{"id":"https://openalex.org/W7129057981","doi":"https://doi.org/10.1186/s12911-026-03387-3","title":"Longitudinal multi-modal data prediction model for mild cognitive impairment by deep survival analysis","display_name":"Longitudinal multi-modal data prediction model for mild cognitive impairment by deep survival analysis","publication_year":2026,"publication_date":"2026-02-16","ids":{"openalex":"https://openalex.org/W7129057981","doi":"https://doi.org/10.1186/s12911-026-03387-3","pmid":"https://pubmed.ncbi.nlm.nih.gov/41699585"},"language":"en","primary_location":{"id":"doi:10.1186/s12911-026-03387-3","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-026-03387-3","pdf_url":null,"source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"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":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1186/s12911-026-03387-3","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5126153662","display_name":"Rong Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I17721919","display_name":"Shanxi Medical University","ror":"https://ror.org/0265d1010","country_code":"CN","type":"education","lineage":["https://openalex.org/I17721919"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rong Zhang","raw_affiliation_strings":["Department of Computer Instruction, Shanxi Medical University, Taiyuan, 030001, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Instruction, Shanxi Medical University, Taiyuan, 030001, China","institution_ids":["https://openalex.org/I17721919"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126076855","display_name":"Durong Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I17721919","display_name":"Shanxi Medical University","ror":"https://ror.org/0265d1010","country_code":"CN","type":"education","lineage":["https://openalex.org/I17721919"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Durong Chen","raw_affiliation_strings":["School of Public Health, Shanxi Medical University, Taiyuan, 030001, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Public Health, Shanxi Medical University, Taiyuan, 030001, China","institution_ids":["https://openalex.org/I17721919"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121235022","display_name":"Yao Qin","orcid":null},"institutions":[{"id":"https://openalex.org/I17721919","display_name":"Shanxi Medical University","ror":"https://ror.org/0265d1010","country_code":"CN","type":"education","lineage":["https://openalex.org/I17721919"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yao Qin","raw_affiliation_strings":["School of Public Health, Shanxi Medical University, Taiyuan, 030001, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Public Health, Shanxi Medical University, Taiyuan, 030001, China","institution_ids":["https://openalex.org/I17721919"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100530835","display_name":"Hongjuan Han","orcid":null},"institutions":[{"id":"https://openalex.org/I17721919","display_name":"Shanxi Medical University","ror":"https://ror.org/0265d1010","country_code":"CN","type":"education","lineage":["https://openalex.org/I17721919"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongjuan Han","raw_affiliation_strings":["School of Basic Medical Sciences, Shanxi Medical University, Taiyuan, 030001, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Basic Medical Sciences, Shanxi Medical University, Taiyuan, 030001, China","institution_ids":["https://openalex.org/I17721919"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5126152557","display_name":"Hongmei Yu","orcid":null},"institutions":[{"id":"https://openalex.org/I17721919","display_name":"Shanxi Medical University","ror":"https://ror.org/0265d1010","country_code":"CN","type":"education","lineage":["https://openalex.org/I17721919"]},{"id":"https://openalex.org/I181877577","display_name":"Shanxi University","ror":"https://ror.org/03y3e3s17","country_code":"CN","type":"education","lineage":["https://openalex.org/I181877577"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hongmei Yu","raw_affiliation_strings":["MOE Key Laboratory of Coal Environmental Pathogenicity and Prevention, Shanxi Medical University, Taiyuan, 030001, China. yu@sxmu.edu.cn","School of Public Health, Shanxi Medical University, Taiyuan, 030001, China. yu@sxmu.edu.cn","Shanxi Provincial Key Laboratory of Major Diseases Risk Assessment, Taiyuan, 030001, China. yu@sxmu.edu.cn"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MOE Key Laboratory of Coal Environmental Pathogenicity and Prevention, Shanxi Medical University, Taiyuan, 