{"id":"https://openalex.org/W4407948739","doi":"https://doi.org/10.1109/jbhi.2025.3546148","title":"Real-Time Autoregressive Forecast of Cardiac Features for Psychophysiological Applications","display_name":"Real-Time Autoregressive Forecast of Cardiac Features for Psychophysiological Applications","publication_year":2025,"publication_date":"2025-02-26","ids":{"openalex":"https://openalex.org/W4407948739","doi":"https://doi.org/10.1109/jbhi.2025.3546148","pmid":"https://pubmed.ncbi.nlm.nih.gov/40031642"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2025.3546148","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2025.3546148","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5004129655","display_name":"Cem Okan Yaldiz","orcid":"https://orcid.org/0000-0002-2636-1424"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cem O. Yaldiz","raw_affiliation_strings":["Georgia Institute of Technology","School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, USA"],"raw_orcid":"https://orcid.org/0000-0002-2636-1424","affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology","institution_ids":["https://openalex.org/I130701444"]},{"raw_affiliation_string":"School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, USA","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025168071","display_name":"David J. Lin","orcid":"https://orcid.org/0000-0002-9369-2362"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"David J. Lin","raw_affiliation_strings":["Georgia Institute of Technology","School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, USA"],"raw_orcid":"https://orcid.org/0000-0002-9369-2362","affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology","institution_ids":["https://openalex.org/I130701444"]},{"raw_affiliation_string":"School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, USA","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012617737","display_name":"Asim H. Gazi","orcid":"https://orcid.org/0000-0003-4698-2823"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Asim H. Gazi","raw_affiliation_strings":["Georgia Institute of Technology","School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology","institution_ids":["https://openalex.org/I130701444"]},{"raw_affiliation_string":"School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, USA","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063728088","display_name":"Gabriela I. Cestero","orcid":null},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gabriela Cestero","raw_affiliation_strings":["Georgia Institute of Technology","School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology","institution_ids":["https://openalex.org/I130701444"]},{"raw_affiliation_string":"School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, USA","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108958586","display_name":"Chuoqi Chen","orcid":"https://orcid.org/0009-0000-6806-2548"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chuoqi Chen","raw_affiliation_strings":["Georgia Institute of Technology","School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, USA"],"raw_orcid":"https://orcid.org/0009-0000-6806-2548","affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology","institution_ids":["https://openalex.org/I130701444"]},{"raw_affiliation_string":"School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, USA","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064880906","display_name":"Bethany K. Bracken","orcid":null},"institutions":[{"id":"https://openalex.org/I4210149760","display_name":"Charles River Analytics (United States)","ror":"https://ror.org/03z47zw42","country_code":"US","type":"company","lineage":["https://openalex.org/I4210149760"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bethany K. Bracken","raw_affiliation_strings":["Charles River Analytics Inc","Charles River Analytics Inc., Boston, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Charles River Analytics Inc","institution_ids":["https://openalex.org/I4210149760"]},{"raw_affiliation_string":"Charles River Analytics Inc., Boston, MA, USA","institution_ids":["https://openalex.org/I4210149760"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058006785","display_name":"Aaron Winder","orcid":null},"institutions":[{"id":"https://openalex.org/I4210149760","display_name":"Charles River Analytics (United States)","ror":"https://ror.org/03z47zw42","country_code":"US","type":"company","lineage":["https://openalex.org/I4210149760"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Aaron Winder","raw_affiliation_strings":["Charles River Analytics Inc","Charles River Analytics Inc., Boston, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Charles River Analytics Inc","institution_ids":["https://openalex.org/I4210149760"]},{"raw_affiliation_string":"Charles River Analytics Inc., Boston, MA, USA","institution_ids":["https://openalex.org/I4210149760"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091492670","display_name":"Spencer K. Lynn","orcid":"https://orcid.org/0009-0007-9199-1274"},"institutions":[{"id":"https://openalex.org/I4210149760","display_name":"Charles River Analytics (United