{"id":"https://openalex.org/W2291059872","doi":"https://doi.org/10.1109/embc.2015.7320186","title":"Wearable technology and ECG processing for fall risk assessment, prevention and detection","display_name":"Wearable technology and ECG processing for fall risk assessment, prevention and detection","publication_year":2015,"publication_date":"2015-08-01","ids":{"openalex":"https://openalex.org/W2291059872","doi":"https://doi.org/10.1109/embc.2015.7320186","mag":"2291059872","pmid":"https://pubmed.ncbi.nlm.nih.gov/26738086"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2015.7320186","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2015.7320186","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-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/A5069989966","display_name":"Paolo Melillo","orcid":"https://orcid.org/0000-0002-6519-0293"},"institutions":[{"id":"https://openalex.org/I197809005","display_name":"University of Campania \"Luigi Vanvitelli\"","ror":"https://ror.org/02kqnpp86","country_code":"IT","type":"education","lineage":["https://openalex.org/I197809005"]},{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Paolo Melillo","raw_affiliation_strings":["Second University of Naples, Naples, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Second University of Naples, Naples, Italy","institution_ids":["https://openalex.org/I71267560","https://openalex.org/I197809005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049254168","display_name":"Rossana Castaldo","orcid":"https://orcid.org/0000-0003-4143-1678"},"institutions":[{"id":"https://openalex.org/I39555362","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86","country_code":"GB","type":"education","lineage":["https://openalex.org/I39555362"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Rossana Castaldo","raw_affiliation_strings":["School of Engineering, University of Warwick, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering, University of Warwick, UK","institution_ids":["https://openalex.org/I39555362"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078804257","display_name":"Giovanna Sannino","orcid":"https://orcid.org/0000-0001-7856-8761"},"institutions":[{"id":"https://openalex.org/I3005160176","display_name":"Institute for High Performance Computing and Networking","ror":"https://ror.org/04r5fge26","country_code":"IT","type":"facility","lineage":["https://openalex.org/I3005160176","https://openalex.org/I4210155236"]},{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giovanna Sannino","raw_affiliation_strings":["Institute of High-Performance Computing and Networking (ICAR) of the National Research Council of Italy (CNR), Naples, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of High-Performance Computing and Networking (ICAR) of the National Research Council of Italy (CNR), Naples, Italy","institution_ids":["https://openalex.org/I3005160176","https://openalex.org/I4210155236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001562601","display_name":"Ada Orrico","orcid":null},"institutions":[{"id":"https://openalex.org/I197809005","display_name":"University of Campania \"Luigi Vanvitelli\"","ror":"https://ror.org/02kqnpp86","country_code":"IT","type":"education","lineage":["https://openalex.org/I197809005"]},{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Ada Orrico","raw_affiliation_strings":["Second University of Naples, Naples, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Second University of Naples, Naples, Italy","institution_ids":["https://openalex.org/I71267560","https://openalex.org/I197809005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025157025","display_name":"Giuseppe De Pietro","orcid":"https://orcid.org/0000-0002-4675-5957"},"institutions":[{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giuseppe de Pietro","raw_affiliation_strings":["Institute ot Hign-Peformance Corupuung and Networking (ICAR) of the National Research Council of Italy (CNR), Naples, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute ot Hign-Peformance Corupuung and Networking (ICAR) of the National Research Council of Italy (CNR), Naples, Italy","institution_ids":["https://openalex.org/I4210155236"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021472133","display_name":"Leandro Pecchia","orcid":"https://orcid.org/0000-0002-7900-5415"},"institutions":[{"id":"https://openalex.org/I39555362","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86","country_code":"GB","type":"education","lineage":["https://openalex.org/I39555362"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Leandro Pecchia","raw_affiliation_strings":["School of Engineering, University of Warwick, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering, University of