{"id":"https://openalex.org/W4387459041","doi":"https://doi.org/10.3390/s23198294","title":"Predicting a Fall Based on Gait Anomaly Detection: A Comparative Study of Wrist-Worn Three-Axis and Mobile Phone-Based Accelerometer Sensors","display_name":"Predicting a Fall Based on Gait Anomaly Detection: A Comparative Study of Wrist-Worn Three-Axis and Mobile Phone-Based Accelerometer Sensors","publication_year":2023,"publication_date":"2023-10-07","ids":{"openalex":"https://openalex.org/W4387459041","doi":"https://doi.org/10.3390/s23198294","pmid":"https://pubmed.ncbi.nlm.nih.gov/37837123"},"language":"en","primary_location":{"id":"doi:10.3390/s23198294","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23198294","pdf_url":"https://www.mdpi.com/1424-8220/23/19/8294/pdf?version=1696669659","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/1424-8220/23/19/8294/pdf?version=1696669659","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012785709","display_name":"Primo\u017e Kocuvan","orcid":null},"institutions":[{"id":"https://openalex.org/I3006985408","display_name":"Jo\u017eef Stefan Institute","ror":"https://ror.org/05060sz93","country_code":"SI","type":"facility","lineage":["https://openalex.org/I3006985408"]}],"countries":["SI"],"is_corresponding":true,"raw_author_name":"Primo\u017e Kocuvan","raw_affiliation_strings":["Department of Intelligent Systems, Jo\u017eef Stefan Institute, 1000 Ljubljana, Slovenia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Intelligent Systems, Jo\u017eef Stefan Institute, 1000 Ljubljana, Slovenia","institution_ids":["https://openalex.org/I3006985408"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093029170","display_name":"Aleksander Hrasti\u010d","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Aleksander Hrasti\u010d","raw_affiliation_strings":["Faculty of Electrical Engineering (FE), 1000 Ljubljana, Slovenia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering (FE), 1000 Ljubljana, Slovenia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093029171","display_name":"Andrea Kareska","orcid":null},"institutions":[{"id":"https://openalex.org/I153976015","display_name":"University of Ljubljana","ror":"https://ror.org/05njb9z20","country_code":"SI","type":"education","lineage":["https://openalex.org/I153976015"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Andrea Kareska","raw_affiliation_strings":["Faculty of Veterinary Medicine, 1000 Ljubljana, Slovenia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Veterinary Medicine, 1000 Ljubljana, Slovenia","institution_ids":["https://openalex.org/I153976015"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043419128","display_name":"Matja\u017e Gams","orcid":"https://orcid.org/0000-0002-5747-0711"},"institutions":[{"id":"https://openalex.org/I3006985408","display_name":"Jo\u017eef Stefan Institute","ror":"https://ror.org/05060sz93","country_code":"SI","type":"facility","lineage":["https://openalex.org/I3006985408"]}],"countries":["SI"],"is_corresponding":true,"raw_author_name":"Matja\u017e Gams","raw_affiliation_strings":["Department of Intelligent Systems, Jo\u017eef Stefan Institute, 1000 Ljubljana, Slovenia"],"raw_orcid":"https://orcid.org/0000-0002-5747-0711","affiliations":[{"raw_affiliation_string":"Department of Intelligent Systems, Jo\u017eef Stefan Institute, 1000 Ljubljana, Slovenia","institution_ids":["https://openalex.org/I3006985408"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5012785709","https://openalex.org/A5043419128"],"corresponding_institution_ids":["https://openalex.org/I3006985408"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":1.1383,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.80807383,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"23","issue":"19","first_page":"8294","last_page":"8294"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9983000159263611,"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":0.9983000159263611,"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":0.9979000091552734,"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/T12740","display_name":"Gait Recognition and Analysis","score":0.9926000237464905,"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/accelerometer","display_name":"Accelerometer","score":0.9217604994773865},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.6384357810020447},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6084277629852295},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5790064334869385},{"id":"https://openalex.org/keywords/sensitivity","display_name":"Sensitivity (control systems)","score":0.5606544017791748},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.535002589225769},{"id":"https://openalex.org/keywords/gyroscope","display_name":"Gyroscope","score":0.4654446840286255},{"id":"https://openalex.org/keywords/gait","display_name":"Gait","score":0.4581628441810608},{"id":"https://openalex.org/keywords/mobile-phone","display_name":"Mobile