{"id":"https://openalex.org/W4396773945","doi":"https://doi.org/10.3390/computers13050117","title":"A Systematic Review of Using Deep Learning in Aphasia: Challenges and Future Directions","display_name":"A Systematic Review of Using Deep Learning in Aphasia: Challenges and Future Directions","publication_year":2024,"publication_date":"2024-05-09","ids":{"openalex":"https://openalex.org/W4396773945","doi":"https://doi.org/10.3390/computers13050117"},"language":"en","primary_location":{"id":"doi:10.3390/computers13050117","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers13050117","pdf_url":"https://www.mdpi.com/2073-431X/13/5/117/pdf?version=1715237864","source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2073-431X/13/5/117/pdf?version=1715237864","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100330971","display_name":"Yin Wang","orcid":"https://orcid.org/0000-0002-3444-000X"},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yin Wang","raw_affiliation_strings":["Department of Biomedical Engineering, College of Engineering, Shantou University, Shantou 515063, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, College of Engineering, Shantou University, Shantou 515063, China","institution_ids":["https://openalex.org/I32574673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073234967","display_name":"Weibin Cheng","orcid":"https://orcid.org/0000-0002-9845-6676"},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weibin Cheng","raw_affiliation_strings":["Department of Biomedical Engineering, College of Engineering, Shantou University, Shantou 515063, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, College of Engineering, Shantou University, Shantou 515063, China","institution_ids":["https://openalex.org/I32574673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030047727","display_name":"Fahim Sufi","orcid":"https://orcid.org/0000-0002-9683-0839"},"institutions":[{"id":"https://openalex.org/I56590836","display_name":"Monash University","ror":"https://ror.org/02bfwt286","country_code":"AU","type":"education","lineage":["https://openalex.org/I56590836"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Fahim Sufi","raw_affiliation_strings":["School of Public Health and Preventive Medicine, Monash University, 553 St. Kilda Rd., Melbourne, VIC 3004, Australia"],"raw_orcid":"https://orcid.org/0000-0002-9683-0839","affiliations":[{"raw_affiliation_string":"School of Public Health and Preventive Medicine, Monash University, 553 St. Kilda Rd., Melbourne, VIC 3004, Australia","institution_ids":["https://openalex.org/I56590836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049735226","display_name":"Qiang Fang","orcid":"https://orcid.org/0000-0003-3209-6417"},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiang Fang","raw_affiliation_strings":["Department of Biomedical Engineering, College of Engineering, Shantou University, Shantou 515063, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, College of Engineering, Shantou University, Shantou 515063, China","institution_ids":["https://openalex.org/I32574673"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039910483","display_name":"Seedahmed S. Mahmoud","orcid":"https://orcid.org/0000-0002-9070-2553"},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Seedahmed S. Mahmoud","raw_affiliation_strings":["Department of Biomedical Engineering, College of Engineering, Shantou University, Shantou 515063, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, College of Engineering, Shantou University, Shantou 515063, China","institution_ids":["https://openalex.org/I32574673"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5030047727","https://openalex.org/A5039910483"],"corresponding_institution_ids":["https://openalex.org/I32574673","https://openalex.org/I56590836"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1782},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1782},"fwci":0.7634,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.59471366,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"13","issue":"5","first_page":"117","last_page":"117"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10465","display_name":"Neurobiology of Language and Bilingualism","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10465","display_name":"Neurobiology of Language and Bilingualism","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9915000200271606,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11431","display_name":"Action Observation and