{"id":"https://openalex.org/W4385976110","doi":"https://doi.org/10.1109/tnsre.2023.3306365","title":"Deep Learning Based Walking Tasks Classification in Older Adults Using fNIRS","display_name":"Deep Learning Based Walking Tasks Classification in Older Adults Using fNIRS","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4385976110","doi":"https://doi.org/10.1109/tnsre.2023.3306365","mag":"3126484260","pmid":"https://pubmed.ncbi.nlm.nih.gov/37594868","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/11044905"},"language":"en","primary_location":{"id":"doi:10.1109/tnsre.2023.3306365","doi":"https://doi.org/10.1109/tnsre.2023.3306365","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tnsre.2023.3306365","pdf_url":"https://ieeexplore.ieee.org/ielx7/7333/4359219/10224289.pdf","source":{"id":"https://openalex.org/S98183460","display_name":"IEEE Transactions on Neural Systems and Rehabilitation Engineering","issn_l":"1534-4320","issn":["1534-4320","1558-0210"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","doyens","jufo-2","ki-jl-1","medline","norway-2","oarl","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Systems and Rehabilitation Engineering","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["arxiv","crossref","datacite","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/7333/4359219/10224289.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5033356396","display_name":"Dongning Ma","orcid":"https://orcid.org/0000-0002-1879-4406","observed_orcids":["https://orcid.org/0000-0002-1879-4406"]},"institutions":[{"id":"https://openalex.org/I7863295","display_name":"Villanova University","ror":"https://ror.org/02g7kd627","country_code":"US","type":"education","lineage":["https://openalex.org/I7863295"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dongning Ma","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Villanova University, Villanova, PA, USA"],"raw_orcid":"https://orcid.org/0000-0002-1879-4406","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Villanova University, Villanova, PA, USA","institution_ids":["https://openalex.org/I7863295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032135106","display_name":"Meltem \u0130zzeto\u011flu","orcid":"https://orcid.org/0000-0002-1768-3384","observed_orcids":["https://orcid.org/0000-0002-1768-3384"]},"institutions":[{"id":"https://openalex.org/I7863295","display_name":"Villanova University","ror":"https://ror.org/02g7kd627","country_code":"US","type":"education","lineage":["https://openalex.org/I7863295"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Meltem Izzetoglu","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Villanova University, Villanova, PA, USA"],"raw_orcid":"https://orcid.org/0000-0002-1768-3384","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Villanova University, Villanova, PA, USA","institution_ids":["https://openalex.org/I7863295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052218111","display_name":"Roee Holtzer","orcid":"https://orcid.org/0000-0001-6639-0724","observed_orcids":["https://orcid.org/0000-0001-6639-0724"]},"institutions":[{"id":"https://openalex.org/I129975664","display_name":"Albert Einstein College of Medicine","ror":"https://ror.org/05cf8a891","country_code":"US","type":"education","lineage":["https://openalex.org/I129975664","https://openalex.org/I4210112371"]},{"id":"https://openalex.org/I19772626","display_name":"Yeshiva University","ror":"https://ror.org/045x93337","country_code":"US","type":"education","lineage":["https://openalex.org/I19772626"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Roee Holtzer","raw_affiliation_strings":["Department of Neurology, Albert Einstein College of Medicine, and the Ferkauf Graduate School of Psychology, Yeshiva University, Bronx, NY, USA"],"raw_orcid":"https://orcid.org/0000-0001-6639-0724","affiliations":[{"raw_affiliation_string":"Department of Neurology, Albert Einstein College of Medicine, and the Ferkauf Graduate School of Psychology, Yeshiva University, Bronx, NY, USA","institution_ids":["https://openalex.org/I129975664","https://openalex.org/I19772626"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016146461","display_name":"Xun Jiao","orcid":"https://orcid.org/0000-0003-4476-2501","observed_orcids":["https://orcid.org/0000-0003-4476-2501"]},"institutions":[{"id":"https://openalex.org/I7863295","display_name":"Villanova University","ror":"https://ror.org/02g7kd627","country_code":"US","type":"education","lineage":["https://openalex.org/I7863295"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xun Jiao","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Villanova University, Villanova, PA, USA"],"raw_orcid":"https://orcid.org/0000-0003-4476-2501","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Villanova