Warwick, UK","institution_ids":["https://openalex.org/I39555362"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.8308,"has_fulltext":false,"cited_by_count":46,"citation_normalized_percentile":{"value":0.91577517,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"2015","issue":null,"first_page":"7740","last_page":"7743"},"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":0.9998000264167786,"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":0.9998000264167786,"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":0.9997000098228455,"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"}},{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9922999739646912,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/heart-rate-variability","display_name":"Heart rate variability","score":0.6011157035827637},{"id":"https://openalex.org/keywords/orthostatic-vital-signs","display_name":"Orthostatic vital signs","score":0.5430187582969666},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.5407838821411133},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.48309043049812317},{"id":"https://openalex.org/keywords/falling","display_name":"Falling (accident)","score":0.45965853333473206},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.4283662736415863},{"id":"https://openalex.org/keywords/risk-assessment","display_name":"Risk assessment","score":0.42179369926452637},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.4211142361164093},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.32080239057540894},{"id":"https://openalex.org/keywords/heart-rate","display_name":"Heart rate","score":0.2874763011932373},{"id":"https://openalex.org/keywords/blood-pressure","display_name":"Blood pressure","score":0.20846471190452576},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.19034820795059204},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.11183366179466248}],"concepts":[{"id":"https://openalex.org/C71635504","wikidata":"https://www.wikidata.org/wiki/Q933954","display_name":"Heart rate variability","level":4,"score":0.6011157035827637},{"id":"https://openalex.org/C73787029","wikidata":"https://www.wikidata.org/wiki/Q7104929","display_name":"Orthostatic vital signs","level":3,"score":0.5430187582969666},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.5407838821411133},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.48309043049812317},{"id":"https://openalex.org/C2779079380","wikidata":"https://www.wikidata.org/wiki/Q333495","display_name":"Falling (accident)","level":2,"score":0.45965853333473206},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.4283662736415863},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.42179369926452637},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.4211142361164093},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.32080239057540894},{"id":"https://openalex.org/C2777953023","wikidata":"https://www.wikidata.org/wiki/Q1073121","display_name":"Heart rate","level":3,"score":0.2874763011932373},{"id":"https://openalex.org/C84393581","wikidata":"https://www.wikidata.org/wiki/Q82642","display_name":"Blood pressure","level":2,"score":0.20846471190452576},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.19034820795059204},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.11183366179466248},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000058","descriptor_name":"Accidental Falls","qualifier_ui":"Q000517","qualifier_name":"prevention & control","is_major_topic":false},{"descriptor_ui":"D000058","descriptor_name":"Accidental Falls","qualifier_ui":"Q000517","qualifier_name":"prevention & control","is_major_topic":false},{"descriptor_ui":"D000058","descriptor_name":"Accidental Falls","qualifier_ui":"Q000517","qualifier_name":"prevention & control","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011187","descriptor_name":"Posture","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D011187","descriptor_name":"Posture","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D011187","descriptor_name":"Posture","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":"Q000295","qualifier_name":"instrumentation","is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":"Q000295","qualifier_name":"instrumentation","is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":"Q000295","qualifier_name":"instrumentation","is_major_topic":false},{"descriptor_ui":"D015716","descriptor_name":"Electrocardiography, Ambulatory","qualifier_ui":"Q000295","qualifier_name":"instrumentation","is_major_topic":true},{"descriptor_ui":"D015716","descriptor_name":"Electrocardiography, Ambulatory","qualifier_ui":"Q000295","qualifier_name":"instrumentation","is_major_topic":true},{"descriptor_ui":"D015716","descriptor_name":"Electrocardiography, Ambulatory","qualifier_ui":"Q000295","qualifier_name":"instrumentation","is_major_topic":true},{"descriptor_ui":"D015716","descriptor_name":"Electrocardiography, Ambulatory","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D015716","descriptor_name":"Electrocardiography, Ambulatory","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D015716","descriptor_name":"Electrocardiography, Ambulatory","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc.2015.7320186","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