{"id":"W4318455302","doi":"10.7759/cureus.34345","title":"A Systematic Review of Heart Rate Variability as a Measure of Stress in Medical Professionals","year":2023,"lang":"en","type":"review","venue":"Cureus","topic":"Heart Rate Variability and Autonomic Control","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; Victoria General Hospital; University of Manitoba","funders":"","keywords":"Heart rate variability; Medicine; Context (archaeology); Heart rate; Stressor; Autonomic nervous system; Systematic review; Physical therapy; MEDLINE; Internal medicine; Blood pressure; Clinical 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":[0.007969893,0.001546718,0.006881783,0.01663352,0.0008094612,0.002926017,0.001875943,0.002059039,0.004245877],"category_scores_gemma":[0.05879418,0.0009529854,0.006761343,0.01610757,0.0009247578,0.00268491,0.001594476,0.001091082,0.0004563361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004122461,"about_ca_system_score_gemma":0.01464418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01049691,"about_ca_topic_score_gemma":0.02777724,"domain_scores_codex":[0.9887853,0.002956042,0.005216575,0.0008131539,0.001999573,0.0002293336],"domain_scores_gemma":[0.9533061,0.0344089,0.007539405,0.0005418546,0.003797295,0.0004065594],"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":[0.0001042537,0.0000119435,0.0008937237,0.9592474,0.004332342,0.0001128415,0.0002072037,0.00006809299,0.0001250257,0.0001455803,0.001326855,0.03342485],"study_design_scores_gemma":[0.0001015299,0.0001524834,0.005460098,0.9438471,0.03445872,0.0003961446,0.000275432,0.000062664,0.0001408172,0.0002189113,0.01484832,0.00003775706],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001048267,0.9972208,0.000197731,0.0002982192,0.0001385181,0.0002687596,0.0005207169,0.000007970878,0.0002990519],"genre_scores_gemma":[0.01078863,0.9868755,0.0007253112,0.0004891306,0.0001092833,0.0005861861,0.0003194879,0.000006132673,0.0001002449],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01663352,"threshold_uncertainty_score":0.04214931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06106267674289952,"score_gpt":0.403314978774323,"score_spread":0.3422523020314235,"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."}}