{"id":"W3002424576","doi":"10.3390/bioengineering10070822","title":"Heart Rate Variability Code: Does It Exist and Can We Hack It?","year":2023,"lang":"en","type":"review","venue":"Bioengineering","topic":"Heart Rate Variability and Autonomic Control","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fonds de Recherche du Québec - Santé; Mitacs; Molly Towell Perinatal Research Foundation; Canadian Institutes of Health Research; Children Neurodevelopmental Disorders Network","keywords":"Heart rate variability; Neuroscience; Computer science; Medicine; Psychology; Heart rate; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001576786,0.0005264357,0.00215662,0.0001932736,0.00007972937,0.00007470649,0.0001260816,0.0004062922,0.0000951586],"category_scores_gemma":[0.000631776,0.0003842269,0.000356168,0.0003365339,0.00008818038,0.00004980738,0.0001306855,0.0006317424,0.0001198104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002791689,"about_ca_system_score_gemma":0.0005401944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008546473,"about_ca_topic_score_gemma":0.00005688826,"domain_scores_codex":[0.9976025,0.0001617676,0.0008587515,0.0007287012,0.0001441227,0.0005041308],"domain_scores_gemma":[0.998016,0.0007899032,0.00009656772,0.0007153815,0.00004947821,0.0003326988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002303959,0.000223486,0.00005785025,0.2427289,0.001557362,0.0001998586,0.0007099631,0.00008276006,0.0006273759,0.001070052,0.003762081,0.7489573],"study_design_scores_gemma":[0.0002861981,0.00004044381,0.00004777946,0.01004664,0.0005362644,0.00004407105,0.00002272306,0.0009845528,0.000005886614,0.00004180799,0.9875703,0.0003733514],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001211046,0.9840924,0.000278063,0.01015393,0.001396687,0.002489157,0.0005014327,0.0006477474,0.0003195124],"genre_scores_gemma":[0.0002682579,0.9959117,0.0004214981,0.0002008286,0.000593507,0.0001689663,0.0000911449,0.0001152947,0.002228761],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9838082,"threshold_uncertainty_score":0.9998609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06506949711672062,"score_gpt":0.3289949407844123,"score_spread":0.2639254436676917,"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."}}