.000672807,0.002316251,0.002141506,0.0007713238,0.009112108],"category_scores_gemma":[0.02526771,0.0003614439,0.0004299081,0.005277072,0.0003213305,0.002024695,0.002181676,0.0009045915,0.003598306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003618672,"about_ca_system_score_gemma":0.007738891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06032592,"about_ca_topic_score_gemma":0.05244601,"domain_scores_codex":[0.9961585,0.001211205,0.0007808798,0.0006509945,0.0008737273,0.0003245656],"domain_scores_gemma":[0.9706928,0.006591787,0.003392582,0.00394319,0.01111399,0.004265686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002122629,0.003130764,0.5144203,0.00116229,0.0003603488,0.001758651,0.003082304,0.01395339,0.005055751,0.005218648,0.1156238,0.3341112],"study_design_scores_gemma":[0.0009188656,0.001661363,0.6264632,0.001041398,0.0005050528,0.00128306,0.008307976,0.07015149,0.0104669,0.002213869,0.2766858,0.0003009958],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6347645,0.0009823658,0.03775423,0.007844142,0.0002505632,0.008288483,0.2742004,0.005013449,0.03090192],"genre_scores_gemma":[0.6592651,0.0007514778,0.1077691,0.001270903,0.0001496796,0.002139708,0.2202636,0.0007947253,0.00759567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06032592,"threshold_uncertainty_score":0.1199496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02823012850066786,"score_gpt":0.3223294488019877,"score_spread":0.2940993203013198,"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."}}