{"id":"https://openalex.org/W4413051515","doi":"https://doi.org/10.3233/shti251249","title":"SpeechCARE: Harnessing Multimodal Innovation to Transform Cognitive Impairment Detection \u2013 Insights from the National Institute on Aging Alzheimer\u2019s Speech Challenge","display_name":"SpeechCARE: Harnessing Multimodal Innovation to Transform Cognitive Impairment Detection \u2013 Insights from the National Institute on Aging Alzheimer\u2019s Speech Challenge","publication_year":2025,"publication_date":"2025-08-07","ids":{"openalex":"https://openalex.org/W4413051515","doi":"https://doi.org/10.3233/shti251249","pmid":"https://pubmed.ncbi.nlm.nih.gov/40776266"},"language":"en","primary_location":{"id":"doi:10.3233/shti251249","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti251249","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.3233/shti251249","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5118785872","display_name":"Hossein Azadmaleki","orcid":"https://orcid.org/0009-0008-4284-9869"},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Hossein Azadmaleki","raw_affiliation_strings":["Columbia University Irving Medical Center, New York, NY 10032, United States"],"affiliations":[{"raw_affiliation_string":"Columbia University Irving Medical Center, New York, NY 10032, United States","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119245501","display_name":"Yasaman Haghbin","orcid":null},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yasaman Haghbin","raw_affiliation_strings":["Columbia University Irving Medical Center, New York, NY 10032, United States"],"affiliations":[{"raw_affiliation_string":"Columbia University Irving Medical Center, New York, NY 10032, United States","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119245502","display_name":"Sina Rashidi","orcid":null},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sina Rashidi","raw_affiliation_strings":["Columbia University Irving Medical Center, New York, NY 10032, United States"],"affiliations":[{"raw_affiliation_string":"Columbia University Irving Medical Center, New York, NY 10032, United States","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003905288","display_name":"M. Nezhad","orcid":"https://orcid.org/0000-0002-9242-8543"},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohammad Javad Momeni Nezhad","raw_affiliation_strings":["Columbia University Irving Medical Center, New York, NY 10032, United States"],"affiliations":[{"raw_affiliation_string":"Columbia University Irving Medical Center, New York, NY 10032, United States","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119245503","display_name":"Mehdi Naserian","orcid":null},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mehdi Naserian","raw_affiliation_strings":["Columbia University Irving Medical Center, New York, NY 10032, United States"],"affiliations":[{"raw_affiliation_string":"Columbia University Irving Medical Center, New York, NY 10032, United States","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115404377","display_name":"Elyas Esmaeili","orcid":null},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Elyas Esmaeili","raw_affiliation_strings":["Columbia University Irving Medical Center, New York, NY 10032, United States"],"affiliations":[{"raw_affiliation_string":"Columbia University Irving Medical Center, New York, NY 10032, United States","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092486969","display_name":"Ali Zolnour","orcid":"https://orcid.org/0009-0007-0668-5169"},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ali Zolnour","raw_affiliation_strings":["Columbia University Irving Medical Center, New York, NY 10032, United States"],"affiliations":[{"raw_affiliation_string":"Columbia University Irving Medical Center, New York, NY 10032, United States","institution_ids":["https://openalex.org/I2799503643"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074942621","display_name":"Maryam Zolnoori","orcid":"https://orcid.org/0000-0003-4484-2990"},"institutions":[{"id":"https://openalex.org/I2799503643","display_name":"Columbia University Irving Medical Center","ror":"https://ror.org/01esghr10","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799503643"]},{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Maryam Zolnoori","raw_affiliation_strings":["Columbia University Irving Medical Center, New York, NY 10032, United States","School of Nursing, Columbia University, New York, NY 10032, United States"],"affiliations":[{"raw_affiliation_string":"Columbia University Irving Medical Center, New York, NY 10032, United States","institution_ids":["https://openalex.org/I2799503643"]},{"raw_affiliation_string":"School of Nursing, Columbia University, New York, NY 10032, United