University, Villanova, PA, USA","institution_ids":["https://openalex.org/I7863295"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1950,"currency":"USD","value_usd":1950},"apc_paid":{"value":1950,"currency":"USD","value_usd":1950},"fwci":4.8952,"has_fulltext":true,"cited_by_count":16,"citation_normalized_percentile":{"value":0.95745239,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"31","issue":null,"first_page":"3437","last_page":"3447"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10114","display_name":"Balance, Gait, and Falls Prevention","score":0.6669999957084656,"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":0.6669999957084656,"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/T10977","display_name":"Optical Imaging and Spectroscopy Techniques","score":0.2678000032901764,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/T12740","display_name":"Gait Recognition and Analysis","score":0.0071000000461936,"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/dual-task-walking","display_name":"dual-task walking","score":0.9490000009536743},{"id":"https://openalex.org/keywords/older-adults","display_name":"older adults","score":0.8309999704360962},{"id":"https://openalex.org/keywords/gait","display_name":"gait","score":0.593999981880188},{"id":"https://openalex.org/keywords/prefrontal-cortex","display_name":"prefrontal cortex","score":0.7390000224113464},{"id":"https://openalex.org/keywords/functional-near-infrared-spectroscopy","display_name":"functional near-infrared spectroscopy","score":0.7070000171661377},{"id":"https://openalex.org/keywords/deep-learning-classification","display_name":"deep learning classification","score":0.7210000157356262},{"id":"https://openalex.org/keywords/data-augmentation","display_name":"data augmentation","score":0.7379999756813049},{"id":"https://openalex.org/keywords/fall-risk","display_name":"fall risk","score":0.5580000281333923},{"id":"https://openalex.org/keywords/cognitive-activation","display_name":"cognitive activation","score":0.5299999713897705}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5891259908676147},{"id":"https://openalex.org/C130796691","wikidata":"https://www.wikidata.org/wiki/Q750537","display_name":"Functional near-infrared spectroscopy","level":4,"score":0.5661836862564087},{"id":"https://openalex.org/C151800584","wikidata":"https://www.wikidata.org/wiki/Q2370000","display_name":"Gait","level":2,"score":0.5644302368164062},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.5506085157394409},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5476977229118347},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4872969388961792},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.47354382276535034},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44720709323883057},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.42727863788604736},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.3951166272163391},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3421524167060852},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.32808443903923035},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.10931187868118286},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09985795617103577},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.09181702136993408},{"id":"https://openalex.org/C2781195155","wikidata":"https://www.wikidata.org/wiki/Q18680","display_name":"Prefrontal cortex","level":3,"score":0.07892599701881409},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","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":"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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010108","descriptor_name":"Oxyhemoglobins","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":"D019985","descriptor_name":"Benchmarking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":7,"locations":[{"id":"doi:10.1109/tnsre.2023.3306365","doi":"https://doi.org/10.1109/tnsre.2023.3306365","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tnsre.2023.3306365","pdf_url":"https://ieeexplore.ieee.org/ielx7/7333/4359219/10224289.pdf","source":{"id":"https://openalex.org/S98183460","display_name":"IEEE Transactions on Neural Systems and Rehabilitation Engineering","issn_l":"1534-4320","issn":["1534-4320","1558-0210"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","doyens","jufo-2","ki-jl-1","medline","norway-2","oarl","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Systems and Rehabilitation Engineering","raw_type":"journal-article"},{"id":"pmid:37594868","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37594868","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,"listed_in":[],"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":"IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:11044905","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11044905","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11044905/pdf/nihms-1928451.