{"id":"https://openalex.org/W4365483659","doi":"https://doi.org/10.1109/jbhi.2023.3267039","title":"Ambient Monitoring of Gait and Machine Learning Models for Dynamic and Short-Term Falls Risk Assessment in People With Dementia","display_name":"Ambient Monitoring of Gait and Machine Learning Models for Dynamic and Short-Term Falls Risk Assessment in People With Dementia","publication_year":2023,"publication_date":"2023-04-14","ids":{"openalex":"https://openalex.org/W4365483659","doi":"https://doi.org/10.1109/jbhi.2023.3267039","pmid":"https://pubmed.ncbi.nlm.nih.gov/37058371"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2023.3267039","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2023.3267039","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5016298905","display_name":"Vida Adeli","orcid":"https://orcid.org/0000-0002-1976-0179"},"institutions":[{"id":"https://openalex.org/I1325899441","display_name":"University Health Network","ror":"https://ror.org/042xt5161","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441"]},{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]},{"id":"https://openalex.org/I2799838188","display_name":"Toronto Rehabilitation Institute","ror":"https://ror.org/00mxe0976","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2799838188"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Vida Adeli","raw_affiliation_strings":["KITE, Toronto Rehabilitation Institute, University Health Network, Toronto, ON, Canada","Institute of Biomedical Engineering, University of Toronto, Toronto, ON, Canada"],"raw_orcid":"https://orcid.org/0000-0002-1976-0179","affiliations":[{"raw_affiliation_string":"KITE, Toronto Rehabilitation Institute, University Health Network, Toronto, ON, Canada","institution_ids":["https://openalex.org/I2799838188","https://openalex.org/I1325899441"]},{"raw_affiliation_string":"Institute of Biomedical Engineering, University of Toronto, Toronto, ON, Canada","institution_ids":["https://openalex.org/I185261750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078064051","display_name":"Navid Korhani","orcid":"https://orcid.org/0000-0001-8181-4652"},"institutions":[{"id":"https://openalex.org/I1325899441","display_name":"University Health Network","ror":"https://ror.org/042xt5161","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441"]},{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]},{"id":"https://openalex.org/I2799838188","display_name":"Toronto Rehabilitation Institute","ror":"https://ror.org/00mxe0976","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2799838188"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Navid Korhani","raw_affiliation_strings":["KITE, Toronto Rehabilitation Institute, University Health Network, Toronto, ON, Canada","Department of Computer Science, University of Toronto, Toronto, ON, Canada"],"raw_orcid":"https://orcid.org/0000-0001-8181-4652","affiliations":[{"raw_affiliation_string":"KITE, Toronto Rehabilitation Institute, University Health Network, Toronto, ON, Canada","institution_ids":["https://openalex.org/I2799838188","https://openalex.org/I1325899441"]},{"raw_affiliation_string":"Department of Computer Science, University of Toronto, Toronto, ON, Canada","institution_ids":["https://openalex.org/I185261750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020058084","display_name":"Andrea Sabo","orcid":"https://orcid.org/0000-0002-8921-9089"},"institutions":[{"id":"https://openalex.org/I1325899441","display_name":"University Health Network","ror":"https://ror.org/042xt5161","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441"]},{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]},{"id":"https://openalex.org/I2799838188","display_name":"Toronto Rehabilitation Institute","ror":"https://ror.org/00mxe0976","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2799838188"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Andrea Sabo","raw_affiliation_strings":["KITE, Toronto Rehabilitation Institute, University Health Network, Toronto, ON, Canada","Institute of Biomedical Engineering, University of Toronto, Toronto, ON, Canada"],"raw_orcid":"https://orcid.org/0000-0002-8921-9089","affiliations":[{"raw_affiliation_string":"KITE, Toronto Rehabilitation Institute, University Health Network, Toronto, ON, Canada","institution_ids":["https://openalex.org/I2799838188","https://openalex.org/I1325899441"]},{"raw_affiliation_string":"Institute of Biomedical Engineering, University of