{"id":"https://openalex.org/W4385074889","doi":"https://doi.org/10.1007/s13755-023-00231-0","title":"Multimodal learning of clinically accessible tests to aid diagnosis of neurodegenerative disorders: a scoping review","display_name":"Multimodal learning of clinically accessible tests to aid diagnosis of neurodegenerative disorders: a scoping review","publication_year":2023,"publication_date":"2023-07-22","ids":{"openalex":"https://openalex.org/W4385074889","doi":"https://doi.org/10.1007/s13755-023-00231-0","pmid":"https://pubmed.ncbi.nlm.nih.gov/37489153"},"language":"en","primary_location":{"id":"doi:10.1007/s13755-023-00231-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13755-023-00231-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13755-023-00231-0.pdf","source":{"id":"https://openalex.org/S4210178793","display_name":"Health Information Science and Systems","issn_l":"2047-2501","issn":["2047-2501"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Health Information Science and Systems","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s13755-023-00231-0.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5051049837","display_name":"Guan Huang","orcid":"https://orcid.org/0000-0002-9421-7344"},"institutions":[{"id":"https://openalex.org/I129801699","display_name":"University of Tasmania","ror":"https://ror.org/01nfmeh72","country_code":"AU","type":"education","lineage":["https://openalex.org/I129801699"]},{"id":"https://openalex.org/I4210131454","display_name":"Tasmanian Land Conservancy","ror":"https://ror.org/02x8mjk39","country_code":"AU","type":"nonprofit","lineage":["https://openalex.org/I4210131454"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Guan Huang","raw_affiliation_strings":["School of ICT, University of Tasmania, Sandy Bay, TAS 7005 Australia","Wicking Dementia Research and Education Centre, University of Tasmania, Hobart, TAS 7000 Australia","School of ICT, University of Tasmania, Sandy Bay, TAS, 7005, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of ICT, University of Tasmania, Sandy Bay, TAS 7005 Australia","institution_ids":["https://openalex.org/I129801699","https://openalex.org/I4210131454"]},{"raw_affiliation_string":"Wicking Dementia Research and Education Centre, University of Tasmania, Hobart, TAS 7000 Australia","institution_ids":["https://openalex.org/I129801699"]},{"raw_affiliation_string":"School of ICT, University of Tasmania, Sandy Bay, TAS, 7005, Australia","institution_ids":["https://openalex.org/I129801699"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100708535","display_name":"Renjie Li","orcid":"https://orcid.org/0000-0003-2374-5067"},"institutions":[{"id":"https://openalex.org/I129801699","display_name":"University of Tasmania","ror":"https://ror.org/01nfmeh72","country_code":"AU","type":"education","lineage":["https://openalex.org/I129801699"]},{"id":"https://openalex.org/I4210131454","display_name":"Tasmanian Land Conservancy","ror":"https://ror.org/02x8mjk39","country_code":"AU","type":"nonprofit","lineage":["https://openalex.org/I4210131454"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Renjie Li","raw_affiliation_strings":["School of ICT, University of Tasmania, Sandy Bay, TAS 7005 Australia","Wicking Dementia Research and Education Centre, University of Tasmania, Hobart, TAS 7000 Australia","School of ICT, University of Tasmania, Sandy Bay, TAS, 7005, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of ICT, University of Tasmania, Sandy Bay, TAS 7005 Australia","institution_ids":["https://openalex.org/I129801699","https://openalex.org/I4210131454"]},{"raw_affiliation_string":"Wicking Dementia Research and Education Centre, University of Tasmania, Hobart, TAS 7000 Australia","institution_ids":["https://openalex.org/I129801699"]},{"raw_affiliation_string":"School of ICT, University of Tasmania, Sandy Bay, TAS, 7005, Australia","institution_ids":["https://openalex.org/I129801699"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029548157","display_name":"Quan Bai","orcid":"https://orcid.org/0000-0003-1214-6317"},"institutions":[{"id":"https://openalex.org/I129801699","display_name":"University of Tasmania","ror":"https://ror.org/01nfmeh72","country_code":"AU","type":"education","lineage":["https://openalex.org/I129801699"]},{"id":"https://openalex.org/I4210131454","display_name":"Tasmanian Land Conservancy","ror":"https://ror.org/02x8mjk39","country_code":"AU","type":"nonprofit","lineage":["https://openalex.org/I4210131454"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Quan Bai","raw_affiliation_strings":["School of ICT, University of Tasmania, Sandy Bay, TAS 7005 Australia","School of ICT, University of Tasmania, Sandy Bay, TAS, 7005, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of ICT, University of Tasmania, Sandy Bay, TAS 7005 Australia","institution_ids":["https://openalex.org/I129801699","https://openalex.org/I4210131454"]},{"raw_affiliation_string":"School of ICT, University of Tasmania, Sandy Bay, TAS, 7005, Australia","institution_ids":["https://openalex.org/I129801699"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059098486","display_name":"Jane