{"id":"https://openalex.org/W4410428262","doi":"https://doi.org/10.1109/tbme.2025.3570937","title":"Predictive Information Decomposition as a Tool to Quantify Emergent Dynamical Behaviors in Physiological Networks","display_name":"Predictive Information Decomposition as a Tool to Quantify Emergent Dynamical Behaviors in Physiological Networks","publication_year":2025,"publication_date":"2025-05-16","ids":{"openalex":"https://openalex.org/W4410428262","doi":"https://doi.org/10.1109/tbme.2025.3570937","pmid":"https://pubmed.ncbi.nlm.nih.gov/40378027"},"language":"en","primary_location":{"id":"doi:10.1109/tbme.2025.3570937","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbme.2025.3570937","pdf_url":null,"source":{"id":"https://openalex.org/S5240358","display_name":"IEEE Transactions on Biomedical Engineering","issn_l":"0018-9294","issn":["0018-9294","1558-2531"],"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 Transactions on Biomedical Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://air.unimi.it/bitstream/2434/1236617/3/PrID_preprint.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5036606451","display_name":"Luca Faes","orcid":"https://orcid.org/0000-0002-3271-5348"},"institutions":[{"id":"https://openalex.org/I900890020","display_name":"University of Palermo","ror":"https://ror.org/044k9ta02","country_code":"IT","type":"education","lineage":["https://openalex.org/I900890020"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Luca Faes","raw_affiliation_strings":["Department of Engineering, University of Palermo, Palermo, Italy","Department of Engineering, University of Palermo, Italy"],"raw_orcid":"https://orcid.org/0000-0002-3271-5348","affiliations":[{"raw_affiliation_string":"Department of Engineering, University of Palermo, Palermo, Italy","institution_ids":["https://openalex.org/I900890020"]},{"raw_affiliation_string":"Department of Engineering, University of Palermo, Italy","institution_ids":["https://openalex.org/I900890020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016282913","display_name":"Gorana Mijatovi\u0107","orcid":"https://orcid.org/0000-0002-7409-8130"},"institutions":[{"id":"https://openalex.org/I170726198","display_name":"University of Novi Sad","ror":"https://ror.org/00xa57a59","country_code":"RS","type":"education","lineage":["https://openalex.org/I170726198"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Gorana Mijatovic","raw_affiliation_strings":["Faculty of Technical Sciences, University of Novi Sad, Serbia"],"raw_orcid":"https://orcid.org/0000-0002-7409-8130","affiliations":[{"raw_affiliation_string":"Faculty of Technical Sciences, University of Novi Sad, Serbia","institution_ids":["https://openalex.org/I170726198"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018576999","display_name":"Laura Sparacino","orcid":"https://orcid.org/0000-0001-8969-9257"},"institutions":[{"id":"https://openalex.org/I900890020","display_name":"University of Palermo","ror":"https://ror.org/044k9ta02","country_code":"IT","type":"education","lineage":["https://openalex.org/I900890020"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Laura Sparacino","raw_affiliation_strings":["Department of Engineering, University of Palermo, Palermo, Italy","Department of Engineering, University of Palermo, Italy"],"raw_orcid":"https://orcid.org/0000-0001-8969-9257","affiliations":[{"raw_affiliation_string":"Department of Engineering, University of Palermo, Palermo, Italy","institution_ids":["https://openalex.org/I900890020"]},{"raw_affiliation_string":"Department of Engineering, University of Palermo, Italy","institution_ids":["https://openalex.org/I900890020"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033974415","display_name":"Alberto Porta","orcid":"https://orcid.org/0000-0002-6720-9824"},"institutions":[{"id":"https://openalex.org/I189158943","display_name":"University of Milan","ror":"https://ror.org/00wjc7c48","country_code":"IT","type":"education","lineage":["https://openalex.org/I189158943"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Alberto Porta","raw_affiliation_strings":["Department of Biomedical Sciences for Health, University of Milano, Italy"],"raw_orcid":"https://orcid.org/0000-0002-6720-9824","affiliations":[{"raw_affiliation_string":"Department of Biomedical Sciences for Health, University of Milano, Italy","institution_ids":["https://openalex.org/I189158943"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5036606451"],"corresponding_institution_ids":["https://openalex.org/I900890020"],"apc_list":null,"apc_paid":null,"fwci":2.4804,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.89050918,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"72","issue":"12","first_page":"3515","last_page":"3524"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9150999784469604,"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"}},"topics":[{"id":"https://openalex.org/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9150999784469604,"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/T13283","display_name":"Mental Health Research Topics","score":0.02319999970495701,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.011900000274181366,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/decomposition","display_name":"Decomposition","score":0.6090140342712402},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5434212684631348},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38120877742767334},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.32585400342941284},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.11792218685150146},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.11357218027114868}],"concepts":[{"id":"https://openalex.org/C124681953","wikidata":"https://www.wikidata.org/wiki/Q339062","display_name":"Decomposition","level":2,"score":0.6090140342712402},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5434212684631348},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38120877742767334},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.32585400342941284},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.11792218685150146},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.11357218027114868}],"mesh":[{"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":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D006339","descriptor_name":"Heart