{"id":"W4389057104","doi":"10.2196/preprints.54811","title":"Evaluating the Prevalence of Burnout Among Health Care Professionals Related to Electronic Health Record Use: Systematic Review and Meta-Analysis (Preprint)","year":2023,"lang":"en","type":"review","venue":"","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Burnout; Checklist; Medicine; Meta-analysis; Family medicine; Health care; Systematic review; MEDLINE; Cross-sectional study; Inclusion (mineral); Nursing; Psychology; Clinical psychology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04202402,0.002657441,0.01545489,0.01066145,0.0008336877,0.004179586,0.002433076,0.002782366,0.002780555],"category_scores_gemma":[0.1060814,0.002179349,0.0380458,0.01034216,0.0008726952,0.002353703,0.002390073,0.001563538,0.0002681861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004262056,"about_ca_system_score_gemma":0.005970038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006204276,"about_ca_topic_score_gemma":0.01350881,"domain_scores_codex":[0.9623338,0.01839224,0.01311899,0.002350975,0.003221128,0.000582905],"domain_scores_gemma":[0.9246843,0.0545109,0.01242043,0.002293025,0.005572224,0.0005193158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00106606,0.00003271331,0.006519894,0.3202017,0.6601689,0.00008237988,0.0001171436,0.000194512,0.0001715777,0.00008411603,0.0005894967,0.01077155],"study_design_scores_gemma":[0.0004303909,0.0002462622,0.006676608,0.04625675,0.9444882,0.00009835228,0.00006830025,0.0001326904,0.0002334992,0.0001100052,0.001231875,0.00002707558],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01071633,0.9848433,0.001183808,0.0004894551,0.0003916832,0.001105801,0.0009361015,0.00004155835,0.0002919847],"genre_scores_gemma":[0.2505709,0.7294649,0.008211286,0.001802711,0.0006222567,0.007110997,0.001708991,0.00005670284,0.0004511836],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04202402,"threshold_uncertainty_score":0.2222469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3273461965360219,"score_gpt":0.5736838212749378,"score_spread":0.2463376247389159,"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."}}