{"id":"W7117301327","doi":"10.1016/j.autneu.2025.103377","title":"From lab to life: Wearables, real-world data, and the future of autonomic research","year":2025,"lang":"en","type":"article","venue":"Autonomic Neuroscience","topic":"Heart Rate Variability and Autonomic Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Children's Hospital","funders":"Libin Cardiovascular Institute, University of Calgary; Canadian Institutes of Health Research; Hotchkiss Brain Institute; Alberta Innovates - Health Solutions; Campus Alberta Neuroscience; Compute Canada; Natural Sciences and Engineering Research Council of Canada; Fondation Brain Canada","keywords":"Wearable computer; Wearable technology; Autonomic function; Function (biology); Autonomic nervous system; mHealth; Health care; Equity (law)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01132494,0.000812734,0.001608706,0.002906882,0.0008296517,0.01097104,0.001353045,0.004119443,0.00521154],"category_scores_gemma":[0.02150419,0.0004608607,0.00068855,0.002881955,0.008181605,0.0196059,0.002864917,0.005222236,0.0009791049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001285595,"about_ca_system_score_gemma":0.002100061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001899368,"about_ca_topic_score_gemma":0.003603469,"domain_scores_codex":[0.9963707,0.002033944,0.0002154803,0.0004104404,0.0008202117,0.0001493131],"domain_scores_gemma":[0.9710714,0.02091581,0.001432821,0.002176819,0.002634066,0.001769233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006001568,0.0003720218,0.03466803,0.003246652,0.0003789745,0.0002892654,0.003384431,0.001782476,0.004074956,0.08702066,0.05480139,0.8093809],"study_design_scores_gemma":[0.00008190934,0.0005565624,0.05388062,0.007345622,0.0002837502,0.001594408,0.01173678,0.007835816,0.001622589,0.6633449,0.251303,0.000413958],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.03099464,0.6502818,0.05200168,0.2394394,0.00721176,0.00006307713,0.001107081,0.000595956,0.01830459],"genre_scores_gemma":[0.3980438,0.4533232,0.06733931,0.05519989,0.02004569,0.000224142,0.0007453463,0.000297738,0.00478076],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01132494,"threshold_uncertainty_score":0.05989271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05237850112066226,"score_gpt":0.3637843051412664,"score_spread":0.3114058040206041,"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."}}