Rate","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"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":"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":4,"locations":[{"id":"doi:10.1109/tbme.2025.3570937","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbme.2025.3570937","pdf_url":null,"source":{"id":"https://openalex.org/S5240358","display_name":"IEEE Transactions on Biomedical Engineering","issn_l":"0018-9294","issn":["0018-9294","1558-2531"],"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 Transactions on Biomedical Engineering","raw_type":"journal-article"},{"id":"pmid:40378027","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40378027","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 transactions on bio-medical engineering","raw_type":null},{"id":"pmh:oai:air.unimi.it:2434/1236617","is_oa":true,"landing_page_url":"https://hdl.handle.net/2434/1236617","pdf_url":"https://air.unimi.it/bitstream/2434/1236617/3/PrID_preprint.pdf","source":{"id":"https://openalex.org/S4306400516","display_name":"Archivio Istituzionale della Ricerca (Universita Degli Studi Di Milano)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I189158943","host_organization_name":"University of Milan","host_organization_lineage":["https://openalex.org/I189158943"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:iris.unipa.it:10447/684344","is_oa":true,"landing_page_url":"https://hdl.handle.net/10447/684344","pdf_url":null,"source":{"id":"https://openalex.org/S4306401065","display_name":"Nova Science Publishers (Nova Science Publishers, Inc.)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:air.unimi.it:2434/1236617","is_oa":true,"landing_page_url":"https://hdl.handle.net/2434/1236617","pdf_url":"https://air.unimi.it/bitstream/2434/1236617/3/PrID_preprint.pdf","source":{"id":"https://openalex.org/S4306400516","display_name":"Archivio Istituzionale della Ricerca (Universita Degli Studi Di Milano)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I189158943","host_organization_name":"University of Milan","host_organization_lineage":["https://openalex.org/I189158943"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410428262.pdf","grobid_xml":"https://content.openalex.org/works/W4410428262.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"OBJECTIVE:":[0],"This":[1,184],"work":[2],"introduces":[3],"a":[4,27,32,191,209],"framework":[5,89],"for":[6],"multivariate":[7,181],"time":[8,182],"series":[9],"analysis":[10],"aimed":[11],"at":[12,139],"detecting":[13],"and":[14,45,49,58,68,124,136,141,200,226],"quantifying":[15,54],"collective":[16],"emerging":[17,107],"behaviors":[18,108],"in":[19,92,101,110,198],"the":[20,38,43,55,63,66,69,79,82,85,128,146,171,187,214,221],"dynamics":[21],"of":[22,65,71,81,131,148,173,193,205,216,224],"physiological":[23],"networks.":[24,202],"METHODS:":[25],"Given":[26],"network":[28,47,67,174,228],"system":[29,161],"mapped":[30],"by":[31,62],"vector":[33,95],"random":[34],"process,":[35],"we":[36],"compute":[37],"predictive":[39],"information":[40,60],"(PI)":[41],"between":[42],"present":[44,64],"past":[46,70],"states":[48],"dissect":[50],"it":[51],"into":[52],"amounts":[53],"unique,":[56],"redundant":[57,86],"synergistic":[59,83],"shared":[61],"each":[72],"unit.":[73],"Emergence":[74],"is":[75,90],"then":[76],"quantified":[77],"as":[78,153,155,190],"prevalence":[80],"over":[84],"contribution.":[87],"The":[88,120],"implemented":[91],"practice":[93],"using":[94],"autoregressive":[96],"(VAR)":[97],"models.":[98],"RESULTS:":[99],"Validation":[100],"simulated":[102],"VAR":[103,177],"processes":[104],"documents":[105],"that":[106,219],"arise":[109],"networks":[111,126],"where":[112],"multiple":[113],"causal":[114,206,217],"interactions":[115],"coexist":[116],"with":[117,158],"internal":[118],"dynamics.":[119],"application":[121],"to":[122,180,212],"cardiovascular":[123,199,225],"respiratory":[125,201],"mapping":[127],"beat-to-beat":[129],"variability":[130],"heart":[132],"rate,":[133],"arterial":[134],"pressure":[135],"respiration":[137],"measured":[138],"rest":[140],"during":[142],"postural":[143],"stress":[144],"reveals":[145],"presence":[147],"statistically":[149],"significant":[150],"net":[151],"synergy,":[152],"well":[154],"its":[156],"modulation":[157],"sympathetic":[159],"nervous":[160],"activation.":[162],"CONCLUSION:":[163],"Causal":[164],"emergence":[165,207],"can":[166],"be":[167],"efficiently":[168],"assessed":[169],"decomposing":[170],"PI":[172],"systems":[175,229],"via":[176],"models":[178],"applied":[179],"series.":[183],"approach":[185],"evidences":[186],"synergy/redundancy":[188],"balance":[189],"hallmark":[192],"integrated":[194],"short-term":[195],"autonomic":[196],"control":[197],"SIGNIFICANCE:":[203],"Measures":[204],"provide":[208],"practical":[210],"tool":[211],"quantify":[213],"mechanisms":[215],"influence":[218],"determine":[220],"dynamic":[222],"state":[223],"neural":[227],"across":[230],"distinct":[231],"physiopathological":[232],"conditions.":[233]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-04-29T09:16:38.111599","created_date":"2025-10-10T00:00:00"}
