{"id":"https://openalex.org/W3112793364","doi":"https://doi.org/10.3390/s20236992","title":"Gait Analysis with Wearables Can Accurately Classify Fallers from Non-Fallers: A Step toward Better Management of Neurological Disorders","display_name":"Gait Analysis with Wearables Can Accurately Classify Fallers from Non-Fallers: A Step toward Better Management of Neurological Disorders","publication_year":2020,"publication_date":"2020-12-07","ids":{"openalex":"https://openalex.org/W3112793364","doi":"https://doi.org/10.3390/s20236992","mag":"3112793364","pmid":"https://pubmed.ncbi.nlm.nih.gov/33297395"},"language":"en","primary_location":{"id":"doi:10.3390/s20236992","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s20236992","pdf_url":"https://www.mdpi.com/1424-8220/20/23/6992/pdf?version=1607492671","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/20/23/6992/pdf?version=1607492671","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5062772557","display_name":"Rana Zia Ur Rehman","orcid":"https://orcid.org/0000-0002-4885-7455"},"institutions":[{"id":"https://openalex.org/I84884186","display_name":"Newcastle University","ror":"https://ror.org/01kj2bm70","country_code":"GB","type":"education","lineage":["https://openalex.org/I84884186"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Rana Zia Ur Rehman","raw_affiliation_strings":["Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle Upon Tyne NE4 5PL, UK"],"raw_orcid":"https://orcid.org/0000-0002-4885-7455","affiliations":[{"raw_affiliation_string":"Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle Upon Tyne NE4 5PL, UK","institution_ids":["https://openalex.org/I84884186"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102024878","display_name":"Yuhan Zhou","orcid":"https://orcid.org/0000-0002-3091-1425"},"institutions":[{"id":"https://openalex.org/I1334415907","display_name":"University Medical Center Groningen","ror":"https://ror.org/03cv38k47","country_code":"NL","type":"healthcare","lineage":["https://openalex.org/I1334415907"]},{"id":"https://openalex.org/I169381384","display_name":"University of Groningen","ror":"https://ror.org/012p63287","country_code":"NL","type":"education","lineage":["https://openalex.org/I169381384"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Yuhan Zhou","raw_affiliation_strings":["Department of Human Movement Sciences, University Medical Center Groningen, University of Groningen, 9713 AV Groningen, The Netherlands"],"raw_orcid":"https://orcid.org/0000-0002-3091-1425","affiliations":[{"raw_affiliation_string":"Department of Human Movement Sciences, University Medical Center Groningen, University of Groningen, 9713 AV Groningen, The Netherlands","institution_ids":["https://openalex.org/I1334415907","https://openalex.org/I169381384"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059213065","display_name":"Silvia Del Din","orcid":"https://orcid.org/0000-0003-1154-4751"},"institutions":[{"id":"https://openalex.org/I84884186","display_name":"Newcastle University","ror":"https://ror.org/01kj2bm70","country_code":"GB","type":"education","lineage":["https://openalex.org/I84884186"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Silvia Del Din","raw_affiliation_strings":["Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle Upon Tyne NE4 5PL, UK"],"raw_orcid":"https://orcid.org/0000-0003-1154-4751","affiliations":[{"raw_affiliation_string":"Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle Upon Tyne NE4 5PL, UK","institution_ids":["https://openalex.org/I84884186"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074735599","display_name":"Lisa Alcock","orcid":"https://orcid.org/0000-0002-8364-9803"},"institutions":[{"id":"https://openalex.org/I84884186","display_name":"Newcastle University","ror":"https://ror.org/01kj2bm70","country_code":"GB","type":"education","lineage":["https://openalex.org/I84884186"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Lisa Alcock","raw_affiliation_strings":["Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle Upon Tyne NE4 5PL, UK"],"raw_orcid":"https://orcid.org/0000-0002-8364-9803","affiliations":[{"raw_affiliation_string":"Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle Upon Tyne NE4 5PL, UK","institution_ids":["https://openalex.org/I84884186"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066284696","display_name":"Clint Hansen","orcid":"https://orcid.org/0000-0003-4813-3868"},"institutions":[{"id":"https://openalex.org/I4210112713","display_name":"University Hospital Schleswig-Holstein","ror":"https://ror.org/01tvm6f46","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210112713"]},{"id":"https://openalex.org/I9341345","display_name":"University of L\u00fcbeck","ror":"https://ror.org/00t3r8h32","country_code":"DE","type":"education","lineage":["https://openalex.org/I9341345"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Clint Hansen","raw_affiliation_strings":["Department of Neurology, University Hospital Schleswig-Holstein, Campus Kiel, 24105 Kiel, Germany"],"raw_orcid":"https://orcid.org/0000-0003-4813-3868","affiliations":[{"raw_affiliation_string":"Department of Neurology, University Hospital