{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01097517,0.00106355,0.002016453,0.003849895,0.001382932,0.007326314,0.002513793,0.004425889,0.005389438],"category_scores_gemma":[0.06024731,0.0005978448,0.0008996547,0.003125572,0.0123058,0.01513619,0.003313906,0.008561378,0.003386986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001982734,"about_ca_system_score_gemma":0.003326284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005642914,"about_ca_topic_score_gemma":0.00331466,"domain_scores_codex":[0.9946243,0.001648443,0.0007484765,0.001279594,0.00141243,0.0002867471],"domain_scores_gemma":[0.967811,0.02000072,0.002891322,0.002608069,0.005542252,0.001146667],"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":[0.0004046875,0.0000659037,0.02492624,0.003862003,0.0003421892,0.0006266034,0.003413856,0.0005575986,0.00117962,0.1115808,0.07004263,0.7829978],"study_design_scores_gemma":[0.00004930198,0.0003996095,0.03750366,0.01445569,0.0003057711,0.00462049,0.005754967,0.001567583,0.0009370995,0.3028184,0.6311235,0.0004638689],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007821984,0.6564948,0.03525166,0.2608832,0.02256572,0.00009169233,0.001103602,0.0004480905,0.01533924],"genre_scores_gemma":[0.1550806,0.6430178,0.03546673,0.0986443,0.05659016,0.0004513978,0.001759838,0.0006942644,0.008294922],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01097517,"threshold_uncertainty_score":0.05804294,"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."}}