Toronto, Toronto, ON, Canada","institution_ids":["https://openalex.org/I185261750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077717905","display_name":"Sina Mehdizadeh","orcid":"https://orcid.org/0000-0002-8598-6176"},"institutions":[{"id":"https://openalex.org/I2799838188","display_name":"Toronto Rehabilitation Institute","ror":"https://ror.org/00mxe0976","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2799838188"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Sina Mehdizadeh","raw_affiliation_strings":["KITE, Toronto Rehabilitation Institute, UHN, Toronto, ON, Canada"],"raw_orcid":"https://orcid.org/0000-0002-8598-6176","affiliations":[{"raw_affiliation_string":"KITE, Toronto Rehabilitation Institute, UHN, Toronto, ON, Canada","institution_ids":["https://openalex.org/I2799838188"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085524810","display_name":"Avril Mansfield","orcid":"https://orcid.org/0000-0002-0396-5815"},"institutions":[{"id":"https://openalex.org/I1323843004","display_name":"Sunnybrook Health Science Centre","ror":"https://ror.org/03wefcv03","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1323843004"]},{"id":"https://openalex.org/I1325899441","display_name":"University Health Network","ror":"https://ror.org/042xt5161","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441"]},{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]},{"id":"https://openalex.org/I2799838188","display_name":"Toronto Rehabilitation Institute","ror":"https://ror.org/00mxe0976","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2799838188"]},{"id":"https://openalex.org/I4391768120","display_name":"Sunnybrook Research Institute","ror":"https://ror.org/05n0tzs53","country_code":null,"type":"facility","lineage":["https://openalex.org/I1323843004","https://openalex.org/I185261750","https://openalex.org/I4391768120"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Avril Mansfield","raw_affiliation_strings":["KITE, Toronto Rehabilitation Institute, University Health Network, Toronto, ON, Canada","Evaluative Clinical Sciences, Hurvitz Brain Sciences Program, Sunnybrook Research Institute, Toronto, ON, Canada","Department of Physical Therapy, University of Toronto, Toronto, ON, Canada"],"raw_orcid":"https://orcid.org/0000-0002-0396-5815","affiliations":[{"raw_affiliation_string":"KITE, Toronto Rehabilitation Institute, University Health Network, Toronto, ON, Canada","institution_ids":["https://openalex.org/I2799838188","https://openalex.org/I1325899441"]},{"raw_affiliation_string":"Evaluative Clinical Sciences, Hurvitz Brain Sciences Program, Sunnybrook Research Institute, Toronto, ON, Canada","institution_ids":["https://openalex.org/I1323843004","https://openalex.org/I4391768120"]},{"raw_affiliation_string":"Department of Physical Therapy, University of Toronto, Toronto, ON, Canada","institution_ids":["https://openalex.org/I185261750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010961636","display_name":"Alastair J. Flint","orcid":"https://orcid.org/0000-0001-6806-0235"},"institutions":[{"id":"https://openalex.org/I1325899441","display_name":"University Health Network","ror":"https://ror.org/042xt5161","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441"]},{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]},{"id":"https://openalex.org/I2799838188","display_name":"Toronto Rehabilitation Institute","ror":"https://ror.org/00mxe0976","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2799838188"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Alastair Flint","raw_affiliation_strings":["KITE, Toronto Rehabilitation Institute, University Health Network, Toronto, ON, Canada","Department of Psychiatry, University of Toronto, Toronto, ON, Canada","Center for Mental Health, University Health Network, Toronto, ON, Canada"],"raw_orcid":"https://orcid.org/0000-0001-6806-0235","affiliations":[{"raw_affiliation_string":"KITE, Toronto Rehabilitation Institute, University Health Network, Toronto, ON, Canada","institution_ids":["https://openalex.org/I2799838188","https://openalex.org/I1325899441"]},{"raw_affiliation_string":"Department of Psychiatry, University of Toronto, Toronto, ON, Canada","institution_ids":["https://openalex.org/I185261750"]},{"raw_affiliation_string":"Center for Mental Health, University Health Network, Toronto, ON, Canada","institution_ids":["https://openalex.org/I1325899441"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087534133","display_name":"Andrea