Alty","orcid":"https://orcid.org/0000-0002-5456-8676"},"institutions":[{"id":"https://openalex.org/I129801699","display_name":"University of Tasmania","ror":"https://ror.org/01nfmeh72","country_code":"AU","type":"education","lineage":["https://openalex.org/I129801699"]},{"id":"https://openalex.org/I2802977208","display_name":"Royal Hobart Hospital","ror":"https://ror.org/031382m70","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I2802977208"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jane Alty","raw_affiliation_strings":["Neurology Department, Royal Hobart Hospital, Hobart, 7000 Australia","School of Medicine, University of Tasmania, Hobart, TAS 7000 Australia","Wicking Dementia Research and Education Centre, University of Tasmania, Hobart, TAS 7000 Australia","Wicking Dementia Research and Education Centre, University of Tasmania, Hobart, TAS, 7000, Australia"],"raw_orcid":"https://orcid.org/0000-0002-5456-8676","affiliations":[{"raw_affiliation_string":"Neurology Department, Royal Hobart Hospital, Hobart, 7000 Australia","institution_ids":["https://openalex.org/I2802977208"]},{"raw_affiliation_string":"School of Medicine, University of Tasmania, Hobart, TAS 7000 Australia","institution_ids":["https://openalex.org/I129801699"]},{"raw_affiliation_string":"Wicking Dementia Research and Education Centre, University of Tasmania, Hobart, TAS 7000 Australia","institution_ids":["https://openalex.org/I129801699"]},{"raw_affiliation_string":"Wicking Dementia Research and Education Centre, University of Tasmania, Hobart, TAS, 7000, Australia","institution_ids":["https://openalex.org/I129801699"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5051049837"],"corresponding_institution_ids":["https://openalex.org/I129801699","https://openalex.org/I4210131454"],"apc_list":{"value":2790,"currency":"EUR","value_usd":3590},"apc_paid":{"value":2790,"currency":"EUR","value_usd":3590},"fwci":7.5815,"has_fulltext":true,"cited_by_count":37,"citation_normalized_percentile":{"value":0.98225845,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"11","issue":"1","first_page":"32","last_page":"32"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11097","display_name":"Cerebral Palsy and Movement Disorders","score":0.9914000034332275,"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/T11097","display_name":"Cerebral Palsy and Movement Disorders","score":0.9914000034332275,"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/T11184","display_name":"Neonatal and fetal brain pathology","score":0.9793000221252441,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child 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/T12207","display_name":"Assistive Technology in Communication and Mobility","score":0.9656999707221985,"subfield":{"id":"https://openalex.org/subfields/3609","display_name":"Occupational Therapy"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.42655646800994873}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.42655646800994873}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s13755-023-00231-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13755-023-00231-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13755-023-00231-0.pdf","source":{"id":"https://openalex.org/S4210178793","display_name":"Health Information Science and Systems","issn_l":"2047-2501","issn":["2047-2501"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Health Information Science and Systems","raw_type":"journal-article"},{"id":"pmid:37489153","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37489153","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":"Health information science and systems","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10363100","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10363100","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10363100/pdf/13755_2023_Article_231.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,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Health Inf Sci Syst","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/s13755-023-00231-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13755-023-00231-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13755-023-00231-0.pdf","source":{"id":"https://openalex.org/S4210178793","display_name":"Health Information Science and Systems","issn_l":"2047-2501","issn":["2047-2501"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Health Information Science and Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.7099999785423279,"display_name":"Reduced inequalities"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320320609","display_name":"University of