{"id":"W4414475221","doi":"10.1177/08465371251369842","title":"Burnout and Wellness Interventions Among Canadian Radiology Trainees: A Single Institution Study","year":2025,"lang":"en","type":"article","venue":"Canadian Association of Radiologists Journal","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Columbian Hospital; University of British Columbia","funders":"","keywords":"Burnout; Psychological intervention; Institution; Academic institution; MEDLINE","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002561186,0.0003896584,0.0005765922,0.001281486,0.006386713,0.001425699,0.001142267,0.0006345922,0.002282943],"category_scores_gemma":[0.006113737,0.0005476998,0.000681676,0.00206265,0.001160968,0.0004638052,0.001523378,0.001079118,0.0002967411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02738483,"about_ca_system_score_gemma":0.07287166,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8993906,"about_ca_topic_score_gemma":0.966266,"domain_scores_codex":[0.9967988,0.000490329,0.0001084912,0.000242261,0.001103879,0.00125628],"domain_scores_gemma":[0.9920306,0.0005357164,0.001332601,0.000217393,0.002505747,0.003377893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001971971,0.001056219,0.9652781,0.0001605201,0.00006133258,0.0002746492,0.009162754,0.00007760887,0.0005341616,0.00007067648,0.001806256,0.02132036],"study_design_scores_gemma":[0.00003420476,0.0005353978,0.9862466,0.0001205152,0.000035876,0.0001652607,0.01033476,0.0001308846,0.0001973585,0.00001502899,0.002156754,0.00002739648],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980062,0.0002671513,0.00008531392,0.0003182728,0.00001465529,0.0001206317,0.000181151,0.000007567688,0.0009991659],"genre_scores_gemma":[0.9975227,0.0005337553,0.0004663397,0.000389237,0.00001936356,0.0001132722,0.000196524,0.000007404446,0.0007513827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1006094,"threshold_uncertainty_score":0.2024038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04702184268509545,"score_gpt":0.3901913556738988,"score_spread":0.3431695129888034,"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."}}