Iaboni","orcid":"https://orcid.org/0000-0003-4268-6832"},"institutions":[{"id":"https://openalex.org/I1325899441","display_name":"University Health Network","ror":"https://ror.org/042xt5161","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441"]},{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]},{"id":"https://openalex.org/I2799838188","display_name":"Toronto Rehabilitation Institute","ror":"https://ror.org/00mxe0976","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2799838188"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Andrea Iaboni","raw_affiliation_strings":["KITE, Toronto Rehabilitation Institute, University Health Network, Toronto, ON, Canada","Center for Mental Health, University Health Network, Toronto, ON, Canada","Department of Psychiatry, University of Toronto, Toronto, ON, Canada"],"raw_orcid":"https://orcid.org/0000-0003-4268-6832","affiliations":[{"raw_affiliation_string":"KITE, Toronto Rehabilitation Institute, University Health Network, Toronto, ON, Canada","institution_ids":["https://openalex.org/I2799838188","https://openalex.org/I1325899441"]},{"raw_affiliation_string":"Center for Mental Health, University Health Network, Toronto, ON, Canada","institution_ids":["https://openalex.org/I1325899441"]},{"raw_affiliation_string":"Department of Psychiatry, University of Toronto, Toronto, ON, Canada","institution_ids":["https://openalex.org/I185261750"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011257199","display_name":"Babak Taati","orcid":"https://orcid.org/0000-0001-9763-4293"},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]},{"id":"https://openalex.org/I2799838188","display_name":"Toronto Rehabilitation Institute","ror":"https://ror.org/00mxe0976","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1325899441","https://openalex.org/I2799838188"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Babak Taati","raw_affiliation_strings":["KITE, Toronto Rehabilitation Institute, UHN, Toronto, ON, Canada","Department of Computer Science, University of Toronto, Toronto, ON, Canada","Institute of Biomedical Engineering, University of Toronto, Toronto, ON, Canada"],"raw_orcid":"https://orcid.org/0000-0001-9763-4293","affiliations":[{"raw_affiliation_string":"KITE, Toronto Rehabilitation Institute, UHN, Toronto, ON, Canada","institution_ids":["https://openalex.org/I2799838188"]},{"raw_affiliation_string":"Department of Computer Science, University of Toronto, Toronto, ON, Canada","institution_ids":["https://openalex.org/I185261750"]},{"raw_affiliation_string":"Institute of Biomedical Engineering, University of Toronto, Toronto, ON, Canada","institution_ids":["https://openalex.org/I185261750"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":18.3713,"has_fulltext":false,"cited_by_count":32,"citation_normalized_percentile":{"value":0.99481338,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"27","issue":"7","first_page":"3599","last_page":"3609"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10114","display_name":"Balance, Gait, and Falls Prevention","score":0.9997000098228455,"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":0.9997000098228455,"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.988099992275238,"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/T10510","display_name":"Stroke Rehabilitation and Recovery","score":0.9824000000953674,"subfield":{"id":"https://openalex.org/subfields/2742","display_name":"Rehabilitation"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/gait","display_name":"Gait","score":0.6298301815986633},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.5905982255935669},{"id":"https://openalex.org/keywords/dementia","display_name":"Dementia","score":0.5821813941001892},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.5467308163642883},{"id":"https://openalex.org/keywords/receiver-operating-characteristic","display_name":"Receiver operating characteristic","score":0.5166335701942444},{"id":"https://openalex.org/keywords/poison-control","display_name":"Poison control","score":0.49437427520751953},{"id":"https://openalex.org/keywords/gait-analysis","display_name":"Gait analysis","score":0.48292276263237},{"id":"https://openalex.org/keywords/injury-prevention","display_name":"Injury prevention","score":0.4633863866329193},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.43891599774360657},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.4352019131183624},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39837491512298584},{"id":"https://openalex.org/keywords/physical-therapy","display_name":"Physical