{"id":"https://openalex.org/W7130939723","doi":"https://doi.org/10.1016/j.mex.2026.103845","title":"A temporal convolutional network approach for gait-based fall risk prediction to support safe sport participation in older adults","display_name":"A temporal convolutional network approach for gait-based fall risk prediction to support safe sport participation in older adults","publication_year":2026,"publication_date":"2026-02-22","ids":{"openalex":"https://openalex.org/W7130939723","doi":"https://doi.org/10.1016/j.mex.2026.103845","pmid":"https://pubmed.ncbi.nlm.nih.gov/41783248","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/12955232"},"language":"en","primary_location":{"id":"doi:10.1016/j.mex.2026.103845","doi":"https://doi.org/10.1016/j.mex.2026.103845","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.mex.2026.103845","pdf_url":null,"source":{"id":"https://openalex.org/S2898269294","display_name":"MethodsX","issn_l":"2215-0161","issn":["2215-0161"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-d","norway-1","poland-70"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"MethodsX","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1016/j.mex.2026.103845","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020862100","display_name":"Almira Askhatova","orcid":"https://orcid.org/0009-0006-2026-2763","observed_orcids":["https://orcid.org/0009-0006-2026-2763"]},"institutions":[{"id":"https://openalex.org/I60559429","display_name":"Nazarbayev University","ror":"https://ror.org/052bx8q98","country_code":"KZ","type":"education","lineage":["https://openalex.org/I60559429"]}],"countries":["KZ"],"is_corresponding":true,"raw_author_name":"Almira Askhatova","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Nazarbayev University, Astana 010000, Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Nazarbayev University, Astana 010000, Kazakhstan","institution_ids":["https://openalex.org/I60559429"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114613509","display_name":"Ulan Sharipov","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I60559429","display_name":"Nazarbayev University","ror":"https://ror.org/052bx8q98","country_code":"KZ","type":"education","lineage":["https://openalex.org/I60559429"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Ulan Sharipov","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Nazarbayev University, Astana 010000, Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Nazarbayev University, Astana 010000, Kazakhstan","institution_ids":["https://openalex.org/I60559429"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106930343","display_name":"Sultan Kasenov","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I60559429","display_name":"Nazarbayev University","ror":"https://ror.org/052bx8q98","country_code":"KZ","type":"education","lineage":["https://openalex.org/I60559429"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Sultan Kasenov","raw_affiliation_strings":["Department of Computer Science, Nazarbayev University, Astana 010000, Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Nazarbayev University, Astana 010000, Kazakhstan","institution_ids":["https://openalex.org/I60559429"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109531903","display_name":"Khanat Kassenov","orcid":"https://orcid.org/0000-0002-7555-4919","observed_orcids":["https://orcid.org/0000-0002-7555-4919"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Khanat Kassenov","raw_affiliation_strings":["Kazakh National University of Sport, Astana 010000, Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kazakh National University of Sport, Astana 010000, Kazakhstan","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126570550","display_name":"Zhaxat Kenzhin","orcid":"https://orcid.org/0000-0001-6085-8349","observed_orcids":["https://orcid.org/0000-0001-6085-8349"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhaxat Kenzhin","raw_affiliation_strings":["Kazakh National University of Sport, Astana 010000, Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kazakh National University of Sport, Astana 010000, Kazakhstan","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107982693","display_name":"T. K. Kuangaliyeva","orcid":"https://orcid.org/0000-0003-2202-3281","observed_orcids":["https://orcid.org/0000-0003-2202-3281"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tursynzada Kuangaliyeva","raw_affiliation_strings":["Kazakh National University of Sport, Astana 010000, Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kazakh National University of Sport, Astana 010000, Kazakhstan","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126571747","display_name":"Dinara Turzhanova","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dinara Turzhanova","raw_affiliation_strings":["Kazakh National University of Sport, Astana 010000, Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kazakh National University of Sport, Astana 010000, Kazakhstan","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055689178","display_name":"Prashant Kumar Jamwal","orcid":"https://orcid.org/0000-0002-1330-6186","observed_orcids":["https://orcid.org/0000-0002-1330-6186"]},"institutions":[{"id":"https://openalex.org/I60559429","display_name":"Nazarbayev