Schleswig-Holstein, Campus Kiel, 24105 Kiel, Germany","institution_ids":["https://openalex.org/I4210112713","https://openalex.org/I9341345"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081794070","display_name":"Yu Guan","orcid":"https://orcid.org/0000-0002-1283-3806"},"institutions":[{"id":"https://openalex.org/I84884186","display_name":"Newcastle University","ror":"https://ror.org/01kj2bm70","country_code":"GB","type":"education","lineage":["https://openalex.org/I84884186"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yu Guan","raw_affiliation_strings":["School of Computing, Newcastle University, Newcastle Upon Tyne NE4 5TG, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, Newcastle University, Newcastle Upon Tyne NE4 5TG, UK","institution_ids":["https://openalex.org/I84884186"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063397302","display_name":"Tibor Hortob\u00e1gyi","orcid":null},"institutions":[{"id":"https://openalex.org/I1334415907","display_name":"University Medical Center Groningen","ror":"https://ror.org/03cv38k47","country_code":"NL","type":"healthcare","lineage":["https://openalex.org/I1334415907"]},{"id":"https://openalex.org/I169381384","display_name":"University of Groningen","ror":"https://ror.org/012p63287","country_code":"NL","type":"education","lineage":["https://openalex.org/I169381384"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Tibor Hortob\u00e1gyi","raw_affiliation_strings":["Department of Human Movement Sciences, University Medical Center Groningen, University of Groningen, 9713 AV Groningen, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Human Movement Sciences, University Medical Center Groningen, University of Groningen, 9713 AV Groningen, The Netherlands","institution_ids":["https://openalex.org/I1334415907","https://openalex.org/I169381384"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055867647","display_name":"Walter Maetzler","orcid":"https://orcid.org/0000-0002-5945-4694"},"institutions":[{"id":"https://openalex.org/I4210112713","display_name":"University Hospital Schleswig-Holstein","ror":"https://ror.org/01tvm6f46","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210112713"]},{"id":"https://openalex.org/I9341345","display_name":"University of L\u00fcbeck","ror":"https://ror.org/00t3r8h32","country_code":"DE","type":"education","lineage":["https://openalex.org/I9341345"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Walter Maetzler","raw_affiliation_strings":["Department of Neurology, University Hospital Schleswig-Holstein, Campus Kiel, 24105 Kiel, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neurology, University Hospital Schleswig-Holstein, Campus Kiel, 24105 Kiel, Germany","institution_ids":["https://openalex.org/I4210112713","https://openalex.org/I9341345"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067755203","display_name":"Lynn Rochester","orcid":"https://orcid.org/0000-0001-5774-9272"},"institutions":[{"id":"https://openalex.org/I2801663869","display_name":"Newcastle upon Tyne Hospitals NHS Foundation Trust","ror":"https://ror.org/05p40t847","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I2801663869"]},{"id":"https://openalex.org/I84884186","display_name":"Newcastle University","ror":"https://ror.org/01kj2bm70","country_code":"GB","type":"education","lineage":["https://openalex.org/I84884186"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Lynn Rochester","raw_affiliation_strings":["Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle Upon Tyne NE7 7DN, UK","Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle Upon Tyne NE4 5PL, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle Upon Tyne NE7 7DN, UK","institution_ids":["https://openalex.org/I2801663869"]},{"raw_affiliation_string":"Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle Upon Tyne NE4 5PL, UK","institution_ids":["https://openalex.org/I84884186"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021810396","display_name":"Claudine J. C. Lamoth","orcid":"https://orcid.org/0000-0002-6495-2823"},"institutions":[{"id":"https://openalex.org/I1334415907","display_name":"University Medical Center Groningen","ror":"https://ror.org/03cv38k47","country_code":"NL","type":"healthcare","lineage":["https://openalex.org/I1334415907"]},{"id":"https://openalex.org/I169381384","display_name":"University of Groningen","ror":"https://ror.org/012p63287","country_code":"NL","type":"education","lineage":["https://openalex.org/I169381384"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Claudine J. C. Lamoth","raw_affiliation_strings":["Department of Human Movement Sciences, University Medical Center Groningen, University of Groningen, 9713 AV Groningen, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Human Movement Sciences, University Medical Center Groningen, University of Groningen, 9713 AV Groningen, The