Tasmania","ror":"https://ror.org/01nfmeh72"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4385074889.pdf"},"referenced_works_count":75,"referenced_works":["https://openalex.org/W1981322456","https://openalex.org/W1982173583","https://openalex.org/W1994871153","https://openalex.org/W2008560062","https://openalex.org/W2071068165","https://openalex.org/W2077161354","https://openalex.org/W2106931873","https://openalex.org/W2126598020","https://openalex.org/W2129497119","https://openalex.org/W2165679544","https://openalex.org/W2290432223","https://openalex.org/W2309442902","https://openalex.org/W2574038793","https://openalex.org/W2594844191","https://openalex.org/W2619383789","https://openalex.org/W2736307756","https://openalex.org/W2756187730","https://openalex.org/W2804681111","https://openalex.org/W2811255424","https://openalex.org/W2889334015","https://openalex.org/W2891378911","https://openalex.org/W2898608265","https://openalex.org/W2909001950","https://openalex.org/W2913575235","https://openalex.org/W2942489367","https://openalex.org/W2972256896","https://openalex.org/W2982894900","https://openalex.org/W3009022967","https://openalex.org/W3012853100","https://openalex.org/W3041219198","https://openalex.org/W3045091903","https://openalex.org/W3046275966","https://openalex.org/W3085704567","https://openalex.org/W3091876252","https://openalex.org/W3094726021","https://openalex.org/W3094909210","https://openalex.org/W3096609969","https://openalex.org/W3096812425","https://openalex.org/W3113150976","https://openalex.org/W3118999664","https://openalex.org/W3123893801","https://openalex.org/W3135941612","https://openalex.org/W3177040647","https://openalex.org/W3180685432","https://openalex.org/W3181068645","https://openalex.org/W3188161780","https://openalex.org/W3197699225","https://openalex.org/W3200538644","https://openalex.org/W3200973239","https://openalex.org/W3205045103","https://openalex.org/W3210836789","https://openalex.org/W3211132331","https://openalex.org/W4205119513","https://openalex.org/W4205765055","https://openalex.org/W4211139529","https://openalex.org/W4212957127","https://openalex.org/W4213002899","https://openalex.org/W4213269231","https://openalex.org/W4220680700","https://openalex.org/W4220894946","https://openalex.org/W4225898646","https://openalex.org/W4226284589","https://openalex.org/W4242845730","https://openalex.org/W4283219131","https://openalex.org/W4283760651","https://openalex.org/W4285172834","https://openalex.org/W4288081373","https://openalex.org/W4293103679","https://openalex.org/W4294869614","https://openalex.org/W4296518655","https://openalex.org/W4303615175","https://openalex.org/W4307905102","https://openalex.org/W4311426175","https://openalex.org/W4311594442","https://openalex.org/W4319303935"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W3031052312","https://openalex.org/W4389568370","https://openalex.org/W3032375762","https://openalex.org/W1995515455","https://openalex.org/W2080531066","https://openalex.org/W3108674512","https://openalex.org/W1506200166","https://openalex.org/W1489783725"],"abstract_inverted_index":{"With":[0],"ageing":[1],"populations":[2],"around":[3,180],"the":[4,12,24,72,93,107,113,139,150,154,181,206],"world,":[5],"there":[6],"is":[7,33,54],"a":[8,55],"rapid":[9],"rise":[10],"in":[11,106,157],"number":[13],"of":[14,29,41,45,50,95,115,119,142,197,208,217],"people":[15],"with":[16,84,87],"Alzheimer's":[17],"disease":[18,22],"(AD)":[19],"and":[20,75,89,128,132,135,144,153,168,186,211,219],"Parkinson's":[21],"(PD),":[23],"two":[25],"most":[26],"common":[27],"types":[28,118],"neurodegenerative":[30],"disorders.":[31],"There":[32],"an":[34],"urgent":[35],"need":[36,182],"to":[37,63,183,204],"find":[38],"new":[39,57],"ways":[40],"aiding":[42],"early":[43,65,140,215],"diagnosis":[44],"these":[46],"conditions.":[47],"Multimodal":[48],"learning":[49,196],"clinically":[51,198],"accessible":[52,199],"data":[53],"relatively":[56],"approach":[58],"that":[59],"holds":[60,201],"great":[61],"potential":[62,203],"support":[64],"precise":[66],"diagnosis.":[67],"This":[68],"scoping":[69],"review":[70,147,176],"follows":[71],"PRSIMA":[73],"guidelines":[74],"we":[76],"analysed":[77],"46":[78],"papers,":[79],"comprising":[80],"11,750":[81],"participants,":[82],"3569":[83],"AD,":[85],"978":[86],"PD,":[88],"2482":[90],"healthy":[91],"controls;":[92],"recency":[94],"this":[96],"topic":[97],"was":[98],"highlighted":[99],"by":[100],"nearly":[101],"all":[102],"papers":[103],"being":[104],"published":[105],"last":[108],"5":[109],"years.":[110],"It":[111],"highlights":[112],"effectiveness":[114],"combining":[116],"different":[117],"data,":[120],"such":[121,189],"as":[122,190],"brain":[123],"scans,":[124],"cognitive":[125],"scores,":[126],"speech":[127],"language,":[129],"gait,":[130],"hand":[131],"eye":[133],"movements,":[134],"genetic":[136],"assessments":[137],"for":[138,173,214],"detection":[141,216],"AD":[143,218],"PD.":[145,220],"The":[146,175],"also":[148],"outlines":[149],"AI":[151],"methods":[152,213],"model":[155],"used":[156],"each":[158],"study,":[159],"which":[160],"includes":[161],"feature":[162,164,166],"extraction,":[163],"selection,":[165],"fusion,":[167],"using":[169],"multi-source":[170],"discriminative":[171],"features":[172],"classification.":[174],"identifies":[177],"knowledge":[178],"gaps":[179],"validate":[184],"findings":[185],"address":[187],"limitations":[188],"small":[191],"sample":[192],"sizes.":[193],"Applying":[194],"multimodal":[195],"tests":[200],"strong":[202],"aid":[205],"development":[207],"low-cost,":[209],"reliable,":[210],"non-invasive":[212]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":19},{"year":2023,"cited_by_count":2}],"updated_date":"2026-05-10T08:33:47.465468","created_date":"2025-10-10T00:00:00"}
