{"id":"W4411150686","doi":"10.1016/j.jmir.2025.101934","title":"Empowering Radiation Therapists as Researchers: A Multi-Center Evaluation of Strategies to Enhance Research Capacity and Output","year":2025,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Center (category theory); Radiation Therapist; Psychology; Research center; Medical physics; Medical education; Medicine; Radiation therapy; Radiology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1787757,0.001209063,0.001384036,0.002392207,0.009400189,0.007255138,0.005084227,0.003762431,0.004055675],"category_scores_gemma":[0.189041,0.00195617,0.002181314,0.001891379,0.00441708,0.007237668,0.01731287,0.003926153,0.0006429116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008452873,"about_ca_system_score_gemma":0.07292164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003294857,"about_ca_topic_score_gemma":0.01662921,"domain_scores_codex":[0.8358062,0.1371886,0.008867922,0.003618354,0.007406173,0.007112808],"domain_scores_gemma":[0.7027913,0.1861364,0.02243152,0.02192423,0.03338855,0.03332799],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.03092682,0.09766416,0.09470425,0.006643192,0.001756684,0.0006950499,0.1237186,0.002792468,0.004386914,0.003931894,0.008964368,0.6238156],"study_design_scores_gemma":[0.07134396,0.1903697,0.213909,0.009501664,0.006272396,0.001247703,0.393911,0.008675341,0.01817407,0.008369789,0.07676505,0.0014602],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9595826,0.000933269,0.005834125,0.007570506,0.0003083958,0.02029595,0.0002651974,0.0002480162,0.004961908],"genre_scores_gemma":[0.9172203,0.001157735,0.04913349,0.00282011,0.00008428411,0.02820858,0.000188945,0.00007632473,0.001110252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8212243,"threshold_uncertainty_score":0.9454674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3594766744218005,"score_gpt":0.6120989941216577,"score_spread":0.2526223196998572,"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."}}