030001, China. yu@sxmu.edu.cn","institution_ids":["https://openalex.org/I17721919"]},{"raw_affiliation_string":"School of Public Health, Shanxi Medical University, Taiyuan, 030001, China. yu@sxmu.edu.cn","institution_ids":["https://openalex.org/I17721919"]},{"raw_affiliation_string":"Shanxi Provincial Key Laboratory of Major Diseases Risk Assessment, Taiyuan, 030001, China. yu@sxmu.edu.cn","institution_ids":["https://openalex.org/I181877577"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5126152557"],"corresponding_institution_ids":["https://openalex.org/I17721919","https://openalex.org/I181877577"],"apc_list":{"value":2690,"currency":"USD","value_usd":2690},"apc_paid":{"value":2690,"currency":"USD","value_usd":2690},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.14824256,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"26","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10009","display_name":"Dementia and Cognitive Impairment Research","score":0.9639000296592712,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10009","display_name":"Dementia and Cognitive Impairment Research","score":0.9639000296592712,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"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/T13702","display_name":"Machine Learning in Healthcare","score":0.010999999940395355,"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"}},{"id":"https://openalex.org/T10086","display_name":"Alzheimer's disease research and treatments","score":0.002099999925121665,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"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/neuroimaging","display_name":"Neuroimaging","score":0.6614999771118164},{"id":"https://openalex.org/keywords/dementia","display_name":"Dementia","score":0.5708000063896179},{"id":"https://openalex.org/keywords/proportional-hazards-model","display_name":"Proportional hazards model","score":0.5665000081062317},{"id":"https://openalex.org/keywords/neuropsychology","display_name":"Neuropsychology","score":0.48840001225471497},{"id":"https://openalex.org/keywords/survival-analysis","display_name":"Survival analysis","score":0.43689998984336853},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.41370001435279846},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.39879998564720154},{"id":"https://openalex.org/keywords/personalized-medicine","display_name":"Personalized medicine","score":0.3792000114917755},{"id":"https://openalex.org/keywords/time-point","display_name":"Time point","score":0.36820000410079956}],"concepts":[{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.6614999771118164},{"id":"https://openalex.org/C2779483572","wikidata":"https://www.wikidata.org/wiki/Q83030","display_name":"Dementia","level":3,"score":0.5708000063896179},{"id":"https://openalex.org/C50382708","wikidata":"https://www.wikidata.org/wiki/Q223218","display_name":"Proportional hazards model","level":2,"score":0.5665000081062317},{"id":"https://openalex.org/C14216870","wikidata":"https://www.wikidata.org/wiki/Q3872","display_name":"Neuropsychology","level":3,"score":0.48840001225471497},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.44839999079704285},{"id":"https://openalex.org/C10515644","wikidata":"https://www.wikidata.org/wiki/Q543310","display_name":"Survival analysis","level":2,"score":0.43689998984336853},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4162999987602234},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.41370001435279846},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.39879998564720154},{"id":"https://openalex.org/C32220436","wikidata":"https://www.wikidata.org/wiki/Q2072214","display_name":"Personalized medicine","level":2,"score":0.3792000114917755},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37229999899864197},{"id":"https://openalex.org/C2779466056","wikidata":"https://www.wikidata.org/wiki/Q107630651","display_name":"Time point","level":2,"score":0.36820000410079956},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.35690000653266907},{"id":"https://openalex.org/C2777895361","wikidata":"https://www.wikidata.org/wiki/Q1758614","display_name":"Longitudinal study","level":2,"score":0.35420000553131104},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.3391999900341034},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.32839998602867126},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.32690000534057617},{"id":"https://openalex.org/C2984915365","wikidata":"https://www.wikidata.org/wiki/Q5141203","display_name":"Cognitive