{"id":"https://openalex.org/W4388723256","doi":"https://doi.org/10.3390/s23229194","title":"CNN-Based Self-Attention Weight Extraction for Fall Event Prediction Using Balance Test Score","display_name":"CNN-Based Self-Attention Weight Extraction for Fall Event Prediction Using Balance Test Score","publication_year":2023,"publication_date":"2023-11-15","ids":{"openalex":"https://openalex.org/W4388723256","doi":"https://doi.org/10.3390/s23229194","pmid":"https://pubmed.ncbi.nlm.nih.gov/38005580"},"language":"en","primary_location":{"id":"doi:10.3390/s23229194","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23229194","pdf_url":"https://www.mdpi.com/1424-8220/23/22/9194/pdf?version=1700037094","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/1424-8220/23/22/9194/pdf?version=1700037094","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5013101143","display_name":"Youness El Marhraoui","orcid":"https://orcid.org/0000-0001-5433-2332"},"institutions":[{"id":"https://openalex.org/I4210091279","display_name":"Universit\u00e9 Sorbonne Paris Nord","ror":"https://ror.org/0199hds37","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210091279"]},{"id":"https://openalex.org/I4210102686","display_name":"Laboratoire Analyse, G\u00e9om\u00e9trie et Applications","ror":"https://ror.org/018nzqy79","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I4210091279","https://openalex.org/I4210102686","https://openalex.org/I4210141950","https://openalex.org/I48825208"]},{"id":"https://openalex.org/I48825208","display_name":"Universit\u00e9 Paris 8","ror":"https://ror.org/04wez5e68","country_code":"FR","type":"education","lineage":["https://openalex.org/I48825208"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Youness El Marhraoui","raw_affiliation_strings":["CLI Department, University of Paris 8, 93200 Saint-Denis, France","Laboratoire Analyse, G\u00e9om\u00e9trie et Applications, University of Sorbonne Paris Nord, 93430 Villetaneuse, France"],"raw_orcid":"https://orcid.org/0000-0001-5433-2332","affiliations":[{"raw_affiliation_string":"CLI Department, University of Paris 8, 93200 Saint-Denis, France","institution_ids":["https://openalex.org/I48825208"]},{"raw_affiliation_string":"Laboratoire Analyse, G\u00e9om\u00e9trie et Applications, University of Sorbonne Paris Nord, 93430 Villetaneuse, France","institution_ids":["https://openalex.org/I4210102686","https://openalex.org/I4210091279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051758364","display_name":"St\u00e9phane Bouilland","orcid":"https://orcid.org/0000-0002-8630-4288"},"institutions":[{"id":"https://openalex.org/I4210104139","display_name":"Fondation Hopale","ror":"https://ror.org/01p2v9z14","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210104139"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"St\u00e9phane Bouilland","raw_affiliation_strings":["Fondation Hopale, 62608 Berck, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fondation Hopale, 62608 Berck, France","institution_ids":["https://openalex.org/I4210104139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108660464","display_name":"Mehdi Boukallel","orcid":null},"institutions":[{"id":"https://openalex.org/I2738703131","display_name":"Commissariat \u00e0 l'\u00c9nergie Atomique et aux \u00c9nergies Alternatives","ror":"https://ror.org/00jjx8s55","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Mehdi Boukallel","raw_affiliation_strings":["Laboratory for Integration of Systems and Technology, CEA, 91120 Palaiseau, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory for Integration of Systems and Technology, CEA, 91120 Palaiseau, France","institution_ids":["https://openalex.org/I2738703131"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032090065","display_name":"Margarita Anastassova","orcid":null},"institutions":[{"id":"https://openalex.org/I2738703131","display_name":"Commissariat \u00e0 l'\u00c9nergie Atomique et aux \u00c9nergies Alternatives","ror":"https://ror.org/00jjx8s55","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Margarita Anastassova","raw_affiliation_strings":["Laboratory for Integration of Systems and Technology, CEA, 91120 Palaiseau, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory for Integration of Systems and Technology, CEA, 91120 Palaiseau, France","institution_ids":["https://openalex.org/I2738703131"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101668301","display_name":"Mehdi Ammi","orcid":"https://orcid.org/0000-0003-1763-4045"},"institutions":[{"id":"https://openalex.org/I48825208","display_name":"Universit\u00e9 Paris 8","ror":"https://ror.org/04wez5e68","country_code":"FR","type":"education","lineage":["https://openalex.org/I48825208"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Mehdi Ammi","raw_affiliation_strings":["CLI Department, University of Paris 8, 93200 Saint-Denis, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CLI Department, University of Paris 8, 93200 Saint-Denis, France","institution_ids":["https://openalex.org/I48825208"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5013101143"],"corresponding_institution_ids":["https://openalex.org/I4210091279","https://openalex.org/I4210102686","https://openalex.org/I48825208"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2694,"currency":"EUR","value_usd":2905},"fwci":0.683,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.72338595,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"23","issue":"22","first_page":"9194","last_page":"9194"},"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/T12740","display_name":"Gait