{"id":"https://openalex.org/W2339140217","doi":"https://doi.org/10.1109/jbhi.2016.2554546","title":"Predicting Mood Changes in Bipolar Disorder Through Heartbeat Nonlinear Dynamics","display_name":"Predicting Mood Changes in Bipolar Disorder Through Heartbeat Nonlinear Dynamics","publication_year":2016,"publication_date":"2016-04-20","ids":{"openalex":"https://openalex.org/W2339140217","doi":"https://doi.org/10.1109/jbhi.2016.2554546","mag":"2339140217","pmid":"https://pubmed.ncbi.nlm.nih.gov/28113920"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2016.2554546","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2016.2554546","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":true,"oa_status":"green","oa_url":"http://hdl.handle.net/11568/812007","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041459422","display_name":"Gaetano Valenza","orcid":"https://orcid.org/0000-0001-6574-1879"},"institutions":[{"id":"https://openalex.org/I108290504","display_name":"University of Pisa","ror":"https://ror.org/03ad39j10","country_code":"IT","type":"education","lineage":["https://openalex.org/I108290504"]},{"id":"https://openalex.org/I1300504238","display_name":"Piaggio (Italy)","ror":"https://ror.org/00r254y42","country_code":"IT","type":"company","lineage":["https://openalex.org/I1300504238"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Gaetano Valenza","raw_affiliation_strings":["Department of Information Engineering and with the Research Centre \u201cE. Piaggio,\u201d Scool of Engineering, University of Pisa, Pisa, Italy","Department of Information Engineering and with the Research Centre \"E. Piaggio,\" Scool of Engineering, University of Pisa, Pisa, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Information Engineering and with the Research Centre \u201cE. Piaggio,\u201d Scool of Engineering, University of Pisa, Pisa, Italy","institution_ids":["https://openalex.org/I1300504238","https://openalex.org/I108290504"]},{"raw_affiliation_string":"Department of Information Engineering and with the Research Centre \"E. Piaggio,\" Scool of Engineering, University of Pisa, Pisa, Italy","institution_ids":["https://openalex.org/I1300504238","https://openalex.org/I108290504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089812005","display_name":"M. Nardelli","orcid":"https://orcid.org/0000-0003-0453-7465"},"institutions":[{"id":"https://openalex.org/I108290504","display_name":"University of Pisa","ror":"https://ror.org/03ad39j10","country_code":"IT","type":"education","lineage":["https://openalex.org/I108290504"]},{"id":"https://openalex.org/I1300504238","display_name":"Piaggio (Italy)","ror":"https://ror.org/00r254y42","country_code":"IT","type":"company","lineage":["https://openalex.org/I1300504238"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Mimma Nardelli","raw_affiliation_strings":["Department of Information Engineering and with the Research Centre \u201cE. Piaggio,\u201d Scool of Engineering, University of Pisa, Pisa, Italy","Department of Information Engineering and with the Research Centre \"E. Piaggio,\" Scool of Engineering, University of Pisa, Pisa, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Information Engineering and with the Research Centre \u201cE. Piaggio,\u201d Scool of Engineering, University of Pisa, Pisa, Italy","institution_ids":["https://openalex.org/I1300504238","https://openalex.org/I108290504"]},{"raw_affiliation_string":"Department of Information Engineering and with the Research Centre \"E. Piaggio,\" Scool of Engineering, University of Pisa, Pisa, Italy","institution_ids":["https://openalex.org/I1300504238","https://openalex.org/I108290504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040595723","display_name":"Antonio Lanat\u00e0","orcid":"https://orcid.org/0000-0002-6540-5952"},"institutions":[{"id":"https://openalex.org/I108290504","display_name":"University of Pisa","ror":"https://ror.org/03ad39j10","country_code":"IT","type":"education","lineage":["https://openalex.org/I108290504"]},{"id":"https://openalex.org/I1300504238","display_name":"Piaggio (Italy)","ror":"https://ror.org/00r254y42","country_code":"IT","type":"company","lineage":["https://openalex.org/I1300504238"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Antonio Lanata","raw_affiliation_strings":["Department of Information Engineering and with the Research Centre \u201cE. Piaggio,\u201d Scool of Engineering, University of Pisa, Pisa, Italy","Department of Information Engineering and with the Research Centre \"E. Piaggio,\" Scool of Engineering, University of Pisa, Pisa, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Information Engineering and with the Research Centre \u201cE. Piaggio,\u201d Scool of Engineering, University of Pisa, Pisa, Italy","institution_ids":["https://openalex.org/I1300504238","https://openalex.org/I108290504"]},{"raw_affiliation_string":"Department of Information Engineering and with the Research Centre \"E. Piaggio,\" Scool of Engineering, University of Pisa, Pisa, Italy","institution_ids":["https://openalex.org/I1300504238","https://openalex.org/I108290504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014470027","display_name":"Claudio Gentili","orcid":"https://orcid.org/0000-0002-2579-8755"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Claudio Gentili","raw_affiliation_strings":["Department of Department of General Psychology, University of Padua, Paudua, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Department of General Psychology, University of Padua, Paudua, Italy","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026033159","display_name":"Gilles Bertschy","orcid":"https://orcid.org/0000-0002-0827-7659"},"institutions":[{"id":"https://openalex.org/I68947357","display_name":"Universit\u00e9 de Strasbourg","ror":"https://ror.org/00pg6eq24","country_code":"FR","type":"education","lineage":["https://openalex.org/I68947357"]},{"id":"https://openalex.org/I154526488","display_name":"Inserm","ror":"https://ror.org/02vjkv261","country_code":"FR","type":"funder","lineage":["https://openalex.org/I154526488"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Gilles Bertschy","raw_affiliation_strings":["Department of Psychiatry and Mental Health, Strasbourg University Hospital, INSERM U1114, University of Strasbourg, Strasbourg, France"],"affiliations":[{"raw_affiliation_string":"Department of Psychiatry and Mental Health, Strasbourg University Hospital, INSERM U1114, University of Strasbourg, Strasbourg, France","institution_ids":["https://openalex.org/I68947357","https://openalex.org/I154526488"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074139693","display_name":"Markus Kosel","orcid":"https://orcid.org/0000-0001-7030-3208"},"institutions":[{"id":"https://openalex.org/I114457229","display_name":"University of Geneva","ror":"https://ror.org/01swzsf04","country_code":"CH","type":"education","lineage":["https://openalex.org/I114457229"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Markus Kosel","raw_affiliation_strings":["University of Geneva, Geneva, Swizerland"],"affiliations":[{"raw_affiliation_string":"University of Geneva, Geneva, Swizerland","institution_ids":["https://openalex.org/I114457229"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007174065","display_name":"Enzo Pasquale Scilingo","orcid":"https://orcid.org/0000-0003-2588-4917"},"institutions":[{"id":"https://openalex.org/I108290504","display_name":"University of Pisa","ror":"https://ror.org/03ad39j10","country_code":"IT","type":"education","lineage":["https://openalex.org/I108290504"]},{"id":"https://openalex.org/I1300504238","display_name":"Piaggio (Italy)","ror":"https://ror.org/00r254y42","country_code":"IT","type":"company","lineage":["https://openalex.org/I1300504238"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Enzo Pasquale Scilingo","raw_affiliation_strings":["Department of Information Engineering and with the Research Centre \u201cE. Piaggio,\u201d Scool of Engineering, University of Pisa, Pisa, Italy","Department of Information Engineering and with the Research Centre \"E. Piaggio,\" Scool of Engineering, University of Pisa, Pisa, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Information Engineering and with the Research Centre \u201cE. Piaggio,\u201d Scool of Engineering, University of Pisa, Pisa, Italy","institution_ids":["https://openalex.org/I1300504238","https://openalex.org/I108290504"]},{"raw_affiliation_string":"Department of Information Engineering and with the Research Centre \"E. Piaggio,\" Scool of Engineering, University of Pisa, Pisa, Italy","institution_ids":["https://openalex.org/I1300504238","https://openalex.org/I108290504"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5041459422"],"corresponding_institution_ids":["https://openalex.org/I108290504","https://openalex.org/I1300504238"],"apc_list":null,"apc_paid":null,"fwci":6.9584,"has_fulltext":false,"cited_by_count":67,"citation_normalized_percentile":{"value":0.97572936,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"20","issue":"4","first_page":"1034","last_page":"1043"},"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":0.9987999796867371,"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":0.9987999796867371,"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":0.992900013923645,"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/T10854","display_name":"Bipolar