impairment","level":3,"score":0.3172000050544739},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.31540000438690186},{"id":"https://openalex.org/C2778373026","wikidata":"https://www.wikidata.org/wiki/Q4738819","display_name":"Alzheimer's Disease Neuroimaging Initiative","level":4,"score":0.31200000643730164},{"id":"https://openalex.org/C2984863031","wikidata":"https://www.wikidata.org/wiki/Q83030","display_name":"Cognitive decline","level":4,"score":0.29580000042915344},{"id":"https://openalex.org/C2776811091","wikidata":"https://www.wikidata.org/wiki/Q3818443","display_name":"Neuropsychological test","level":4,"score":0.2955000102519989},{"id":"https://openalex.org/C536788834","wikidata":"https://www.wikidata.org/wiki/Q7002588","display_name":"Neuropsychological assessment","level":4,"score":0.2896000146865845},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.2694999873638153},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.2694000005722046},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.2563999891281128},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.25440001487731934},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2533999979496002}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000098412","descriptor_name":"Predictive Learning Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000098437","descriptor_name":"Prediction Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000098971","descriptor_name":"Data Analytics","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":"D000369","descriptor_name":"Aged, 80 and over","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":"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":"D008137","descriptor_name":"Longitudinal Studies","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":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016019","descriptor_name":"Survival Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D018450","descriptor_name":"Disease Progression","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060825","descriptor_name":"Cognitive Dysfunction","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12911-026-03387-3","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-026-03387-3","pdf_url":null,"source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"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":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},{"id":"pmid:41699585","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41699585","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":"BMC medical informatics and decision making","raw_type":null},{"id":"pmh:oai:doaj.org/article:56de5162121a49178b843dcfd2b1c37f","is_oa":true,"landing_page_url":"https://doaj.org/article/56de5162121a49178b843dcfd2b1c37f","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Medical Informatics and Decision Making, Vol 26, Iss 1 (2026)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:13011762","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13011762/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Med Inform Decis Mak","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s12911-026-03387-3","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-026-03387-3","pdf_url":null,"source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"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":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6369345188140869,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[{"id":"https://openalex.org/G1298807586","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320327918","funder_display_name":"H. Lundbeck A/S"},{"id":"https://openalex.org/G1336222015","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G1554142629","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320322148","funder_display_name":"Eisai"},{"id":"https://openalex.org/G1593117279","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320309470","funder_display_name":"Meso Scale Diagnostics"},{"id":"https://openalex.org/G1650819308","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320308604","funder_display_name":"Biogen"},{"id":"https://openalex.org/G1880935189","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320327918","funder_display_name":"H. Lundbeck A/S"},{"id":"https://openalex.org/G2100670906","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320310388","funder_display_name":"Novartis Pharmaceuticals Corporation"},{"id":"https://openalex.org/G2152643862","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320311551","funder_display_name":"Northern California Institute for Research and