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,"listed_in":[],"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":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"IEEE Trans Neural Syst Rehabil Eng","raw_type":"Text"},{"id":"pmh:oai:arXiv.org:2102.03987","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2102.03987","pdf_url":"https://arxiv.org/pdf/2102.03987","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"mag:3126484260","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/pdf/2102.03987.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"pmh:oai:doaj.org/article:1cc7121aa28741de8eaf67b1c21191d7","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/1cc7121aa28741de8eaf67b1c21191d7","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,"listed_in":[],"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":"IEEE Transactions on Neural Systems and Rehabilitation Engineering, Vol 31, Pp 3437-3447 (2023)","raw_type":"article"},{"id":"doi:10.48550/arxiv.2102.03987","doi":"https://doi.org/10.48550/arxiv.2102.03987","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2102.03987","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.1109/tnsre.2023.3306365","doi":"https://doi.org/10.1109/tnsre.2023.3306365","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tnsre.2023.3306365","pdf_url":"https://ieeexplore.ieee.org/ielx7/7333/4359219/10224289.pdf","source":{"id":"https://openalex.org/S98183460","display_name":"IEEE Transactions on Neural Systems and Rehabilitation Engineering","issn_l":"1534-4320","issn":["1534-4320","1558-0210"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","doyens","jufo-2","ki-jl-1","medline","norway-2","oarl","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Systems and Rehabilitation Engineering","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.9391000270843506,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G3413450916","display_name":"Biological and neural mechanisms of falls","funder_award_id":"R01AG044007","funder_id":"https://openalex.org/F4320337337","funder_display_name":"National Institute on Aging"},{"id":"https://openalex.org/G6500719488","display_name":"Central Control of Mobility in Aging","funder_award_id":"R01AG036921","funder_id":"https://openalex.org/F4320337337","funder_display_name":"National Institute on Aging"}],"funders":[{"id":"https://openalex.org/F4320337337","display_name":"National Institute on Aging","ror":"https://ror.org/049v75w11"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4385976110.pdf","grobid_xml":"https://content.openalex.org/works/W4385976110.grobid-xml"},"referenced_works_count":79,"referenced_works":["https://openalex.org/W14024944","https://openalex.org/W1539341248","https://openalex.org/W1661600686","https://openalex.org/W1681472504","https://openalex.org/W1686810756","https://openalex.org/W1967333153","https://openalex.org/W1977197135","https://openalex.org/W1983420402","https://openalex.org/W1987292515","https://openalex.org/W1991550546","https://openalex.org/W1995083258","https://openalex.org/W1996776986","https://openalex.org/W2000261287","https://openalex.org/W2004995977","https://openalex.org/W2005517233","https://openalex.org/W2005567506","https://openalex.org/W2013468866","https://openalex.org/W2018776669","https://openalex.org/W2019748654","https://openalex.org/W2025564775","https://openalex.org/W2029715352","https://openalex.org/W2043463917","https://openalex.org/W2045561515","https://openalex.org/W2053356496","https://openalex.org/W2054996700","https://openalex.org/W2057723575","https://openalex.org/W2066113169","https://openalex.org/W2075305541","https://openalex.org/W2080931119","https://openalex.org/W2091337500","https://openalex.org/W2101234009","https://openalex.org/W2102483455","https://openalex.org/W2102719061","https://openalex.org/W2103991453","https://openalex.org/W2108598243","https://openalex.org/W2113141977","https://openalex.org/W2113545300","https://openalex.org/W2120728836","https://openalex.org/W2140905478","https://openalex.org/W2148984341","https://openalex.org/W2149467862","https://openalex.org/W2154650563","https://openalex.org/W2159296038","https://openalex.org/W2160357034","https://openalex.org/W2164017563","https://openalex.org/W2168226253","https://openalex.org/W2194775991","https://openalex.org/W2281036808","https://openalex.org/W2346591699","https://openalex.org/W2492605684","https://openalex.org/W2493830446","https://openalex.org/W2509939945","https://openalex.org/W2528343153","https://openalex.org/W2563773726","https://openalex.org/W2588253708","https://openalex.org/W2737290