Disorder and Treatment","score":0.9902999997138977,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/bipolar-disorder","display_name":"Bipolar disorder","score":0.8243597745895386},{"id":"https://openalex.org/keywords/heartbeat","display_name":"Heartbeat","score":0.8092693090438843},{"id":"https://openalex.org/keywords/mania","display_name":"Mania","score":0.8072057962417603},{"id":"https://openalex.org/keywords/mood","display_name":"Mood","score":0.7068839073181152},{"id":"https://openalex.org/keywords/heart-rate-variability","display_name":"Heart rate variability","score":0.5442947745323181},{"id":"https://openalex.org/keywords/hypomania","display_name":"Hypomania","score":0.4509536325931549},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.44962626695632935},{"id":"https://openalex.org/keywords/rhythm","display_name":"Rhythm","score":0.4123905897140503},{"id":"https://openalex.org/keywords/depression","display_name":"Depression (economics)","score":0.41043365001678467},{"id":"https://openalex.org/keywords/heart-rate","display_name":"Heart rate","score":0.30316799879074097},{"id":"https://openalex.org/keywords/clinical-psychology","display_name":"Clinical psychology","score":0.29438352584838867},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.2933851182460785},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.286105751991272},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.16806474328041077},{"id":"https://openalex.org/keywords/blood-pressure","display_name":"Blood pressure","score":0.09281089901924133}],"concepts":[{"id":"https://openalex.org/C2776174506","wikidata":"https://www.wikidata.org/wiki/Q131755","display_name":"Bipolar disorder","level":3,"score":0.8243597745895386},{"id":"https://openalex.org/C13852961","wikidata":"https://www.wikidata.org/wiki/Q17021880","display_name":"Heartbeat","level":2,"score":0.8092693090438843},{"id":"https://openalex.org/C2776809841","wikidata":"https://www.wikidata.org/wiki/Q185935","display_name":"Mania","level":4,"score":0.8072057962417603},{"id":"https://openalex.org/C2780733359","wikidata":"https://www.wikidata.org/wiki/Q331769","display_name":"Mood","level":2,"score":0.7068839073181152},{"id":"https://openalex.org/C71635504","wikidata":"https://www.wikidata.org/wiki/Q933954","display_name":"Heart rate variability","level":4,"score":0.5442947745323181},{"id":"https://openalex.org/C2778567577","wikidata":"https://www.wikidata.org/wiki/Q188611","display_name":"Hypomania","level":5,"score":0.4509536325931549},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.44962626695632935},{"id":"https://openalex.org/C135343436","wikidata":"https://www.wikidata.org/wiki/Q170406","display_name":"Rhythm","level":2,"score":0.4123905897140503},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.41043365001678467},{"id":"https://openalex.org/C2777953023","wikidata":"https://www.wikidata.org/wiki/Q1073121","display_name":"Heart rate","level":3,"score":0.30316799879074097},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.29438352584838867},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2933851182460785},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.286105751991272},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.16806474328041077},{"id":"https://openalex.org/C84393581","wikidata":"https://www.wikidata.org/wiki/Q82642","display_name":"Blood pressure","level":2,"score":0.09281089901924133},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":7,"locations":[{"id":"doi:10.1109/jbhi.2016.2554546","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2016.2554546","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:28113920","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/28113920","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":null},{"id":"pmh:oai:unige.ch:aou:unige:89967","is_oa":false,"landing_page_url":"https://archive-ouverte.unige.ch/unige:89967","pdf_url":null,"source":{"id":"https://openalex.org/S4306402259","display_name":"Archive ouverte UNIGE (University of Geneva)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I114457229","host_organization_name":"University of