Education"},{"id":"https://openalex.org/G2189010064","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320306078","funder_display_name":"U.S. Department of Defense"},{"id":"https://openalex.org/G2287065097","display_name":null,"funder_award_id":"82173632","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2340207221","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320310045","funder_display_name":"BioClinica"},{"id":"https://openalex.org/G2471646051","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320327918","funder_display_name":"H. Lundbeck A/S"},{"id":"https://openalex.org/G2522063444","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320332193","funder_display_name":"Genentech"},{"id":"https://openalex.org/G3131374986","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320307115","funder_display_name":"Bristol-Myers Squibb"},{"id":"https://openalex.org/G3553156159","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320307115","funder_display_name":"Bristol-Myers Squibb"},{"id":"https://openalex.org/G3710456697","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320307758","funder_display_name":"Eli Lilly and Company"},{"id":"https://openalex.org/G3752451908","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320327235","funder_display_name":"Servier"},{"id":"https://openalex.org/G3870774570","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320332193","funder_display_name":"Genentech"},{"id":"https://openalex.org/G3908963977","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320334506","funder_display_name":"Canadian Institutes of Health Research"},{"id":"https://openalex.org/G4119534169","display_name":null,"funder_award_id":"W81XWH","funder_id":"https://openalex.org/F4320306078","funder_display_name":"U.S. Department of Defense"},{"id":"https://openalex.org/G43180419","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320322148","funder_display_name":"Eisai"},{"id":"https://openalex.org/G4475667458","display_name":null,"funder_award_id":"W81XWH-12-2-","funder_id":"https://openalex.org/F4320306078","funder_display_name":"U.S. Department of Defense"},{"id":"https://openalex.org/G4501223628","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320329118","funder_display_name":"IXICO"},{"id":"https://openalex.org/G4558216502","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G470063782","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4800177743","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320310045","funder_display_name":"BioClinica"},{"id":"https://openalex.org/G4900191342","display_name":null,"funder_award_id":"202403021221161","funder_id":"https://openalex.org/F4320322666","funder_display_name":"Natural Science Foundation of Shanxi Province"},{"id":"https://openalex.org/G5207404921","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320306219","funder_display_name":"Alzheimer's Association"},{"id":"https://openalex.org/G5209990037","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320307765","funder_display_name":"Pfizer"},{"id":"https://openalex.org/G528601746","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320334506","funder_display_name":"Canadian Institutes of Health Research"},{"id":"https://openalex.org/G5365730499","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320308668","funder_display_name":"University of Southern California"},{"id":"https://openalex.org/G5654639750","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320310045","funder_display_name":"BioClinica"},{"id":"https://openalex.org/G5740349702","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320309470","funder_display_name":"Meso Scale Diagnostics"},{"id":"https://openalex.org/G5850682332","display_name":null,"funder_award_id":"W81XWH","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G613619302","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320310388","funder_display_name":"Novartis Pharmaceuticals Corporation"},{"id":"https://openalex.org/G6173816828","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320307765","funder_display_name":"Pfizer"},{"id":"https://openalex.org/G6210868510","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320308604","funder_display_name":"Biogen"},{"id":"https://openalex.org/G6371410416","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320308604","funder_display_name":"Biogen"},{"id":"https://openalex.org/G6412110892","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320332193","funder_display_name":"Genentech"},{"id":"https://openalex.org/G6447063303","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320309470","funder_display_name":"Meso Scale