Netherlands","institution_ids":["https://openalex.org/I1334415907","https://openalex.org/I169381384"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5062772557"],"corresponding_institution_ids":["https://openalex.org/I84884186"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2673},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2673},"fwci":9.5302,"has_fulltext":true,"cited_by_count":68,"citation_normalized_percentile":{"value":0.98564054,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"20","issue":"23","first_page":"6992","last_page":"6992"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10114","display_name":"Balance, Gait, and Falls Prevention","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T10114","display_name":"Balance, Gait, and Falls Prevention","score":0.9998000264167786,"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/T11097","display_name":"Cerebral Palsy and Movement Disorders","score":0.9968000054359436,"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"}},{"id":"https://openalex.org/T11227","display_name":"Diabetic Foot Ulcer Assessment and Management","score":0.9932000041007996,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"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/stride","display_name":"STRIDE","score":0.6570262908935547},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.6399714350700378},{"id":"https://openalex.org/keywords/gait","display_name":"Gait","score":0.6319745779037476},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.6101334095001221},{"id":"https://openalex.org/keywords/gait-analysis","display_name":"Gait analysis","score":0.6046353578567505},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.5604467391967773},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4061563313007355},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.38699033856391907},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36181607842445374},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3295630216598511}],"concepts":[{"id":"https://openalex.org/C18007350","wikidata":"https://www.wikidata.org/wiki/Q7394815","display_name":"STRIDE","level":2,"score":0.6570262908935547},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.6399714350700378},{"id":"https://openalex.org/C151800584","wikidata":"https://www.wikidata.org/wiki/Q2370000","display_name":"Gait","level":2,"score":0.6319745779037476},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.6101334095001221},{"id":"https://openalex.org/C173906292","wikidata":"https://www.wikidata.org/wiki/Q1493441","display_name":"Gait analysis","level":3,"score":0.6046353578567505},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5604467391967773},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4061563313007355},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.38699033856391907},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36181607842445374},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3295630216598511},{"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":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000058","descriptor_name":"Accidental Falls","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000058","descriptor_name":"Accidental Falls","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000058","descriptor_name":"Accidental Falls","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000076251","descriptor_name":"Wearable Electronic Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077107","descriptor_name":"Gait Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077107","descriptor_name":"Gait Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077107","descriptor_name":"Gait Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077107","descriptor_name":"Gait Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","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":"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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009422","descriptor_name":"Nervous System Diseases","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009422","descriptor_name":"Nervous System Diseases","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009422","descriptor_name":"Nervous System Diseases","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009422","descriptor_name":"Nervous System Diseases","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D011788","descriptor_name":"Quality of Life","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011788","descriptor_name":"Quality of Life","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011788","descriptor_name":"Quality of Life","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011788","descriptor_name":"Quality of Life","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016138","descriptor_name":"Walking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016138","descriptor_name":"Walking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016138","descriptor_name":"Walking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016138","descriptor_name":"Walking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":9,"locations":[{"id":"doi:10.3390/s20236992","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s20236992","pdf_url":"https://www.mdpi.com/1424-8220/20/23/6992/pdf?version=1607492671","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:33297395","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33297395","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":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:pure.rug.nl:publications/377b5bc7-5a48-4fd4-b743-6acc8440a81d","is_oa":true,"landing_page_url":"https://research.rug.nl/en/publications/377b5bc7-5a48-4fd4-b743-6acc8440a81d","pdf_url":"https://pure.rug.nl/ws/files/150261453/Gait_Analysis_with_Wearables_Can_Accurately_Classify_Fallers_from_Non_Fallers_A_Step_toward_Better_Management_of_Neurological_Disorders.pdf","source":{"id":"https://openalex.org/S4306400420","display_name":"University