phone","score":0.449733167886734},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4155859351158142},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.32854247093200684},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.32608550786972046},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.32553040981292725},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2977909445762634},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.21042782068252563},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.19492214918136597},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.15228727459907532}],"concepts":[{"id":"https://openalex.org/C89805583","wikidata":"https://www.wikidata.org/wiki/Q192940","display_name":"Accelerometer","level":2,"score":0.9217604994773865},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.6384357810020447},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6084277629852295},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5790064334869385},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.5606544017791748},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.535002589225769},{"id":"https://openalex.org/C158488048","wikidata":"https://www.wikidata.org/wiki/Q483400","display_name":"Gyroscope","level":2,"score":0.4654446840286255},{"id":"https://openalex.org/C151800584","wikidata":"https://www.wikidata.org/wiki/Q2370000","display_name":"Gait","level":2,"score":0.4581628441810608},{"id":"https://openalex.org/C2777421447","wikidata":"https://www.wikidata.org/wiki/Q17517","display_name":"Mobile phone","level":2,"score":0.449733167886734},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4155859351158142},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.32854247093200684},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.32608550786972046},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.32553040981292725},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2977909445762634},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.21042782068252563},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.19492214918136597},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.15228727459907532},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","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":"D000068997","descriptor_name":"Smartphone","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000068997","descriptor_name":"Smartphone","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000068997","descriptor_name":"Smartphone","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":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","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":"D014953","descriptor_name":"Wrist","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014953","descriptor_name":"Wrist","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014953","descriptor_name":"Wrist","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D061725","descriptor_name":"Accelerometry","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D061725","descriptor_name":"Accelerometry","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D061725","descriptor_name":"Accelerometry","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.3390/s23198294","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23198294","pdf_url":"https://www.mdpi.com/1424-8220/23/19/8294/pdf?version=1696669659","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:37837123","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37837123","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:pubmedcentral.nih.gov:10575458","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10575458","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10575458/pdf/sensors-23-08294.pdf","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:doaj.org/article:be1b9648a4094dc29575ea5c5bc04902","is_oa":true,"landing_page_url":"https://doaj.org/article/be1b9648a4094dc29575ea5c5bc04902","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 23, Iss 19, p 8294 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/s23198294","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23198294","pdf_url":"https://www.mdpi.com/1424-8220/23/19/8294/pdf?version=1696669659","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":[],"awards":[{"id":"https://openalex.org/G5769677123","display_name":null,"funder_award_id":"P2-0209","funder_id":"https://openalex.org/F4320322554","funder_display_name":"Javna Agencija za Raziskovalno Dejavnost RS"}],"funders":[{"id":"https://openalex.org/F4320322554","display_name":"Javna