Diagnostics"},{"id":"https://openalex.org/G6591097260","display_name":null,"funder_award_id":"82273742","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6719828067","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320329118","funder_display_name":"IXICO"},{"id":"https://openalex.org/G6792506723","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320307115","funder_display_name":"Bristol-Myers Squibb"},{"id":"https://openalex.org/G6899163935","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320322148","funder_display_name":"Eisai"},{"id":"https://openalex.org/G72415811","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320311551","funder_display_name":"Northern California Institute for Research and Education"},{"id":"https://openalex.org/G7298697282","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320329118","funder_display_name":"IXICO"},{"id":"https://openalex.org/G764699806","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G7799614282","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320307765","funder_display_name":"Pfizer"},{"id":"https://openalex.org/G781725486","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320307758","funder_display_name":"Eli Lilly and Company"},{"id":"https://openalex.org/G7854119329","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320306078","funder_display_name":"U.S. Department of Defense"},{"id":"https://openalex.org/G8151151163","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8228018387","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320306219","funder_display_name":"Alzheimer's Association"},{"id":"https://openalex.org/G8281378126","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320327235","funder_display_name":"Servier"},{"id":"https://openalex.org/G839208290","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320310388","funder_display_name":"Novartis Pharmaceuticals Corporation"},{"id":"https://openalex.org/G8852128998","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320327235","funder_display_name":"Servier"},{"id":"https://openalex.org/G8895907669","display_name":null,"funder_award_id":"AG024904","funder_id":"https://openalex.org/F4320306078","funder_display_name":"U.S. Department of Defense"},{"id":"https://openalex.org/G8897063270","display_name":null,"funder_award_id":"U01 AG024904","funder_id":"https://openalex.org/F4320308668","funder_display_name":"University of Southern California"},{"id":"https://openalex.org/G8957659042","display_name":null,"funder_award_id":"W81XWH-12-2-0012","funder_id":"https://openalex.org/F4320307758","funder_display_name":"Eli Lilly and Company"}],"funders":[{"id":"https://openalex.org/F4320306078","display_name":"U.S. Department of Defense","ror":"https://ror.org/0447fe631"},{"id":"https://openalex.org/F4320306219","display_name":"Alzheimer's Association","ror":"https://ror.org/0375f4d26"},{"id":"https://openalex.org/F4320307115","display_name":"Bristol-Myers Squibb","ror":"https://ror.org/00gtmwv55"},{"id":"https://openalex.org/F4320307758","display_name":"Eli Lilly and Company","ror":"https://ror.org/01qat3289"},{"id":"https://openalex.org/F4320307765","display_name":"Pfizer","ror":"https://ror.org/01xdqrp08"},{"id":"https://openalex.org/F4320308604","display_name":"Biogen","ror":"https://ror.org/02jqkb192"},{"id":"https://openalex.org/F4320308668","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60"},{"id":"https://openalex.org/F4320309470","display_name":"Meso Scale Diagnostics","ror":"https://ror.org/05jgy0m16"},{"id":"https://openalex.org/F4320310045","display_name":"BioClinica","ror":"https://ror.org/03t95yr58"},{"id":"https://openalex.org/F4320310388","display_name":"Novartis Pharmaceuticals Corporation","ror":"https://ror.org/028fhxy95"},{"id":"https://openalex.org/F4320311551","display_name":"Northern California Institute for Research and Education","ror":"https://ror.org/05p48p517"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322148","display_name":"Eisai","ror":"https://ror.org/04vvh7p27"},{"id":"https://openalex.org/F4320322666","display_name":"Natural Science Foundation of Shanxi Province","ror":null},{"id":"https://openalex.org/F4320327235","display_name":"Servier","ror":"https://ror.org/034e7c066"},{"id":"https://openalex.org/F4320327918","display_name":"H. Lundbeck A/S","ror":null},{"id":"https://openalex.org/F4320329118","display_name":"IXICO","ror":"https://ror.org/00paezp73"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320332193","display_name":"Genentech","ror":"https://ror.org/04gndp242"},{"id":"https://openalex.org/F4320334506","display_name":"Canadian