Geneva","host_organization_lineage":["https://openalex.org/I114457229"],"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, vol. 20, no. 4 (2016) p. 1034-1043","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:HAL:hal-05033362v1","is_oa":false,"landing_page_url":"https://hal.science/hal-05033362","pdf_url":null,"source":{"id":"https://openalex.org/S4406922466","display_name":"SPIRE - Sciences Po Institutional REpository","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics, 2016, 20 (4), pp.1034--1043. ⟨10.1109/JBHI.2016.2554546⟩","raw_type":"Journal articles"},{"id":"pmh:oai:arpi.unipi.it:11568/812007","is_oa":true,"landing_page_url":"http://hdl.handle.net/11568/812007","pdf_url":null,"source":{"id":"https://openalex.org/S4377196265","display_name":"CINECA IRIS Institutial research information system (University of Pisa)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I108290504","host_organization_name":"University of Pisa","host_organization_lineage":["https://openalex.org/I108290504"],"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":"","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:flore.unifi.it:2158/1192153","is_oa":false,"landing_page_url":"http://hdl.handle.net/2158/1192153","pdf_url":null,"source":{"id":"https://openalex.org/S4306402033","display_name":"Florence Research (University of Florence)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45084792","host_organization_name":"University of Florence","host_organization_lineage":["https://openalex.org/I45084792"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:www.research.unipd.it:11577/3200265","is_oa":false,"landing_page_url":"http://hdl.handle.net/11577/3200265","pdf_url":null,"source":{"id":"https://openalex.org/S4306402547","display_name":"Padua Research Archive (University of Padova)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138689650","host_organization_name":"University of Padua","host_organization_lineage":["https://openalex.org/I138689650"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"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:arpi.unipi.it:11568/812007","is_oa":true,"landing_page_url":"http://hdl.handle.net/11568/812007","pdf_url":null,"source":{"id":"https://openalex.org/S4377196265","display_name":"CINECA IRIS Institutial research information system (University of Pisa)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I108290504","host_organization_name":"University of Pisa","host_organization_lineage":["https://openalex.org/I108290504"],"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":"","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[{"score":0.6299999952316284,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[{"id":"https://openalex.org/G8206122946","display_name":null,"funder_award_id":"689691","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":62,"referenced_works":["https://openalex.org/W174942904","https://openalex.org/W1492931751","https://openalex.org/W1561055476","https://openalex.org/W1572553831","https://openalex.org/W1862394037","https://openalex.org/W1970841939","https://openalex.org/W1973240358","https://openalex.org/W1973269950","https://openalex.org/W1977600154","https://openalex.org/W1978416735","https://openalex.org/W1978663763","https://openalex.org/W1981020864","https://openalex.org/W1984344128","https://openalex.org/W1991656650","https://openalex.org/W2002376302","https://openalex.org/W2010461648","https://openalex.org/W2017135235","https://openalex.org/W2017887406","https://openalex.org/W2022373774","https://openalex.org/W2023073162","https://openalex.org/W2023311435","https://openalex.org/W2026699230","https://openalex.org/W2027243048","https://openalex.org/W2027309689","https://openalex.org/W2032149427","https://openalex.org/W2032986133","https://openalex.org/W2033368171","https://openalex.org/W2048804797","https://openalex.org/W2049325486","https://openalex.org/W2055618902","https://openalex.org/W2059912118","https://openalex.org/W2061242167","https://openalex.org/W2062109423","https://openalex.org/W2064130806","https://openalex.org/W2079210585","https://openalex.org/W2080289932","https://openalex.org/W2081622818","https://openalex.org/W2093135989","https://openalex.org/W2101697102","https://openalex.org/W2104270987","https://openalex.org/W2107900025","https://openalex.org/W2116763520","https://openalex.org/W2123958620","https://openalex.org/W2124969157","https://openalex.org/W2125814916","https://openalex.org/W2129870785","https://openalex.org/W2131671310","https://openalex.org/W2132515561