{"id":"W4394886516","doi":"10.2196/54811","title":"Evaluating the Prevalence of Burnout Among Health Care Professionals Related to Electronic Health Record Use: Systematic Review and Meta-Analysis","year":2024,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Burnout; Meta-analysis; Health care; Electronic health record; Medicine; Systematic review; Health professionals; MEDLINE; Family medicine; Psychology; Nursing; Computer science; World Wide Web; Clinical psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01491093,0.0004066424,0.003161119,0.0003619895,0.001100023,0.00003999734,0.0006294792,0.0003760938,0.001666462],"category_scores_gemma":[0.002474621,0.0002069293,0.0005905433,0.00189988,0.0001451837,0.0004000402,0.0004538298,0.002476304,0.00008498251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004809261,"about_ca_system_score_gemma":0.005632123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004598039,"about_ca_topic_score_gemma":0.0003717079,"domain_scores_codex":[0.9859783,0.004770869,0.005406248,0.0003803673,0.002293879,0.001170335],"domain_scores_gemma":[0.9921311,0.003479972,0.001887429,0.000958577,0.0006383337,0.0009046544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000009979889,0.00003971131,0.0004546845,0.9346517,0.007648214,0.000001507223,0.04893538,0.000002647872,9.894455e-8,0.00143985,0.005055832,0.00176038],"study_design_scores_gemma":[0.0008754069,0.002144801,0.003518729,0.7567443,0.1501097,0.00002936696,0.06628383,0.01592255,0.000001424601,0.0004856331,0.002728928,0.001155356],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.04926283,0.7832413,0.0007015435,0.1366442,0.00069604,0.02824168,0.0005614046,0.0003915713,0.0002594152],"genre_scores_gemma":[0.6768694,0.09171746,0.004254879,0.1897047,0.0002321762,0.01705736,0.000426915,0.0002066942,0.01953045],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6915239,"threshold_uncertainty_score":0.999825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1281817551008784,"score_gpt":0.5260519587112348,"score_spread":0.3978702036103564,"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."}}