States)","ror":"https://ror.org/03z47zw42","country_code":"US","type":"company","lineage":["https://openalex.org/I4210149760"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Spencer Lynn","raw_affiliation_strings":["Charles River Analytics Inc","Charles River Analytics Inc., Boston, MA, USA"],"raw_orcid":"https://orcid.org/0009-0007-9199-1274","affiliations":[{"raw_affiliation_string":"Charles River Analytics Inc","institution_ids":["https://openalex.org/I4210149760"]},{"raw_affiliation_string":"Charles River Analytics Inc., Boston, MA, USA","institution_ids":["https://openalex.org/I4210149760"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069641751","display_name":"Reza Sameni","orcid":"https://orcid.org/0000-0003-4913-6825"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Reza Sameni","raw_affiliation_strings":["Emory University","Department of Biomedical Informatics, Emory University, Atlanta, GA, USA"],"raw_orcid":"https://orcid.org/0000-0003-4913-6825","affiliations":[{"raw_affiliation_string":"Emory University","institution_ids":["https://openalex.org/I150468666"]},{"raw_affiliation_string":"Department of Biomedical Informatics, Emory University, Atlanta, GA, USA","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076927036","display_name":"Omer T. Inan","orcid":"https://orcid.org/0000-0002-7952-1794"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Omer T. Inan","raw_affiliation_strings":["Georgia Institute of Technology","School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, USA"],"raw_orcid":"https://orcid.org/0000-0002-7952-1794","affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology","institution_ids":["https://openalex.org/I130701444"]},{"raw_affiliation_string":"School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, USA","institution_ids":["https://openalex.org/I130701444"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.4036,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.77780723,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"30","issue":"8","first_page":"7019","last_page":"7030"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.8921999931335449,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.8921999931335449,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.8391000032424927,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.8037999868392944,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/autoregressive-model","display_name":"Autoregressive model","score":0.7059881687164307},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6052889823913574},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.42427152395248413},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.406291127204895},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3753095269203186},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.3679123520851135},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3174074590206146},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14246127009391785}],"concepts":[{"id":"https://openalex.org/C159877910","wikidata":"https://www.wikidata.org/wiki/Q2202883","display_name":"Autoregressive model","level":2,"score":0.7059881687164307},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6052889823913574},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.42427152395248413},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.406291127204895},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3753095269203186},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.3679123520851135},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3174074590206146},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14246127009391785}],"mesh":[{"descriptor_ui":"D000098437","descriptor_name":"Prediction Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000098437","descriptor_name":"Prediction Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D006321","descriptor_name":"Heart","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D006321","descriptor_name":"Heart","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011603","descriptor_name":"Psychophysiology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D011603","descriptor_name":"Psychophysiology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2025.3546148","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2025.3546148","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:40031642","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40031642","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE journal of biomedical and health informatics","raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Gender equality","id":"https://metadata.un.org/sdg/5","score":0.4399999976158142}],"awards":[{"id":"https://openalex.org/G4589738153","display_name":null,"funder_award_id":"N6600123C4002","funder_id":"https://openalex.org/F4320338406","funder_display_name":"Naval Information Warfare Center Pacific"}],"funders":[{"id":"https://openalex.org/F4320332180","display_name":"Defense Advanced Research Projects Agency","ror":"https://ror.org/02caytj08"},{"id":"https://openalex.org/F4320338406","display_name":"Naval Information Warfare Center