States","institution_ids":["https://openalex.org/I78577930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5118785872"],"corresponding_institution_ids":["https://openalex.org/I2799503643"],"apc_list":null,"apc_paid":null,"fwci":20.7601,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.99409702,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"329","issue":null,"first_page":"1856","last_page":"1857"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12031","display_name":"Speech and dialogue systems","score":0.5942000150680542,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T12031","display_name":"Speech and dialogue systems","score":0.5942000150680542,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/cognitive-impairment","display_name":"Cognitive impairment","score":0.7433035969734192},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.4661043584346771},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.42816218733787537},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.35808777809143066},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.23434299230575562}],"concepts":[{"id":"https://openalex.org/C2984915365","wikidata":"https://www.wikidata.org/wiki/Q5141203","display_name":"Cognitive impairment","level":3,"score":0.7433035969734192},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.4661043584346771},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.42816218733787537},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.35808777809143066},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.23434299230575562}],"mesh":[{"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":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D000544","descriptor_name":"Alzheimer Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","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":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013068","descriptor_name":"Speech Production Measurement","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D013068","descriptor_name":"Speech Production Measurement","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D014481","descriptor_name":"United States","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014481","descriptor_name":"United States","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D054561","descriptor_name":"National Institute on Aging (U.S.)","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D054561","descriptor_name":"National Institute on Aging (U.S.)","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.3233/shti251249","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti251249","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:40776266","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40776266","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":"Studies in health technology and informatics","raw_type":null}],"best_oa_location":{"id":"doi:10.3233/shti251249","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti251249","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Alzheimer's":[0],"disease":[1],"and":[2,30,38,67,84,88,97,134],"related":[3],"dementias":[4],"(ADRD)":[5],"affect":[6],"one":[7],"in":[8,64,108],"five":[9],"adults":[10],"over":[11,14],"60,":[12],"yet":[13],"half":[15],"of":[16,61,95,101],"individuals":[17],"with":[18,119],"cognitive":[19],"decline":[20],"remain":[21],"undiagnosed.":[22],"This":[23],"study":[24],"introduces":[25],"SpeechCARE,":[26],"a":[27,53,74],"novel":[28,75],"multimodal":[29],"multilingual":[31,116],"speech":[32,37,69,132],"processing":[33],"pipeline":[34],"leveraging":[35],"pretrained":[36],"linguistic":[39,89],"transformer":[40,117],"models":[41,118],"for":[42],"the":[43,106,109],"National":[44],"Institute":[45],"on":[46,52],"Aging":[47],"(NIA)'s":[48],"PREPARE":[49,112],"Challenge.":[50,113],"Evaluated":[51],"three-class":[54],"dataset":[55],"(Control,":[56],"Mild":[57],"Cognitive":[58],"Impairment,":[59],"Alzheimer's)":[60],"2,058":[62],"participants":[63],"three":[65],"languages":[66],"multiple":[68],"production":[70],"tasks,":[71,133],"SpeechCARE":[72,124],"uses":[73],"modality":[76,82],"fusion":[77,122],"mechanism":[78],"that":[79],"dynamically":[80],"weights":[81],"inputs":[83],"integrates":[85],"task-specific":[86],"acoustic":[87],"cues.":[90],"It":[91],"achieved":[92],"an":[93,98],"AUC":[94],"0.85":[96],"F1":[99],"score":[100],"70.6,":[102],"placing":[103],"it":[104],"among":[105],"finalists":[107],"ongoing":[110],"NIA":[111],"By":[114],"combining":[115],"its":[120],"innovative":[121],"mechanism,":[123],"demonstrates":[125],"robust":[126],"adaptability":[127],"across":[128],"diverse":[129],"languages,":[130],"varied":[131],"complex":[135],"real-world":[136],"clinical":[137],"settings.":[138]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3}],"updated_date":"2026-04-23T09:07:50.710637","created_date":"2025-10-10T00:00:00"}