","https://openalex.org/W2140257007","https://openalex.org/W2145141773","https://openalex.org/W2150049965","https://openalex.org/W2153489243","https://openalex.org/W2153635508","https://openalex.org/W2153722516","https://openalex.org/W2159061031","https://openalex.org/W2159472025","https://openalex.org/W2162273778","https://openalex.org/W2221831393","https://openalex.org/W2270296195","https://openalex.org/W2274534773","https://openalex.org/W2327416138","https://openalex.org/W6607110617"],"related_works":["https://openalex.org/W2187864701","https://openalex.org/W2462983098","https://openalex.org/W2132014094","https://openalex.org/W1977674187","https://openalex.org/W2059519261","https://openalex.org/W3176398639","https://openalex.org/W2205946805","https://openalex.org/W2245992925","https://openalex.org/W2276625325","https://openalex.org/W1997205525"],"abstract_inverted_index":{"Bipolar":[0],"Disorder":[1],"(BD)":[2],"is":[3,43],"characterized":[4],"by":[5],"an":[6],"alternation":[7],"of":[8,20,35,76,163,201,210,213,221,271],"mood":[9,89,249,273],"states":[10,274],"from":[11,99,130,158,229],"depression":[12,21],"to":[13,174,189,218,268],"(hypo)mania.":[14],"Mixed":[15],"states,":[16],"i.e.,":[17,116],"a":[18,86,159,164,182,230,248],"combination":[19],"and":[22,49,121,171,224,236],"mania":[23],"symptoms":[24],"at":[25,233,239,252],"the":[26,39,72,77,100,117,144,197,269],"same":[27],"time,":[28],"can":[29],"also":[30],"be":[31],"present.":[32],"The":[33],"diagnosis":[34],"this":[36,81,214],"disorder":[37],"in":[38,91,143,246,275],"current":[40,231],"clinical":[41,74],"practice":[42],"based":[44],"only":[45],"on":[46,257],"subjective":[47],"interviews":[48],"questionnaires,":[50],"while":[51],"no":[52,62],"reliable":[53],"objective":[54],"psychophysiological":[55],"markers":[56,64],"are":[57,61,104],"available.":[58],"Furthermore,":[59],"there":[60],"biological":[63],"predicting":[65,88,272],"BD":[66,92],"outcomes,":[67],"or":[68],"providing":[69],"information":[70],"about":[71],"future":[73],"course":[75],"phenomenon.":[78],"To":[79],"overcome":[80],"limitation,":[82],"here":[83,105],"we":[84],"propose":[85],"methodology":[87],"changes":[90,103],"using":[93],"heartbeat":[94,202,279],"nonlinear":[95,225,280],"dynamics":[96,203,281],"exclusively,":[97],"derived":[98],"ECG.":[101],"Mood":[102],"intended":[106],"as":[107,261,263],"transitioning":[108],"between":[109],"two":[110],"mental":[111],"states:":[112],"euthymic":[113],"state":[114,250],"(EUT),":[115],"good":[118],"affective":[119],"balance,":[120],"non-euthymic":[122],"(non-EUT)":[123],"states.":[124],"Heart":[125],"Rate":[126],"Variability":[127],"(HRV)":[128],"series":[129],"14":[131,185],"bipolar":[132,276],"spectrum":[133],"patients":[134,277],"(age:":[135],"33.439.76,":[136],"age":[137],"range:":[138],"23-54;":[139],"6":[140],"females)":[141],"involved":[142],"European":[145],"project":[146],"PSYCHE,":[147],"undergoing":[148],"whole":[149],"night":[150],"ECG":[151],"monitoring":[152],"were":[153,156,216,255],"analyzed.":[154],"Data":[155],"gathered":[157],"wearable":[160],"system":[161],"comprised":[162],"comfortable":[165],"t-shirt":[166],"with":[167],"integrated":[168],"fabric":[169],"electrodes":[170],"sensors":[172],"able":[173,188],"acquire":[175],"ECGs.":[176],"Each":[177],"patient":[178],"was":[179,204],"monitored":[180],"twice":[181],"week,":[183],"for":[184,206],"weeks,":[186],"being":[187],"perform":[190],"normal":[191],"(unstructured)":[192],"activities.":[193],"From":[194],"each":[195],"acquisition,":[196],"longest":[198],"artifact-free":[199],"segment":[200,215],"selected":[205],"further":[207],"analyses.":[208],"Sub-segments":[209],"5":[211],"minutes":[212],"used":[217],"estimate":[219],"trends":[220],"HRV":[222],"linear":[223],"dynamics.":[226],"Considering":[227],"data":[228],"observation":[232],"day":[234,253],"t0,":[235],"past":[237],"observations":[238],"days":[240],"(t\udbc0\udc001,":[241],"t\udbc0\udc002,...,),":[242],"personalized":[243],"prediction":[244],"accuracies":[245],"forecasting":[247],"(EUT/non-EUT)":[251],"t+1":[254],"69%":[256],"average,":[258],"reaching":[259],"values":[260],"high":[262],"83.3%.":[264],"This":[265],"approach":[266],"opens":[267],"possibility":[270],"through":[278],"exclusively.":[282]},"counts_by_year":[{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":9},{"year":2019,"cited_by_count":11},{"year":2018,"cited_by_count":8},{"year":2017,"cited_by_count":8},{"year":2016,"cited_by_count":4}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}