{"id":"https://openalex.org/W4295498041","doi":"https://doi.org/10.1109/embc48229.2022.9872013","title":"Fall Prediction in People with Parkinson's Disease","display_name":"Fall Prediction in People with Parkinson's Disease","publication_year":2022,"publication_date":"2022-07-11","ids":{"openalex":"https://openalex.org/W4295498041","doi":"https://doi.org/10.1109/embc48229.2022.9872013","pmid":"https://pubmed.ncbi.nlm.nih.gov/36085756"},"language":"en","primary_location":{"id":"doi:10.1109/embc48229.2022.9872013","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc48229.2022.9872013","pdf_url":null,"source":{"id":"https://openalex.org/S4363607706","display_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine & 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/A5011948693","display_name":"Phuong Cao","orcid":"https://orcid.org/0000-0001-6028-0583"},"institutions":[{"id":"https://openalex.org/I161515732","display_name":"University of St. Thomas - Minnesota","ror":"https://ror.org/05vfxvp80","country_code":"US","type":"education","lineage":["https://openalex.org/I161515732"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Phuong Cao","raw_affiliation_strings":["University of St. Thomas,Department of Electrical and Computer Engineering,St. Paul,MN,USA,55112"],"affiliations":[{"raw_affiliation_string":"University of St. Thomas,Department of Electrical and Computer Engineering,St. Paul,MN,USA,55112","institution_ids":["https://openalex.org/I161515732"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5112570377","display_name":"Cheol-Hong Min","orcid":"https://orcid.org/0009-0007-1495-2976"},"institutions":[{"id":"https://openalex.org/I161515732","display_name":"University of St. Thomas - Minnesota","ror":"https://ror.org/05vfxvp80","country_code":"US","type":"education","lineage":["https://openalex.org/I161515732"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cheol-Hong Min","raw_affiliation_strings":["University of St. Thomas,Department of Electrical and Computer Engineering,St. Paul,MN,USA,55112"],"affiliations":[{"raw_affiliation_string":"University of St. Thomas,Department of Electrical and Computer Engineering,St. Paul,MN,USA,55112","institution_ids":["https://openalex.org/I161515732"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5011948693"],"corresponding_institution_ids":["https://openalex.org/I161515732"],"apc_list":null,"apc_paid":null,"fwci":0.1799,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.50527592,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"2022","issue":null,"first_page":"1502","last_page":"1505"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10114","display_name":"Balance, Gait, and Falls Prevention","score":0.9825999736785889,"subfield":{"id":"https://openalex.org/subfields/3612","display_name":"Physical Therapy, Sports Therapy and Rehabilitation"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.9814000129699707,"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/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.5900086760520935},{"id":"https://openalex.org/keywords/gait","display_name":"Gait","score":0.5884385704994202},{"id":"https://openalex.org/keywords/motion","display_name":"Motion (physics)","score":0.5614550113677979},{"id":"https://openalex.org/keywords/orthostatic-vital-signs","display_name":"Orthostatic vital signs","score":0.5121991038322449},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4993748664855957},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47417914867401123},{"id":"https://openalex.org/keywords/binary-classification","display_name":"Binary classification","score":0.4706052243709564},{"id":"https://openalex.org/keywords/postural-instability","display_name":"Postural instability","score":0.4472716748714447},{"id":"https://openalex.org/keywords/acceleration","display_name":"Acceleration","score":0.42022454738616943},{"id":"https://openalex.org/keywords/parkinsons-disease","display_name":"Parkinson's disease","score":0.38195908069610596},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.3350422978401184},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3266075849533081},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.2619543671607971},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.24582722783088684},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.14984604716300964}],"concepts":[{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.5900086760520935},{"id":"https://openalex.org/C151800584","wikidata":"https://www.wikidata.org/wiki/Q2370000","display_name":"Gait","level":2,"score":0.5884385704994202},{"id":"https://openalex.org/C104114177","wikidata":"https://www.wikidata.org/wiki/Q79782","display_name":"Motion (physics)","level":2,"score":0.5614550113677979},{"id":"https://openalex.org/C73787029","wikidata":"https://www.wikidata.org/wiki/Q7104929","display_name":"Orthostatic vital signs","level":3,"score":0.5121991038322449},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4993748664855957},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47417914867401123},{"id":"https://openalex.org/C66905080","wikidata":"https://www.wikidata.org/wiki/Q17005494","display_name":"Binary classification","level":3,"score":0.4706052243709564},{"id":"https://openalex.org/C2908716714","wikidata":"https://www.wikidata.org/wiki/Q3540864","display_name":"Postural instability","level":4,"score":0.4472716748714447},{"id":"https://openalex.org/C117896860","wikidata":"https://www.wikidata.org/wiki/Q11376","display_name":"Acceleration","level":2,"score":0.42022454738616943},{"id":"https://openalex.org/C2779734285","wikidata":"https://www.wikidata.org/wiki/Q11085","display_name":"Parkinson's