Agencija za Raziskovalno Dejavnost RS","ror":"https://ror.org/059bp8k51"},{"id":"https://openalex.org/F4320338395","display_name":"EIT Health","ror":null}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4387459041.pdf"},"referenced_works_count":40,"referenced_works":["https://openalex.org/W1903118654","https://openalex.org/W1906985535","https://openalex.org/W1970493599","https://openalex.org/W2040851961","https://openalex.org/W2108707936","https://openalex.org/W2137570937","https://openalex.org/W2532235096","https://openalex.org/W2597642773","https://openalex.org/W2614807565","https://openalex.org/W2621216005","https://openalex.org/W2621543313","https://openalex.org/W2903950532","https://openalex.org/W2944134122","https://openalex.org/W2945362095","https://openalex.org/W2951082895","https://openalex.org/W2952505933","https://openalex.org/W2954938449","https://openalex.org/W3007031763","https://openalex.org/W3011249019","https://openalex.org/W3033779083","https://openalex.org/W3087330584","https://openalex.org/W3118874262","https://openalex.org/W3125060664","https://openalex.org/W3131860561","https://openalex.org/W3163470680","https://openalex.org/W3172879652","https://openalex.org/W3174509680","https://openalex.org/W3209988876","https://openalex.org/W4205355808","https://openalex.org/W4234316449","https://openalex.org/W4239510810","https://openalex.org/W4285139524","https://openalex.org/W4312117089","https://openalex.org/W4323064405","https://openalex.org/W4323241264","https://openalex.org/W4364375150","https://openalex.org/W4383612940","https://openalex.org/W4385143585","https://openalex.org/W6850640873","https://openalex.org/W6946040378"],"related_works":["https://openalex.org/W2356006086","https://openalex.org/W1973973903","https://openalex.org/W2987432907","https://openalex.org/W4234814094","https://openalex.org/W2545168295","https://openalex.org/W2365897603","https://openalex.org/W2156308897","https://openalex.org/W2361871310","https://openalex.org/W2417246878","https://openalex.org/W1982154684"],"abstract_inverted_index":{"Falls":[0],"by":[1,87,91],"the":[2,92,102,131,143,167,174,178,186,209,215,223,226],"elderly":[3],"pose":[4],"considerable":[5],"health":[6],"hazards,":[7],"leading":[8],"not":[9],"only":[10,158],"to":[11],"physical":[12],"harm":[13],"but":[14],"a":[15,25,43,50,66,74,82,110,115,121,126,138,147,159,181],"number":[16],"of":[17,31,81,119,123,128,151,166,183,211,220],"other":[18,144],"related":[19],"problems.":[20],"A":[21,140],"timely":[22],"alert":[23],"about":[24],"deteriorating":[26],"gait,":[27],"as":[28],"an":[29,32,155],"indication":[30],"impending":[33],"fall,":[34],"can":[35],"assist":[36],"in":[37,214,222],"fall":[38,84],"prevention.":[39],"In":[40],"this":[41],"investigation,":[42],"comprehensive":[44],"comparative":[45],"analysis":[46,165,197],"was":[47,71,85],"conducted":[48],"between":[49,173],"commercially":[51,61],"available":[52,62],"mobile":[53],"phone":[54],"system":[55,70],"and":[56,63,125,171,177,190,198,218],"two":[57],"wristband":[58,176],"systems:":[59],"one":[60],"another":[64],"representing":[65],"novel":[67],"approach.":[68],"Each":[69],"equipped":[72],"with":[73,104,154],"singular":[75],"three-axis":[76,112,160],"accelerometer.":[77],"The":[78,94,163],"walk":[79],"suggestive":[80],"potential":[83],"induced":[86],"special":[88],"glasses":[89],"worn":[90],"participants.":[93],"same":[95],"standard":[96],"machine-learning":[97],"techniques":[98],"were":[99],"employed":[100],"for":[101],"classification":[103],"all":[105],"three":[106],"systems":[107],"based":[108],"on":[109,142],"single":[111],"accelerometer,":[113],"yielding":[114],"best":[116,148],"average":[117,149],"accuracy":[118,150],"86%,":[120],"specificity":[122,172],"88%,":[124],"sensitivity":[127],"86%":[129],"via":[130],"support":[132],"vector":[133],"machine":[134],"(SVM)":[135],"method":[136],"using":[137,157],"wristband.":[139],"smartphone,":[141],"hand,":[145],"achieved":[146],"73%":[152],"also":[153],"SVM":[156],"accelerometer":[161],"sensor.":[162],"significance":[164],"mean":[168],"accuracy,":[169],"sensitivity,":[170],"innovative":[175],"smartphone":[179],"yielded":[180],"p-value":[182],"0.000.":[184],"Furthermore,":[185],"study":[187],"applied":[188],"unsupervised":[189],"semi-supervised":[191],"learning":[192],"methods,":[193],"incorporating":[194],"principal":[195],"component":[196],"t-distributed":[199],"stochastic":[200],"neighbor":[201],"embedding.":[202],"To":[203],"sum":[204],"up,":[205],"both":[206],"wristbands":[207],"demonstrated":[208],"usability":[210],"wearable":[212],"sensors":[213],"early":[216],"detection":[217],"mitigation":[219],"falls":[221],"elderly,":[224],"outperforming":[225],"smartphone.":[227]},"counts_by_year":[{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}