2015.7320186","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:26738086","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/26738086","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.8500000238418579}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W27512438","https://openalex.org/W1862394037","https://openalex.org/W1865441986","https://openalex.org/W1865546541","https://openalex.org/W1939257410","https://openalex.org/W1962682916","https://openalex.org/W1973460161","https://openalex.org/W1975846642","https://openalex.org/W1976010007","https://openalex.org/W1979899459","https://openalex.org/W1986697782","https://openalex.org/W1986989640","https://openalex.org/W2001204082","https://openalex.org/W2014497586","https://openalex.org/W2026699230","https://openalex.org/W2096945460","https://openalex.org/W2103252230","https://openalex.org/W2104935961","https://openalex.org/W2105404586","https://openalex.org/W2107592538","https://openalex.org/W2108139264","https://openalex.org/W2108949035","https://openalex.org/W2113640125","https://openalex.org/W2118183148","https://openalex.org/W2119126533","https://openalex.org/W2120599197","https://openalex.org/W2125873479","https://openalex.org/W2127359792","https://openalex.org/W2130566826","https://openalex.org/W2132549764","https://openalex.org/W2133589238","https://openalex.org/W2139534403","https://openalex.org/W2145433315","https://openalex.org/W2148650278","https://openalex.org/W2156340241","https://openalex.org/W2157181624","https://openalex.org/W2165141202","https://openalex.org/W2167928942","https://openalex.org/W2170505850","https://openalex.org/W2221831393","https://openalex.org/W2911964244","https://openalex.org/W4244040724","https://openalex.org/W4250361971","https://openalex.org/W6682092251","https://openalex.org/W6684057657"],"related_works":["https://openalex.org/W2482177913","https://openalex.org/W1967030430","https://openalex.org/W4281261440","https://openalex.org/W2086370867","https://openalex.org/W1975376060","https://openalex.org/W2884512083","https://openalex.org/W3029801470","https://openalex.org/W2127515233","https://openalex.org/W2108695233","https://openalex.org/W2746852369"],"abstract_inverted_index":{"Falls":[0],"represent":[1],"one":[2],"of":[3,8,32,39,66,75,83,128,153,171,224],"the":[4,37,42,64,78,107,160],"most":[5],"common":[6],"causes":[7],"injury-related":[9],"morbidity":[10],"and":[11,25,44,90,94,102,187,202,227],"mortality":[12],"in":[13,41,77],"later":[14,225],"life.":[15],"Subjects":[16],"with":[17,106,125],"cardiovascular":[18],"disorders":[19],"(e.g.,":[20],"related":[21],"to":[22,87,99,118,137,141,162,194,214],"autonomic":[23],"dysfunctions":[24,35],"postural":[26],"hypotension)":[27],"are":[28,97],"at":[29],"higher":[30],"risk":[31,38,73,198],"falling.":[33],"Autonomic":[34],"increasing":[36],"falling":[40,76],"short":[43],"mid-term":[45],"could":[46,189],"be":[47],"assessed":[48],"by":[49,55,231],"Heart":[50],"Rate":[51],"Variability":[52],"(HRV)":[53],"extracted":[54],"electrocardiograph":[56],"(ECG).":[57],"We":[58],"developed":[59],"three":[60,181],"trials":[61],"for":[62,197,220],"assessing":[63],"usefulness":[65],"ECG":[67,167,185,217],"monitoring":[68,186],"using":[69,166],"wearable":[70],"devices":[71],"for:":[72],"assessment":[74],"next":[79],"few":[80],"weeks;":[81],"prevention":[82,201],"imminent":[84],"falls":[85,139,165],"due":[86,140],"standing":[88,148],"hypotension;":[89],"fall":[91,200],"detection.":[92,203],"Statistical":[93],"data-mining":[95],"methods":[96],"adopted":[98],"develop":[100],"classification":[101],"regression":[103,135],"models,":[104],"validated":[105],"cross-validation":[108],"approach.":[109],"The":[110,134,177],"first":[111],"classifier":[112,161],"based":[113],"on":[114],"HRV":[115,145],"features":[116],"enabled":[117],"identify":[119],"future":[120],"fallers":[121],"among":[122],"hypertensive":[123],"patients":[124],"an":[126,150,169],"accuracy":[127,152,170],"72%":[129],"(sensitivity:":[130,155,173],"51.1%,":[131],"specificity:":[132,157,175],"80.2%).":[133],"model":[136],"predict":[138],"orthostatic":[142],"dropdown":[143],"from":[144,179,209],"recorded":[146],"before":[147],"achieved":[149,168],"overall":[151],"80%":[154],"92%,":[156],"90%).":[158],"Finally,":[159],"detect":[163],"simulated":[164],"77.3%":[172],"81.8%,":[174],"72.7%).":[176],"evidence":[178],"these":[180],"studies":[182],"showed":[183],"that":[184],"processing":[188],"achieve":[190],"satisfactory":[191],"performances":[192],"compared":[193],"other":[195,210,222],"system":[196],"assessment,":[199],"This":[204],"is":[205,218,228],"interesting":[206],"as":[207],"differently":[208],"technologies":[211],"actually":[212],"employed":[213],"prevent":[215],"falls,":[216],"recommended":[219],"many":[221],"pathologies":[223],"life":[226],"more":[229],"accepted":[230],"senior":[232],"citizens.":[233]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":9},{"year":2018,"cited_by_count":7},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