University","ror":"https://ror.org/052bx8q98","country_code":"KZ","type":"education","lineage":["https://openalex.org/I60559429"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Prashant K Jamwal","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Nazarbayev University, Astana 010000, Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Nazarbayev University, Astana 010000, Kazakhstan","institution_ids":["https://openalex.org/I60559429"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5020862100"],"corresponding_institution_ids":["https://openalex.org/I60559429"],"apc_list":{"value":1260,"currency":"USD","value_usd":1260},"apc_paid":{"value":1260,"currency":"USD","value_usd":1260},"fwci":20.9011,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.98916492,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"16","issue":null,"first_page":"103845","last_page":"103845"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10114","display_name":"Balance, Gait, and Falls Prevention","score":0.9653000235557556,"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":0.9653000235557556,"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":0.02199999988079071,"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.01140000019222498,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/fall-risk-prediction","display_name":"fall risk prediction","score":0.9760000109672546},{"id":"https://openalex.org/keywords/gait-analysis","display_name":"gait analysis","score":0.9089999794960022},{"id":"https://openalex.org/keywords/older-adults","display_name":"older adults","score":0.8999999761581421},{"id":"https://openalex.org/keywords/temporal-convolutional-network","display_name":"temporal convolutional network","score":0.7799999713897705},{"id":"https://openalex.org/keywords/inertial-measurement-unit","display_name":"inertial measurement unit","score":0.9440000057220459},{"id":"https://openalex.org/keywords/wearable-sensors","display_name":"wearable sensors","score":0.890999972820282},{"id":"https://openalex.org/keywords/accelerometer-signals","display_name":"accelerometer signals","score":0.7599999904632568},{"id":"https://openalex.org/keywords/gait-parameters","display_name":"gait parameters","score":0.7860000133514404},{"id":"https://openalex.org/keywords/gait-instability","display_name":"gait instability","score":0.7799999713897705},{"id":"https://openalex.org/keywords/physical-activity-in-older-adults","display_name":"physical activity in older adults","score":0.6539999842643738}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4999000132083893},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.383899986743927},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3779999911785126},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.3644999861717224},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.32519999146461487},{"id":"https://openalex.org/C3017944768","wikidata":"https://www.wikidata.org/wiki/Q1450463","display_name":"Poison control","level":2,"score":0.3109999895095825},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.28949999809265137},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.27630001306533813},{"id":"https://openalex.org/C166735990","wikidata":"https://www.wikidata.org/wiki/Q1750812","display_name":"Human factors and ergonomics","level":3,"score":0.27300000190734863},{"id":"https://openalex.org/C163355716","wikidata":"https://www.wikidata.org/wiki/Q2154783","display_name":"Risk perception","level":3,"score":0.27219998836517334},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2687000036239624},{"id":"https://openalex.org/C187155963","wikidata":"https://www.wikidata.org/wiki/Q629029","display_name":"Occupational safety and health","level":2,"score":0.25360000133514404},{"id":"https://openalex.org/C32896092","wikidata":"https://www.wikidata.org/wiki/Q189447","display_name":"Risk management","level":2,"score":0.2508000135421753}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1016/j.mex.2026.103845","doi":"https://doi.org/10.1016/j.mex.2026.103845","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.mex.2026.103845","pdf_url":null,"source":{"id":"https://openalex.org/S2898269294","display_name":"MethodsX","issn_l":"2215-0161","issn":["2215-0161"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-d","norway-1","poland-70"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"MethodsX","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12955232","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12955232/","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12955232/pdf/main.