617","https://openalex.org/W2740360313","https://openalex.org/W2741204007","https://openalex.org/W2764315683","https://openalex.org/W2776637757","https://openalex.org/W2792881371","https://openalex.org/W2792924962","https://openalex.org/W2796397123","https://openalex.org/W2803667099","https://openalex.org/W2809100847","https://openalex.org/W2885803694","https://openalex.org/W2897520483","https://openalex.org/W2900048968","https://openalex.org/W2915023902","https://openalex.org/W2946948417","https://openalex.org/W2955286582","https://openalex.org/W2963163009","https://openalex.org/W2970971581","https://openalex.org/W3006371779","https://openalex.org/W3008620651","https://openalex.org/W3039685800","https://openalex.org/W3041133507","https://openalex.org/W3094502228","https://openalex.org/W3137956596"],"related_works":["https://openalex.org/W3126484260","https://openalex.org/W3082284628","https://openalex.org/W4407304286","https://openalex.org/W3113382285","https://openalex.org/W7163572763","https://openalex.org/W2885803694","https://openalex.org/W3117038544","https://openalex.org/W2122673695","https://openalex.org/W2533559548","https://openalex.org/W6885121401"],"abstract_inverted_index":{"Decline":[0],"in":[1,6,28,42,57,72,85],"gait":[2,34,93],"features":[3,183],"is":[4,235],"common":[5],"older":[7,43,73],"adults":[8,44,74],"and":[9,18,35,90,116,135,140,165,188,224,255,287,312],"an":[10,130,270],"indicator":[11],"of":[12,15,31,54,83,133,201,283,289,320],"increased":[13],"risk":[14],"disability,":[16],"morbidity,":[17],"mortality.":[19],"Under":[20],"dual":[21,91],"task":[22,39,92,107],"walking":[23,108,114,122,138],"(DTW)":[24],"conditions,":[25],"further":[26,268],"degradation":[27],"the":[29,33,36,58,80,153,158,161,181,199,217,240,279,299,309,317,321,326],"performance":[30,200],"both":[32],"secondary":[37],"cognitive":[38,86,225],"were":[40,46],"found":[41],"which":[45,156,234],"significantly":[47],"correlated":[48],"to":[49,126,145,179,197,274,298],"falls":[50],"history.":[51],"Cortical":[52],"control":[53],"gait,":[55],"specifically":[56],"pre-frontal":[59],"cortex":[60],"(PFC)":[61],"as":[62,110,118,129,172,184,251,257,259,278,316],"measured":[63],"by":[64,104],"functional":[65],"near":[66],"infrared":[67],"spectroscopy":[68],"(fNIRS),":[69],"during":[70],"DTW":[71,117],"has":[75,95],"recently":[76],"been":[77,97],"studied.":[78],"However,":[79],"automatic":[81,131],"classification":[82,232,263,300,328],"differences":[84],"activations":[87],"under":[88],"single":[89,106],"conditions":[94],"not":[96],"extensively":[98],"studied":[99],"yet.":[100],"In":[101],"this":[102,128],"paper,":[103],"considering":[105],"(STW)":[109],"a":[111,119,185],"lower":[112],"attentional":[113,121,137],"state":[115],"higher":[120,238],"state,":[123],"we":[124],"aimed":[125],"formulate":[127,180],"detection":[132],"low":[134],"high":[136],"states":[139],"leverage":[141],"deep":[142,202,210,290],"learning":[143,203,211,243,291],"methods":[144],"perform":[146,176],"their":[147,294],"classification.":[148],"We":[149,175,245,267],"conduct":[150],"analysis":[151],"on":[152,160,261,293],"data":[154,195],"samples":[155],"reveals":[157],"characteristics":[159],"difference":[162],"between":[163,264],"HbO2":[164,313],"Hb":[166,315],"values":[167],"that":[168,208,213,304],"are":[169,214],"subsequently":[170],"used":[171],"additional":[173,247],"features.":[174],"feature":[177],"engineering":[178],"fNIRS":[182,219],"3-channel":[186],"image":[187,191,323],"apply":[189],"various":[190],"processing":[192],"techniques":[193],"for":[194],"augmentation":[196],"enhance":[198],"models.":[204],"Experimental":[205],"results":[206],"show":[207],"pre-trained":[209,306],"models":[212],"fine-tuned":[215],"using":[216,305],"collected":[218],"dataset":[220],"together":[221],"with":[222],"gender":[223],"status":[226],"information":[227],"can":[228,324],"achieve":[229,325],"around":[230],"81%":[231],"accuracy":[233,260],"about":[236],"10%":[237],"than":[239],"traditional":[241],"machine":[242],"algorithms.":[244],"present":[246],"sensitivity":[248],"metrics":[249],"such":[250,277],"confusion":[252],"matrix,":[253],"precision":[254],"F1score,":[256],"well":[258],"two-way":[262],"condition":[265],"pairings.":[266],"performed":[269],"extensive":[271],"ablation":[272],"study":[273],"evaluate":[275],"factors":[276],"voxel":[280,310],"locations,":[281,311],"channels":[282],"input":[284,322],"images,":[285],"zero-paddings":[286],"pre-training":[288],"model":[292],"contribution":[295],"or":[296],"impact":[297],"task.":[301],"Results":[302],"showed":[303],"model,":[307],"all":[308],"-":[314],"third":[318],"channel":[319],"best":[327],"accuracy.":[329]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":3}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2023-08-19T00:00:00"}