Pacific","ror":"https://ror.org/01gs1cg95"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W1935248124","https://openalex.org/W1992588541","https://openalex.org/W2050003166","https://openalex.org/W2073238767","https://openalex.org/W2087523516","https://openalex.org/W2144447402","https://openalex.org/W2157209869","https://openalex.org/W2161579387","https://openalex.org/W2162273778","https://openalex.org/W2181523240","https://openalex.org/W2247575651","https://openalex.org/W2548975497","https://openalex.org/W2603156040","https://openalex.org/W2621841909","https://openalex.org/W2760082173","https://openalex.org/W2790457091","https://openalex.org/W2795302640","https://openalex.org/W2804281019","https://openalex.org/W2810284424","https://openalex.org/W2896674935","https://openalex.org/W2972762584","https://openalex.org/W2974457857","https://openalex.org/W2975533848","https://openalex.org/W2997591727","https://openalex.org/W3007390456","https://openalex.org/W3022017325","https://openalex.org/W3043956964","https://openalex.org/W3045506621","https://openalex.org/W3073210350","https://openalex.org/W3081622934","https://openalex.org/W3081686649","https://openalex.org/W3084958888","https://openalex.org/W3121236798","https://openalex.org/W3133029134","https://openalex.org/W3138036575","https://openalex.org/W3139241726","https://openalex.org/W3164997025","https://openalex.org/W3179143511","https://openalex.org/W4205932157","https://openalex.org/W4206212643","https://openalex.org/W4223601421","https://openalex.org/W4224993403","https://openalex.org/W4281697729","https://openalex.org/W4295564702","https://openalex.org/W4304692347","https://openalex.org/W4362589781","https://openalex.org/W4375929060","https://openalex.org/W4386527067"],"related_works":["https://openalex.org/W2171218219","https://openalex.org/W1972271943","https://openalex.org/W2150410159","https://openalex.org/W4327525404","https://openalex.org/W4287185323","https://openalex.org/W3150905897","https://openalex.org/W1520183331","https://openalex.org/W2734842993","https://openalex.org/W2156628102","https://openalex.org/W2349019353"],"abstract_inverted_index":{"Forecasting":[0],"the.":[1],"near-exact":[2],"moments":[3],"of":[4,21,54,106,112,140,153,195,221],"cardiac":[5,35,242],"phases":[6,36],"is":[7],"crucial":[8],"for":[9,67,77,172,177,185],"several":[10],"cardiovascular":[11],"health":[12],"applications.":[13],"For":[14],"instance,":[15],"forecasts":[16],"can":[17,214],"enable":[18],"the":[19,52,138,151,192],"timing":[20],"specific":[22],"stimuli":[23],"(e.g.,":[24],"image":[25],"or":[26,63,234],"text":[27],"presentation":[28],"in":[29,60,146],"psycholinguistic":[30],"experiments)":[31],"to":[32,50,88,132,143,208,217],"coincide":[33],"with":[34,166],"like":[37],"systole":[38],"(cardiac":[39,43],"ejection)":[40],"and":[41,92,123,129,150,161,181,203],"diastole":[42],"filling).":[44],"This":[45,95],"capability":[46],"could":[47],"be":[48,215],"leveraged":[49],"enhance":[51],"amplitude":[53],"a":[55,102,218],"subject's":[56],"response,":[57],"prompt":[58],"them":[59],"fight-or-flight":[61],"scenarios":[62],"conduct":[64],"retrospective":[65],"analysis":[66,105],"physiological":[68,78,210,223],"predictive":[69,224],"models.":[70],"While":[71],"autoregressive":[72,107],"models":[73,142,213],"have":[74],"been":[75],"employed":[76],"signal":[79],"forecasting,":[80],"no":[81],"prior":[82],"study":[83],"has":[84],"explored":[85],"their":[86,239],"application":[87],"forecasting":[89],"aortic":[90,121,178,186],"opening":[91,179],"closing":[93,124,187],"timings.":[94,135],"work":[96],"addresses":[97],"this":[98],"gap":[99],"by":[100],"presenting":[101],"comprehensive":[103],"comparative":[104],"models,":[108,198],"including":[109],"various":[110],"forms":[111],"Kalman":[113],"filter-based":[114],"implementations,":[115],"that":[116,159],"use":[117],"previously":[118],"detected":[119],"R-peak,":[120,173],"opening,":[122],"timings":[125],"from":[126],"electrocardiogram":[127],"(ECG)":[128],"seismocardiogram":[130],"(SCG)":[131],"forecast":[133,167],"subsequent":[134],"We":[136],"evaluate":[137],"robustness":[139],"these":[141],"noise":[144,201],"introduced":[145],"both":[147],"SCG":[148],"signals":[149],"output":[152],"feature":[154,243],"detectors.":[155],"Our":[156],"findings":[157],"indicate":[158],"time-varying":[160,204],"multi-feature":[162,197],"algorithms":[163],"outperform":[164],"others,":[165],"errors":[168],"below":[169,174,182],"2":[170],"ms":[171,176,184],"3":[175],"timing,":[180],"10":[183],"timing.":[188],"Importantly,":[189],"we":[190],"elucidate":[191],"distinct":[193],"advantages":[194],"integrating":[196],"which":[199,206],"improve":[200],"robustness,":[202],"approaches,":[205],"adapt":[207],"rapid":[209],"changes.":[211],"These":[212],"extended":[216],"wide":[219],"range":[220],"short-term":[222],"systems,":[225],"such":[226],"as":[227],"acute":[228],"stress":[229],"detection,":[230],"neuromodulation":[231],"sensor":[232],"feedback,":[233],"muscle":[235],"fatigue":[236],"monitoring,":[237],"broadening":[238],"applicability":[240],"beyond":[241],"forecasting.":[244]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-08-12T21:12:35.861297","created_date":"2025-10-10T00:00:00"}