Institutes of Health Research","ror":"https://ror.org/01gavpb45"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W1556637198","https://openalex.org/W1972982304","https://openalex.org/W1979816698","https://openalex.org/W1987371344","https://openalex.org/W2000292092","https://openalex.org/W2004655916","https://openalex.org/W2010814238","https://openalex.org/W2058046532","https://openalex.org/W2103018859","https://openalex.org/W2129497119","https://openalex.org/W2604847258","https://openalex.org/W2753919178","https://openalex.org/W2905324087","https://openalex.org/W2914209001","https://openalex.org/W2928673187","https://openalex.org/W3016707213","https://openalex.org/W3034690129","https://openalex.org/W3083536294","https://openalex.org/W3095692171","https://openalex.org/W3095784700","https://openalex.org/W3202517842","https://openalex.org/W3206991757","https://openalex.org/W4210382695","https://openalex.org/W4211238543","https://openalex.org/W4220708397","https://openalex.org/W4283034818","https://openalex.org/W4306407322","https://openalex.org/W4385487008","https://openalex.org/W4389935486","https://openalex.org/W4393256249","https://openalex.org/W4396560090","https://openalex.org/W4399107575","https://openalex.org/W4403317969","https://openalex.org/W4407224753","https://openalex.org/W4407550869","https://openalex.org/W4408206692","https://openalex.org/W4409816390","https://openalex.org/W4411389184","https://openalex.org/W4413025875","https://openalex.org/W4413035771"],"related_works":[],"abstract_inverted_index":{"BACKGROUND:":[0],"Timely":[1],"prediction":[2,216],"of":[3,41,153,159,235],"cognitive":[4],"decline":[5],"in":[6,49],"patients":[7,112],"with":[8,87,163],"Mild":[9],"Cognitive":[10],"Impairment":[11],"(MCI)":[12],"is":[13],"crucial":[14],"for":[15,62,113,218],"guiding":[16],"optimal":[17],"therapeutic":[18],"interventions.":[19],"In":[20],"this":[21],"study,":[22],"we":[23,212],"aimed":[24],"to":[25,37,65,71],"develop":[26],"a":[27,55,121,214],"deep":[28,56,221],"survival":[29,63,184,222],"analysis":[30,64],"model":[31,59,76,145,217],"that":[32],"leverages":[33],"longitudinal,":[34],"multi-modal":[35],"data":[36,96],"estimate":[38],"the":[39,67,98,137,171,181,193,200,232],"probability":[40],"dementia":[42],"conversion,":[43],"thereby":[44],"facilitating":[45],"personalized":[46,241],"treatment":[47],"planning":[48],"clinical":[50,242],"practice.":[51],"METHODS:":[52],"We":[53],"employed":[54],"neural":[57,185],"network":[58,186],"specifically":[60],"designed":[61],"predict":[66],"progression":[68],"from":[69,97,136],"MCI":[70,111,219],"Alzheimer\u2019s":[72,99],"Disease":[73,100],"(AD).":[74],"The":[75,115,143],"integrated":[77],"longitudinal":[78,210],"biomarkers,":[79,211],"including":[80],"neuropsychological":[81],"assessments":[82],"and":[83,91,238],"neuroimaging":[84],"measures,":[85],"along":[86],"baseline":[88,110],"demographic":[89],"characteristics":[90],"genetic":[92],"risk":[93,229],"factors,":[94],"using":[95,120,220],"Neuroimaging":[101],"Initiative":[102],"(ADNI)":[103],"database.":[104],"RESULTS:":[105],"This":[106,224],"study":[107],"enrolled":[108],"922":[109],"analysis.":[114,223],"predictive":[116,148,203],"performance":[117],"was":[118],"evaluated":[119],"test":[122,172],"set":[123],"at":[124],"time":[125,139],"intervals":[126],"[Formula:":[127,164],"see":[128,165],"text]":[129,166],"=":[130,141,167],"1,":[131],"2,":[132],"3,":[133],"4":[134],"years":[135],"landmark":[138],"s":[140],"1.":[142],"prognostic":[144],"exhibited":[146],"outstanding":[147],"capability,":[149],"attaining":[150],"cdAUC":[151],"values":[152],"0.9089":[154],"\u00b1":[155,161],"0.01":[156,162],"alongside":[157],"BS":[158],"0.1651":[160],"1":[168],"year":[169],"on":[170],"set,":[173],"when":[174],"all":[175],"variable":[176],"sets":[177],"were":[178],"incorporated":[179],"into":[180],"time-dependent":[182],"Cox":[183],"(tdCoxSNN)":[187],"model.":[188],"Through":[189],"feature":[190],"significance":[191],"evaluation,":[192],"Functional":[194],"Activities":[195],"Questionnaire":[196],"(FAQ)":[197],"emerged":[198],"as":[199],"most":[201],"influential":[202],"element.":[204],"CONCLUSIONS:":[205],"By":[206],"systematically":[207],"integrating":[208],"diverse":[209],"developed":[213],"dynamic":[215],"approach":[225],"enables":[226],"accurate":[227],"individual":[228],"stratification,":[230],"facilitates":[231],"early":[233],"identification":[234],"high-risk":[236],"individuals,":[237],"supports":[239],"informed,":[240],"decision-making.":[243]},"counts_by_year":[],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2026-02-17T00:00:00"}