of Groningen research database (University of Groningen / Centre for Information Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I169381384","host_organization_name":"University of Groningen","host_organization_lineage":["https://openalex.org/I169381384"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Rehman, R Z U, Zhou, Y, Del Din, S, Alcock, L, Hansen, C, Guan, Y, Hortob\u00e1gyi, T, Maetzler, W, Rochester, L & Lamoth, C J C 2020, 'Gait Analysis with Wearables Can Accurately Classify Fallers from Non-Fallers : A Step toward Better Management of Neurological Disorders', MDPI: Sensor, vol. 20, no. 23, 6992, pp. 1-18. https://doi.org/10.3390/s20236992","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:253a28f01c8745ff917a66e8131b0ab2","is_oa":true,"landing_page_url":"https://doaj.org/article/253a28f01c8745ff917a66e8131b0ab2","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 20, Iss 23, p 6992 (2020)","raw_type":"article"},{"id":"pmh:oai:eprint.ncl.ac.uk:271947","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306402485","display_name":"Newcastle University ePrints (Newcastle Univesity)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I84884186","host_organization_name":"Newcastle University","host_organization_lineage":["https://openalex.org/I84884186"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""},{"id":"pmh:oai:mdpi.com:/1424-8220/20/23/6992/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s20236992","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors; Volume 20; Issue 23; Pages: 6992","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:7729621","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7729621","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:pure.rug.nl:openaire_cris_publications/377b5bc7-5a48-4fd4-b743-6acc8440a81d","is_oa":true,"landing_page_url":"https://hdl.handle.net/11370/377b5bc7-5a48-4fd4-b743-6acc8440a81d","pdf_url":null,"source":{"id":"https://openalex.org/S4306400420","display_name":"University of Groningen research database (University of Groningen / Centre for Information Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I169381384","host_organization_name":"University of Groningen","host_organization_lineage":["https://openalex.org/I169381384"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Rehman, R Z U, Zhou, Y, Del Din, S, Alcock, L, Hansen, C, Guan, Y, Hortob\u00e1gyi, T, Maetzler, W, Rochester, L & Lamoth, C J C 2020, 'Gait Analysis with Wearables Can Accurately Classify Fallers from Non-Fallers : A Step toward Better Management of Neurological Disorders', MDPI: Sensor, vol. 20, no. 23, 6992, pp. 1-18. https://doi.org/10.3390/s20236992","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:rug:oai:pure.rug.nl:publications/7cf3c675-016a-46df-9646-94dc598fbb73","is_oa":true,"landing_page_url":"https://www.rug.nl/research/portal/en/publications/gait-analysis-with-wearables-can-accurately-classify-fallers-from-nonfallers(7cf3c675-016a-46df-9646-94dc598fbb73).html","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"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":"Sensors, 20(23), 1 - 18. MDPI AG","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.3390/s20236992","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s20236992","pdf_url":"https://www.mdpi.com/1424-8220/20/23/6992/pdf?version=1607492671","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5199999809265137,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[{"id":"https://openalex.org/G7842005466","display_name":null,"funder_award_id":"Horizon 2020","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G8267938562","display_name":"Industrial Academic Initial Training Network towards specific diagnosis and treatment of age-related gait and balance deficits","funder_award_id":"721577","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":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3112793364.pdf","grobid_xml":"https://content.openalex.org/works/W3112793364.grobid-xml"},"referenced_works_count":79,"referenced_works":["https://openalex.org/W135756700","https://openalex.org/W198577179","https://openalex.org/W1555507185","https://openalex.org/W1563098518","https://openalex.org/W1770375643","https://openalex.org/W1875061881","https://openalex.org/W1903118654","https://openalex.org/W1906985535","https://openalex.org/W1930652985","https://openalex.org/W1963722305","https://openalex.org/W1971152370","https://openalex.org/W1974704788","https://openalex.org/W1991681940","https://openalex.org/W1992762558","https://openalex.org/W2019823288","https://openalex.org/W2040851961","