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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"MethodsX","raw_type":"Text"},{"id":"pmid:41783248","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41783248","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":"MethodsX","raw_type":"Journal Article"},{"id":"pmh:oai:nur.nu.edu.kz:123456789/18122","doi":null,"is_oa":true,"landing_page_url":"https://nur.nu.edu.kz/handle/123456789/18122","pdf_url":null,"source":{"id":"https://openalex.org/S4377196417","display_name":"Nazarbayev University Repository (Nazarbayev University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I60559429","host_organization_name":"Nazarbayev University","host_organization_lineage":["https://openalex.org/I60559429"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":{"id":"doi:10.1016/j.mex.2026.103845","doi":"https://doi.org/10.1016/j.mex.2026.103845","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.mex.2026.103845","pdf_url":null,"source":{"id":"https://openalex.org/S2898269294","display_name":"MethodsX","issn_l":"2215-0161","issn":["2215-0161"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-d","norway-1","poland-70"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"MethodsX","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.8048999905586243}],"study_designs":[],"awards":[{"id":"https://openalex.org/G5348436545","display_name":null,"funder_award_id":"BR28713049","funder_id":"https://openalex.org/F4320322726","funder_display_name":"Ministry of Education and Science of the Republic of Kazakhstan"}],"funders":[{"id":"https://openalex.org/F4320322726","display_name":"Ministry of Education and Science of the Republic of Kazakhstan","ror":"https://ror.org/03pj6ge82"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7130939723.pdf","grobid_xml":"https://content.openalex.org/works/W7130939723.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W2004160997","https://openalex.org/W2035930014","https://openalex.org/W2045271086","https://openalex.org/W2129497069","https://openalex.org/W2132279149","https://openalex.org/W2132677633","https://openalex.org/W2152575748","https://openalex.org/W2156809737","https://openalex.org/W2162800060","https://openalex.org/W2240936544","https://openalex.org/W2592878160","https://openalex.org/W2767979715","https://openalex.org/W2791012243","https://openalex.org/W2792764867","https://openalex.org/W2804907753","https://openalex.org/W2903950532","https://openalex.org/W2986661129","https://openalex.org/W2990092737","https://openalex.org/W4297808394","https://openalex.org/W4385972792","https://openalex.org/W4389452651","https://openalex.org/W4401484024","https://openalex.org/W4407867832","https://openalex.org/W4409134027","https://openalex.org/W4410401312","https://openalex.org/W4416509851"],"related_works":["https://openalex.org/W4394862816","https://openalex.org/W4403191525","https://openalex.org/W3162702221","https://openalex.org/W7151389331","https://openalex.org/W7118006156","https://openalex.org/W3208949470","https://openalex.org/W4415687697","https://openalex.org/W4392349984","https://openalex.org/W4294975110","https://openalex.org/W7165203784"],"abstract_inverted_index":{"The":[0,77,112,127],"risk":[1,25,56],"of":[2,22,40,84,109,179],"falling":[3],"represents":[4],"a":[5,46],"significant":[6],"barrier":[7],"preventing":[8],"many":[9],"older":[10],"adults":[11],"from":[12,140,144],"engaging":[13],"in":[14,33],"mass":[15],"sports":[16],"and":[17,73,119,125,135,174,176],"physical":[18],"activity.":[19],"Objective":[20],"assessment":[21],"the":[23,149,156],"fall":[24,55],"using":[26,98,116,148,159],"wearable":[27],"technologies":[28],"constitutes":[29],"an":[30],"essential":[31],"support":[32],"safe":[34],"sport":[35],"participation":[36],"through":[37,106],"early":[38],"detection":[39],"gait":[41,92,133,138,166],"instability.":[42],"This":[43],"study":[44],"proposes":[45],"hybrid":[47],"Temporal":[48,94],"Convolutional":[49],"Network":[50],"(TCN)-based":[51],"framework":[52,113],"for":[53],"gait-based":[54],"identification":[57],"based":[58],"on":[59],"lower":[60],"back-mounted":[61],"inertial":[62,86],"measurement":[63],"unit":[64],"(IMU)":[65],"sensor":[66],"data":[67],"acquired":[68],"during":[69],"one-minute":[70],"laboratory":[71],"tests":[72],"three-day":[74],"free-living":[75],"recording.":[76],"proposed":[78,128],"methodology":[79],"integrates":[80],"data-driven":[81],"temporal":[82],"modeling":[83],"raw":[85,141],"signals":[87,143],"with":[88],"clinically":[89,164],"interpretable":[90,165],"handcrafted":[91],"features.":[93],"dependencies":[95],"are":[96,104],"modeled":[97],"dilated":[99],"convolutions,":[100],"while":[101],"subject-level":[102],"predictions":[103],"obtained":[105],"statistical":[107,160],"aggregation":[108],"window-level":[110,153],"representations.":[111],"is":[114],"evaluated":[115],"subject-wise":[117],"cross-validation":[118],"demonstrates":[120],"consistent":[121],"discrimination":[122],"between":[123],"fallers":[124],"non-fallers.":[126],"methodology:":[129],"\u25cf":[130,151,162],"Processes":[131],"waveform-level":[132],"dynamics":[134,139],"captures":[136],"detailed":[137],"accelerometer":[142,146],"short":[145],"recordings":[147],"TCN.":[150],"Aggregates":[152],"embeddings":[154],"at":[155],"subject":[157],"level":[158],"descriptors.":[161],"Incorporates":[163],"features":[167],"that":[168],"describe":[169],"spatiotemporal":[170],"characteristics,":[171],"inter-axis":[172],"coordination,":[173],"time-":[175],"frequency-domain":[177],"properties":[178],"walking.":[180]},"counts_by_year":[{"year":2026,"cited_by_count":3}],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2026-02-23T00:00:00"}