therapy","score":0.3879634141921997},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.27290645241737366},{"id":"https://openalex.org/keywords/medical-emergency","display_name":"Medical emergency","score":0.19564750790596008},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.08974552154541016}],"concepts":[{"id":"https://openalex.org/C151800584","wikidata":"https://www.wikidata.org/wiki/Q2370000","display_name":"Gait","level":2,"score":0.6298301815986633},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.5905982255935669},{"id":"https://openalex.org/C2779483572","wikidata":"https://www.wikidata.org/wiki/Q83030","display_name":"Dementia","level":3,"score":0.5821813941001892},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5467308163642883},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.5166335701942444},{"id":"https://openalex.org/C3017944768","wikidata":"https://www.wikidata.org/wiki/Q1450463","display_name":"Poison control","level":2,"score":0.49437427520751953},{"id":"https://openalex.org/C173906292","wikidata":"https://www.wikidata.org/wiki/Q1493441","display_name":"Gait analysis","level":3,"score":0.48292276263237},{"id":"https://openalex.org/C190385971","wikidata":"https://www.wikidata.org/wiki/Q373494","display_name":"Injury prevention","level":3,"score":0.4633863866329193},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43891599774360657},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.4352019131183624},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39837491512298584},{"id":"https://openalex.org/C1862650","wikidata":"https://www.wikidata.org/wiki/Q186005","display_name":"Physical therapy","level":1,"score":0.3879634141921997},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.27290645241737366},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.19564750790596008},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.08974552154541016},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","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":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003704","descriptor_name":"Dementia","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003704","descriptor_name":"Dementia","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003704","descriptor_name":"Dementia","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003704","descriptor_name":"Dementia","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005684","descriptor_name":"Gait","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005684","descriptor_name":"Gait","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005684","descriptor_name":"Gait","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005684","descriptor_name":"Gait","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2023.3267039","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2023.3267039","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:37058371","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37058371","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":"IEEE journal of biomedical and health informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.8100000023841858,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322015","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087"},{"id":"https://openalex.org/F4320334506","display_name":"Canadian Institutes of Health Research","ror":"https://ror.org/01gavpb45"},{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":61,"referenced_works":["https://openalex.org/W1483299686","https://openalex.org/W1500922888","https://openalex.org/W1512305678","https://openalex.org/W1571696772","https://openalex.org/W1967974729","https://openalex.org/W1994135183","https://openalex.org/W2013430994","https://openalex.org/W2024905544","https://openalex.org/W2026070254","https://openalex.org/W2030482433","https://openalex.org/W2034878282","https://openalex.org/W2045923955","https://openalex.org/W2048855215","https://openalex.org/W2061308030","https://openalex.org/W2076180193","https://openalex.org/W2082441796","https://openalex.org/W2090494891","https://openalex.org/W2098489565","https://openalex.org/W2109150748","https://openalex.org/W2121647405","https://openalex.org/W2134991557","https://openalex.org/W2139197555","https://openalex.org/W2148143831","https://openalex.org/W2158190397","https://openalex.org/W2165113563","https://openalex.org/W2172156083