https://openalex.org/W2045656940","https://openalex.org/W2060762518","https://openalex.org/W2074884967","https://openalex.org/W2083970978","https://openalex.org/W2085127536","https://openalex.org/W2100185540","https://openalex.org/W2101076802","https://openalex.org/W2101115134","https://openalex.org/W2101234009","https://openalex.org/W2103252230","https://openalex.org/W2104890527","https://openalex.org/W2108772542","https://openalex.org/W2117822097","https://openalex.org/W2118959203","https://openalex.org/W2121832707","https://openalex.org/W2122145372","https://openalex.org/W2124822907","https://openalex.org/W2128290688","https://openalex.org/W2129205398","https://openalex.org/W2132940048","https://openalex.org/W2135593392","https://openalex.org/W2154338003","https://openalex.org/W2154621893","https://openalex.org/W2155759092","https://openalex.org/W2161226067","https://openalex.org/W2172374880","https://openalex.org/W2184638288","https://openalex.org/W2251902376","https://openalex.org/W2270861330","https://openalex.org/W2276527917","https://openalex.org/W2295124130","https://openalex.org/W2319694209","https://openalex.org/W2349408014","https://openalex.org/W2530921800","https://openalex.org/W2589937360","https://openalex.org/W2621188832","https://openalex.org/W2621399005","https://openalex.org/W2737620107","https://openalex.org/W2780291132","https://openalex.org/W2786497292","https://openalex.org/W2790712314","https://openalex.org/W2800341923","https://openalex.org/W2805559541","https://openalex.org/W2885458150","https://openalex.org/W2885506102","https://openalex.org/W2889451000","https://openalex.org/W2891489434","https://openalex.org/W2897218246","https://openalex.org/W2899078929","https://openalex.org/W2924509255","https://openalex.org/W2967537207","https://openalex.org/W2992695826","https://openalex.org/W2998744670","https://openalex.org/W3033924467","https://openalex.org/W3039941460","https://openalex.org/W3045308527","https://openalex.org/W3087200254","https://openalex.org/W3100267010","https://openalex.org/W3146797348","https://openalex.org/W6607259140","https://openalex.org/W6633329526","https://openalex.org/W6668905787","https://openalex.org/W6675354045"],"related_works":["https://openalex.org/W2133973503","https://openalex.org/W2471060339","https://openalex.org/W4226182457","https://openalex.org/W2158764002","https://openalex.org/W2148547327","https://openalex.org/W4226236273","https://openalex.org/W2125892956","https://openalex.org/W2790560349","https://openalex.org/W2130975749","https://openalex.org/W2493973380"],"abstract_inverted_index":{"Falls":[0],"are":[1],"the":[2,31,49,57,164,184,190,208],"leading":[3],"cause":[4],"of":[5,11,38,43,51,59,172,186,193,211],"mortality,":[6],"morbidity":[7],"and":[8,122,133,146,151,177,214],"poor":[9],"quality":[10],"life":[12],"in":[13,84,95],"older":[14],"adults":[15],"with":[16,112,130,148,163,174,198],"or":[17],"without":[18],"neurological":[19,64,101],"conditions.":[20],"Applying":[21],"machine":[22],"learning":[23],"(ML)":[24],"models":[25,61,106,188,201],"to":[26,33,47,62,138],"gait":[27,196],"analysis":[28,120,197],"outcomes":[29],"offers":[30],"opportunity":[32],"identify":[34],"individuals":[35],"at":[36,90],"risk":[37,77,213],"future":[39,75],"falls.":[40],"The":[41],"aim":[42],"this":[44],"study":[45],"was":[46,80],"determine":[48],"effect":[50],"different":[52,104],"data":[53,110,161],"pre-processing":[54,181],"methods":[55],"on":[56,109,160],"performance":[58],"ML":[60,105,187,200],"classify":[63],"patients":[65],"who":[66,71],"have":[67,72],"fallen":[68],"from":[69],"those":[70],"not":[73],"for":[74,189,207],"fall":[76,212],"assessment.":[78],"Gait":[79],"assessed":[81],"using":[82],"wearables":[83],"clinic":[85],"while":[86],"walking":[87],"20":[88],"m":[89],"a":[91,205],"self-selected":[92],"comfortable":[93],"pace":[94],"349":[96],"(159":[97],"fallers,":[98],"190":[99],"non-fallers)":[100],"patients.":[102],"Six":[103],"were":[107],"trained":[108,159,199],"pre-processed":[111,162],"three":[113],"techniques":[114],"such":[115],"as":[116,204],"standardisation,":[117],"principal":[118],"component":[119],"(PCA)":[121],"path":[123,165],"signature":[124,166],"method.":[125],"Fallers":[126],"walked":[127],"more":[128],"slowly,":[129],"shorter":[131],"strides":[132],"longer":[134],"stride":[135],"duration":[136],"compared":[137],"non-fallers.":[139],"Overall,":[140],"model":[141],"accuracy":[142,171,185],"ranged":[143],"between":[144],"48%":[145],"98%":[147,173,178],"43-99%":[149],"sensitivity":[150,176],"48-98%":[152],"specificity.":[153,179],"A":[154],"random":[155],"forest":[156],"(RF)":[157],"classifier":[158],"method":[167],"gave":[168],"optimal":[169],"classification":[170,192],"99%":[175],"Data":[180],"directly":[182],"influences":[183],"accurate":[191],"fallers.":[194],"Using":[195],"can":[202],"act":[203],"tool":[206],"proactive":[209],"assessment":[210],"support":[215],"clinical":[216],"decision-making.":[217]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":26},{"year":2023,"cited_by_count":14},{"year":2022,"cited_by_count":12},{"year":2021,"cited_by_count":1}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}