disease","level":3,"score":0.38195908069610596},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.3350422978401184},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3266075849533081},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.2619543671607971},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.24582722783088684},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.14984604716300964},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C84393581","wikidata":"https://www.wikidata.org/wiki/Q82642","display_name":"Blood pressure","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C74650414","wikidata":"https://www.wikidata.org/wiki/Q11397","display_name":"Classical mechanics","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":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005684","descriptor_name":"Gait","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005684","descriptor_name":"Gait","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005684","descriptor_name":"Gait","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010300","descriptor_name":"Parkinson Disease","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":true},{"descriptor_ui":"D010300","descriptor_name":"Parkinson Disease","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":true},{"descriptor_ui":"D010300","descriptor_name":"Parkinson Disease","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":true},{"descriptor_ui":"D010300","descriptor_name":"Parkinson Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D010300","descriptor_name":"Parkinson Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D010300","descriptor_name":"Parkinson Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D020233","descriptor_name":"Gait Disorders, Neurologic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020233","descriptor_name":"Gait Disorders, Neurologic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020233","descriptor_name":"Gait Disorders, Neurologic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020820","descriptor_name":"Dyskinesias","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020820","descriptor_name":"Dyskinesias","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020820","descriptor_name":"Dyskinesias","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055815","descriptor_name":"Young Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc48229.2022.9872013","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc48229.2022.9872013","pdf_url":null,"source":{"id":"https://openalex.org/S4363607706","display_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:36085756","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36085756","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":[{"display_name":"Good health and well-being","score":0.5699999928474426,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W2050085489","https://openalex.org/W2103413029","https://openalex.org/W2150185515","https://openalex.org/W2751274270","https://openalex.org/W3004833794","https://openalex.org/W6663299775"],"related_works":["https://openalex.org/W3116106933","https://openalex.org/W2145276816","https://openalex.org/W3085229536","https://openalex.org/W3125863379","https://openalex.org/W2619306225","https://openalex.org/W3205476299","https://openalex.org/W3116986368","https://openalex.org/W2227094819","https://openalex.org/W2089553499","https://openalex.org/W4243119165"],"abstract_inverted_index":{"A":[0],"preliminary":[1,86],"study":[2,49,144,164],"result":[3],"predicting":[4,167],"fall":[5,60,88,179],"events":[6,61],"in":[7,21,27,55,111],"patients":[8,203],"with":[9,29,76],"Parkinson's":[10],"disease":[11],"(PD)":[12],"by":[13,63,97,127,133,169],"using":[14],"a":[15],"simple":[16,134],"motion":[17,53,113],"sensor":[18,54,114,129],"is":[19],"described":[20],"this":[22,85],"paper.":[23],"Causes":[24],"of":[25,36,91,148],"falls":[26,168,185],"people":[28],"PD":[30,202],"can":[31,79,118,181,186,190],"be":[32,80,131,182,187],"postural":[33],"instability,":[34],"freezing":[35],"gait,":[37,39],"festinating":[38,64],"dyskinesias,":[40],"visuospatial":[41],"dysfunction,":[42],"orthostatic":[43],"hypotension,":[44],"and":[45,82,137],"posture":[46],"problems.":[47],"This":[48],"uses":[50],"only":[51,59,200],"one":[52],"collecting":[56],"data.":[57],"Thus,":[58],"caused":[62],"gait":[65],"factors,":[66],"which":[67],"are":[68,95],"moments":[69],"when":[70],"the":[71,112,122,128,151,158,171,207],"patient":[72],"suddenly":[73],"moves":[74],"faster":[75],"smaller":[77],"steps,":[78],"performed":[81,96],"tested.":[83],"In":[84],"study,":[87],"event":[89],"scenarios":[90],"simulated":[92],"test":[93],"cases":[94],"five":[98],"healthy":[99],"young":[100],"subjects":[101,123],"aged":[102],"20":[103],"to":[104,174,195],"28":[105],"years":[106],"old.":[107],"The":[108,142],"acceleration":[109],"mode":[110],"provides":[115],"information":[116],"that":[117,178],"detect":[119],"how":[120],"fast":[121],"move.":[124],"Data":[125],"collected":[126],"will":[130],"analyzed":[132],"analysis":[135],"methods":[136],"machine":[138],"learning":[139],"techniques":[140],"classification.":[141],"proposed":[143],"achieved":[145],"an":[146,175],"accuracy":[147,159],"70.3%":[149],"for":[150,155,201,206],"10-class":[152],"model,":[153],"while":[154],"binary":[156],"classification,":[157],"was":[160],"99%.":[161],"Clinical":[162],"Relevance-This":[163],"focuses":[165],"on":[166],"analyzing":[170],"gaits":[172],"prior":[173],"actual":[176],"so":[177],"prediction":[180],"possible.":[183],"If":[184],"predicted,":[188],"researchers":[189],"develop":[191],"other":[192],"protective":[193],"gear":[194],"prevent":[196],"fall-related":[197],"injuries":[198],"not":[199],"but":[204],"also":[205],"elderly.":[208]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}