","https://openalex.org/W2270435344","https://openalex.org/W2319075952","https://openalex.org/W2331491898","https://openalex.org/W2408195549","https://openalex.org/W2414900880","https://openalex.org/W2473728628","https://openalex.org/W2535502899","https://openalex.org/W2597642773","https://openalex.org/W2753965207","https://openalex.org/W2761020671","https://openalex.org/W2784837049","https://openalex.org/W2800341923","https://openalex.org/W2884707242","https://openalex.org/W2898089001","https://openalex.org/W2902125809","https://openalex.org/W2905078388","https://openalex.org/W2917976456","https://openalex.org/W2963808062","https://openalex.org/W2967537207","https://openalex.org/W2969907144","https://openalex.org/W2981397768","https://openalex.org/W2983125454","https://openalex.org/W2987300278","https://openalex.org/W3029924594","https://openalex.org/W3083706909","https://openalex.org/W3134082386","https://openalex.org/W3160692341","https://openalex.org/W3186111233","https://openalex.org/W3195678192","https://openalex.org/W3196711103","https://openalex.org/W3210579408","https://openalex.org/W4210482733","https://openalex.org/W4226250157","https://openalex.org/W4229005170","https://openalex.org/W4294916358"],"related_works":["https://openalex.org/W2133973503","https://openalex.org/W2471060339","https://openalex.org/W2148547327","https://openalex.org/W4226236273","https://openalex.org/W2125892956","https://openalex.org/W2130975749","https://openalex.org/W2493973380","https://openalex.org/W2394835211","https://openalex.org/W2809084995","https://openalex.org/W2729676947"],"abstract_inverted_index":{"Falls":[0],"are":[1],"a":[2,21,31,34,69,121,165,173,210],"leading":[3],"cause":[4],"of":[5,27,30,68,96,105,117,132,164,177,193,207,214,233],"morbidity":[6],"and":[7,24,52,63,99,114,135,138,150,175,179,182,212,216,239],"mortality":[8],"in":[9,15,110,242],"older":[10,83],"adults":[11],"with":[12,86,172,209],"dementia":[13],"residing":[14],"long-term":[16,243],"care.":[17,244],"Having":[18],"access":[19],"to":[20,45,49,61,228,236],"frequently":[22,64],"updated":[23],"accurate":[25],"estimate":[26,62],"the":[28,66,72,103,130,157,162,168,187,197,231],"likelihood":[29,163],"fall":[32,70,100,166,238],"over":[33,167],"short":[35],"time":[36,104],"frame":[37],"for":[38,230],"each":[39,90],"resident":[40],"will":[41,221],"enable":[42],"care":[43],"staff":[44],"provide":[46],"targeted":[47],"interventions":[48],"prevent":[50],"falls":[51],"resulting":[53],"injuries.":[54],"To":[55],"this":[56,234],"end,":[57],"machine":[58],"learning":[59],"models":[60],"update":[65],"risk":[67,101],"within":[71],"next":[73,169],"4":[74,170],"weeks":[75,171],"were":[76],"trained":[77],"on":[78,223],"longitudinal":[79],"data":[80],"from":[81,89,143],"54":[82],"adult":[84],"participants":[85],"dementia.":[87],"Data":[88],"participant":[91],"included":[92],"baseline":[93,144],"clinical":[94,145],"assessments":[95,116],"gait,":[97],"mobility,":[98],"at":[102],"admission,":[106],"daily":[107,151],"medication":[108,112,152],"intake":[109],"three":[111],"categories,":[113],"frequent":[115],"gait":[118,148,202],"performed":[119],"via":[120],"computer":[122],"vision-based":[123],"ambient":[124,147,201],"monitoring":[125],"system.":[126],"Systematic":[127],"ablations":[128],"investigated":[129],"effects":[131],"various":[133],"hyperparameters":[134],"feature":[136],"sets":[137],"experimentally":[139],"identified":[140],"differential":[141],"contributions":[142],"assessments,":[146],"analysis,":[149],"intake.":[153],"In":[154],"leave-one-subject-out":[155],"cross-validation,":[156],"best":[158,198],"performing":[159],"model":[160,199],"predicts":[161],"sensitivity":[174,211],"specificity":[176,213],"72.8":[178],"73.2,":[180],"respectively,":[181],"achieved":[183,204],"an":[184,205],"area":[185],"under":[186],"receiver":[188],"operating":[189],"characteristic":[190],"curve":[191],"(AUROC)":[192],"76.2.":[194],"By":[195],"contrast,":[196],"excluding":[200],"features":[203],"AUROC":[206],"56.2":[208],"51.9":[215],"54.0,":[217],"respectively.":[218],"Future":[219],"research":[220],"focus":[222],"externally":[224],"validating":[225],"these":[226],"findings":[227],"prepare":[229],"implementation":[232],"technology":[235],"reduce":[237],"fall-related":[240],"injuries":[241]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":19},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":3}],"updated_date":"2026-06-16T09:24:06.705377","created_date":"2025-10-10T00:00:00"}