Recognition and Analysis","score":0.9965000152587891,"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/T10114","display_name":"Balance, Gait, and Falls Prevention","score":0.9962000250816345,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/balance","display_name":"Balance (ability)","score":0.6579044461250305},{"id":"https://openalex.org/keywords/falling","display_name":"Falling (accident)","score":0.5852509140968323},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.5649527907371521},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5036579966545105},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.497969388961792},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37845417857170105},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.32922977209091187},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3218127191066742},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1299360990524292}],"concepts":[{"id":"https://openalex.org/C168031717","wikidata":"https://www.wikidata.org/wiki/Q1530280","display_name":"Balance (ability)","level":2,"score":0.6579044461250305},{"id":"https://openalex.org/C2779079380","wikidata":"https://www.wikidata.org/wiki/Q333495","display_name":"Falling (accident)","level":2,"score":0.5852509140968323},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.5649527907371521},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5036579966545105},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.497969388961792},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37845417857170105},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.32922977209091187},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3218127191066742},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1299360990524292},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000058","descriptor_name":"Accidental Falls","qualifier_ui":"Q000517","qualifier_name":"prevention & control","is_major_topic":true},{"descriptor_ui":"D000058","descriptor_name":"Accidental Falls","qualifier_ui":"Q000517","qualifier_name":"prevention & control","is_major_topic":true},{"descriptor_ui":"D000058","descriptor_name":"Accidental Falls","qualifier_ui":"Q000517","qualifier_name":"prevention & control","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":"D000842","descriptor_name":"Ankle","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000842","descriptor_name":"Ankle","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000842","descriptor_name":"Ankle","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000843","descriptor_name":"Ankle Joint","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000843","descriptor_name":"Ankle Joint","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000843","descriptor_name":"Ankle Joint","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004856","descriptor_name":"Postural Balance","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004856","descriptor_name":"Postural Balance","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004856","descriptor_name":"Postural Balance","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":"D026741","descriptor_name":"Physical Therapy Modalities","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D026741","descriptor_name":"Physical Therapy Modalities","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D026741","descriptor_name":"Physical Therapy Modalities","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":6,"locations":[{"id":"doi:10.3390/s23229194","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23229194","pdf_url":"https://www.mdpi.com/1424-8220/23/22/9194/pdf?version=1700037094","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:38005580","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38005580","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:HAL:hal-04586898v1","is_oa":true,"landing_page_url":"https://hal.science/hal-04586898","pdf_url":"https://hal.science/hal-04586898/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"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":"https://www.mdpi.com/1424-8220/23/22/9194","raw_type":"Journal articles"},{"id":"pmh:oai:pubmedcentral.nih.gov:10675741","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10675741","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10675741/pdf/sensors-23-09194.