{"id":"W4411150495","doi":"10.1016/j.jmir.2025.101952","title":"Empowering Minds: A Quality Improvement Initiative on Educating Radiation Therapists on Navigating Difficult Conversations Surrounding Anxiety and Depression in Palliative Patients","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":"University of Toronto; Princess Margaret Cancer Centre","funders":"","keywords":"Radiation Therapist; Anxiety; Depression (economics); Psychology; Palliative care; Quality (philosophy); Medical education; Medicine; Psychotherapist; Nursing; Psychiatry; 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":[],"consensus_categories":[],"category_scores_codex":[0.04544295,0.0005738767,0.001015908,0.0008326898,0.005077158,0.004415994,0.004007521,0.003228257,0.004391415],"category_scores_gemma":[0.06501885,0.0009055626,0.002125911,0.001016972,0.002357922,0.003586742,0.01185267,0.01319805,0.0006397649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006634265,"about_ca_system_score_gemma":0.06284525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007070668,"about_ca_topic_score_gemma":0.02947358,"domain_scores_codex":[0.9786131,0.01151781,0.001641151,0.001214976,0.004574989,0.002437866],"domain_scores_gemma":[0.9050099,0.01997896,0.007247756,0.005092652,0.008534717,0.05413602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001268951,0.02426529,0.03354119,0.002244214,0.0006182824,0.000424748,0.02286614,0.001189109,0.001863259,0.003080632,0.1089343,0.799704],"study_design_scores_gemma":[0.02441104,0.03116582,0.3556768,0.01315721,0.002959014,0.001801424,0.07105806,0.008732229,0.01271911,0.02177336,0.4555132,0.001032715],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5032587,0.005220037,0.03226859,0.3965426,0.01289271,0.01111513,0.001264344,0.003479494,0.03395843],"genre_scores_gemma":[0.5919713,0.005698124,0.2509627,0.1264429,0.002021517,0.01247207,0.00143073,0.000637028,0.008363695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04544295,"threshold_uncertainty_score":0.2403282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06388732368661162,"score_gpt":0.4718467776638005,"score_spread":0.4079594539771889,"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."}}