{"id":"W4407022523","doi":"10.1007/s41542-025-00221-6","title":"Do Personal Changes to Sleep, Mindfulness, and Gratitude Predict Changes in Burnout? Longitudinal Results From the Coping Survey","year":2025,"lang":"en","type":"article","venue":"Occupational Health Science","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Acadia University; Saint John Regional Hospital; Dalhousie University","funders":"","keywords":"Gratitude; Burnout; Mindfulness; Psychology; Coping (psychology); Clinical psychology; Social psychology","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":[0.002464165,0.0003047917,0.000317692,0.0005922875,0.0008074636,0.0008453883,0.000417496,0.001116672,0.0009749416],"category_scores_gemma":[0.004951681,0.0005171795,0.0008981421,0.000499037,0.00053635,0.0007391189,0.0008107136,0.001403424,0.0003575076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004188925,"about_ca_system_score_gemma":0.0005953517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009759182,"about_ca_topic_score_gemma":0.01600799,"domain_scores_codex":[0.999221,0.0002921648,0.00006624101,0.00008668871,0.0001176239,0.000216428],"domain_scores_gemma":[0.996047,0.0006231131,0.001467233,0.0003402854,0.0004604905,0.001061968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001217061,0.0004343613,0.997021,0.000004842976,0.00009295747,0.00002684766,0.0006221829,0.00005250935,0.0002393237,0.00001210844,0.00008756112,0.001284491],"study_design_scores_gemma":[0.000003552873,0.000125282,0.9991328,0.000002367405,0.00001219578,0.00001762789,0.0005021497,0.00006739169,0.00004060525,0.000008243567,0.00008366923,0.000004168531],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996568,0.00002695648,0.00003065024,0.00004674861,0.00000658253,0.000006802411,0.00007063429,0.000001121736,0.0001537564],"genre_scores_gemma":[0.9993032,0.00003541511,0.00005460939,0.00003786847,0.000006238215,0.00002196243,0.0002012439,0.000001346859,0.0003381182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009759182,"threshold_uncertainty_score":0.01940477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1237525850650056,"score_gpt":0.4651401112918221,"score_spread":0.3413875262268165,"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."}}