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:e8519b4a8f0d469a8bc359a5bced196c","is_oa":true,"landing_page_url":"https://doaj.org/article/e8519b4a8f0d469a8bc359a5bced196c","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 22, p 9194 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/23/22/9194/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s23229194","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","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s23229194","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23229194","pdf_url":"https://www.mdpi.com/1424-8220/23/22/9194/pdf?version=1700037094","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":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.7400000095367432}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4388723256.pdf"},"referenced_works_count":46,"referenced_works":["https://openalex.org/W129863322","https://openalex.org/W348383566","https://openalex.org/W1529495977","https://openalex.org/W1975099596","https://openalex.org/W1991069594","https://openalex.org/W2014852420","https://openalex.org/W2048681918","https://openalex.org/W2055778805","https://openalex.org/W2059043553","https://openalex.org/W2086622679","https://openalex.org/W2088371259","https://openalex.org/W2167782255","https://openalex.org/W2168621617","https://openalex.org/W2498429091","https://openalex.org/W2558334938","https://openalex.org/W2588082383","https://openalex.org/W2618086225","https://openalex.org/W2754912411","https://openalex.org/W2767534955","https://openalex.org/W2792535583","https://openalex.org/W2804907753","https://openalex.org/W2810399727","https://openalex.org/W2967537207","https://openalex.org/W2980700634","https://openalex.org/W3083914698","https://openalex.org/W3087099853","https://openalex.org/W3101028550","https://openalex.org/W3109650690","https://openalex.org/W3126750064","https://openalex.org/W3127824641","https://openalex.org/W3174230873","https://openalex.org/W3192707084","https://openalex.org/W3201495624","https://openalex.org/W3210403783","https://openalex.org/W3211799704","https://openalex.org/W3216540786","https://openalex.org/W4210642554","https://openalex.org/W4220792232","https://openalex.org/W4285389684","https://openalex.org/W4294982465","https://openalex.org/W4297521453","https://openalex.org/W4303446377","https://openalex.org/W4306947767","https://openalex.org/W4313649964","https://openalex.org/W6631565391","https://openalex.org/W6648070135"],"related_works":["https://openalex.org/W2746852369","https://openalex.org/W2024194626","https://openalex.org/W4386475327","https://openalex.org/W2386158341","https://openalex.org/W2983815566","https://openalex.org/W2527936679","https://openalex.org/W2804557348","https://openalex.org/W2896763516","https://openalex.org/W3093756250","https://openalex.org/W2493553562"],"abstract_inverted_index":{"Injury,":[0],"hospitalization,":[1],"and":[2,15,72,95,136,218,262],"even":[3],"death":[4],"are":[5],"common":[6],"consequences":[7],"of":[8,18,22,31,40,50,90,138,144,153,175,183,193,201,203,212,229,239,244],"falling":[9,24,206],"for":[10,198],"elderly":[11],"people.":[12],"Therefore,":[13],"early":[14],"robust":[16],"identification":[17],"people":[19],"at":[20,48],"risk":[21,49,192,207],"recurrent":[23],"is":[25,126],"crucial":[26],"from":[27,64],"a":[28,69,122,133,210,232,273],"preventive":[29],"point":[30],"view.":[32],"This":[33,84,118,165,227],"study":[34,119],"aims":[35],"to":[36,75,102,115,128,146,171,259],"evaluate":[37],"the":[38,54,65,77,80,88,104,130,149,154,173,176,181,187,190,199,204,220,237,242],"effectiveness":[39],"an":[41,161],"interpretable":[42,169],"semi-supervised":[43,166],"approach":[44,167],"in":[45,113,209,235,241,267],"identifying":[46],"individuals":[47],"falls":[51],"by":[52,57,140],"using":[53,108,248],"data":[55,258],"provided":[56],"ankle-mounted":[58],"IMU":[59,155],"sensors.":[60],"Our":[61,195],"method":[62],"benefits":[63],"cause-effect":[66],"link":[67],"between":[68,132],"fall":[70,82,134,245,269],"event":[71,135],"balance":[73,116,139],"ability":[74],"pinpoint":[76],"moments":[78,147,174,188],"with":[79,189,224,276],"highest":[81,191],"probability.":[83],"framework":[85,230],"also":[86],"has":[87],"advantage":[89],"training":[91],"on":[92,272],"unlabeled":[93],"data,":[94],"one":[96],"can":[97,255,264],"exploit":[98],"its":[99],"interpretation":[100],"capacities":[101],"detect":[103],"target":[105],"while":[106],"only":[107],"patient":[109],"metadata,":[110],"especially":[111,162],"those":[112],"relation":[114],"characteristics.":[117],"shows":[120],"that":[121,178],"visual-based":[123],"self-attention":[124],"model":[125,196],"able":[127],"infer":[129],"relationship":[131],"loss":[137],"attributing":[141],"high":[142],"values":[143],"weight":[145],"where":[148],"vertical":[150],"acceleration":[151],"component":[152],"sensors":[156],"exceeds":[157],"5":[158],"m/s\u00b2":[159],"during":[160],"short":[163],"period.":[164],"uses":[168],"features":[170],"highlight":[172],"recording":[177],"may":[179],"explain":[180],"score":[182],"balance,":[184],"thus":[185],"revealing":[186],"falling.":[194],"allows":[197],"detection":[200],"71%":[202],"possible":[205],"events":[208],"window":[211],"1":[213],"s":[214],"(500":[215],"ms":[216],"before":[217],"after":[219],"target)":[221],"when":[222,247],"compared":[223],"threshold-based":[225],"approaches.":[226],"type":[228],"plays":[231],"paramount":[233],"role":[234],"reducing":[236],"costs":[238],"annotation":[240],"case":[243],"prevention":[246,270],"wearable":[249],"devices.":[250],"Overall,":[251],"this":[252],"adaptive":[253],"tool":[254],"provide":[256],"valuable":[257],"healthcare":[260],"professionals,":[261],"it":[263],"assist":[265],"them":[266],"enhancing":[268],"efforts":[271],"larger":[274],"scale":[275],"lower":[277],"costs.":[278]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