Synchronization","score":0.9351999759674072,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/aphasia","display_name":"Aphasia","score":0.7356592416763306},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.4290754199028015},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3765660524368286},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3708021640777588},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.28023478388786316}],"concepts":[{"id":"https://openalex.org/C2779422653","wikidata":"https://www.wikidata.org/wiki/Q2836","display_name":"Aphasia","level":2,"score":0.7356592416763306},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4290754199028015},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3765660524368286},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3708021640777588},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.28023478388786316}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/computers13050117","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers13050117","pdf_url":"https://www.mdpi.com/2073-431X/13/5/117/pdf?version=1715237864","source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:254062163224487da6458fc02abf802f","is_oa":false,"landing_page_url":"https://doaj.org/article/254062163224487da6458fc02abf802f","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computers, Vol 13, Iss 5, p 117 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/computers13050117","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers13050117","pdf_url":"https://www.mdpi.com/2073-431X/13/5/117/pdf?version=1715237864","source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.6000000238418579}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4396773945.pdf"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W1987557314","https://openalex.org/W2007872832","https://openalex.org/W2068412784","https://openalex.org/W2097274786","https://openalex.org/W2730123083","https://openalex.org/W2920773390","https://openalex.org/W2944274113","https://openalex.org/W2963453445","https://openalex.org/W2981077025","https://openalex.org/W3006736300","https://openalex.org/W3020529228","https://openalex.org/W3045355365","https://openalex.org/W3094711421","https://openalex.org/W3126305876","https://openalex.org/W3127557305","https://openalex.org/W3133830507","https://openalex.org/W3138613653","https://openalex.org/W3149523164","https://openalex.org/W4200064546","https://openalex.org/W4200170981","https://openalex.org/W4253871295","https://openalex.org/W4293085084","https://openalex.org/W4293691699","https://openalex.org/W4296105462","https://openalex.org/W4315786975","https://openalex.org/W4376225888","https://openalex.org/W4386566905","https://openalex.org/W4390232775"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W1979192573","https://openalex.org/W2010967707","https://openalex.org/W2010934263","https://openalex.org/W2092876913","https://openalex.org/W2372795522","https://openalex.org/W2152210579","https://openalex.org/W122979221","https://openalex.org/W2276983060"],"abstract_inverted_index":{"In":[0],"this":[1,45,138,199,226],"systematic":[2],"literature":[3],"review,":[4],"the":[5,12,19,24,69,86,89,95,101,124,154,182,202],"intersection":[6],"of":[7,97,127,156,205,219],"deep":[8,117,157,206],"learning":[9,118,158,207],"applications":[10],"within":[11],"aphasia":[13,162,210],"domain":[14],"is":[15],"meticulously":[16],"explored,":[17],"acknowledging":[18],"condition\u2019s":[20],"complex":[21],"nature":[22],"and":[23,32,40,60,74,82,100,106,123,146,164,189,213,221],"nuanced":[25],"challenges":[26],"it":[27],"presents":[28],"for":[29,149,178,184],"language":[30],"comprehension":[31],"expression.":[33],"By":[34],"harnessing":[35],"data":[36,120],"from":[37,49],"primary":[38],"databases":[39],"employing":[41],"advanced":[42],"query":[43],"methodologies,":[44],"study":[46],"synthesizes":[47],"findings":[48],"28":[50],"relevant":[51],"documents,":[52],"unveiling":[53],"a":[54,64,176,216],"landscape":[55],"marked":[56],"by":[57,104],"significant":[58],"advancements":[59],"persistent":[61],"challenges.":[62],"Through":[63],"methodological":[65],"lens":[66],"grounded":[67],"in":[68,92,130,143,208,224],"PRISMA":[70],"framework":[71],"(Version":[72,80],"2020)":[73],"Machine":[75],"Learning-driven":[76],"tools":[77],"like":[78],"VosViewer":[79],"1.6.20)":[81],"Litmaps":[83],"(Free":[84],"Version),":[85],"research":[87],"delineates":[88],"high":[90],"variability":[91],"speech":[93,98],"patterns,":[94],"intricacies":[96],"recognition,":[99],"hurdles":[102],"posed":[103],"limited":[105],"diverse":[107],"datasets":[108],"as":[109,115,134],"core":[110],"obstacles.":[111],"Innovative":[112],"solutions":[113],"such":[114],"specialized":[116],"models,":[119],"augmentation":[121],"strategies,":[122],"pivotal":[125],"role":[126],"interdisciplinary":[128,222],"collaboration":[129,223],"dataset":[131],"annotation":[132],"emerge":[133],"vital":[135],"contributions":[136],"to":[137,160,194],"field.":[139],"The":[140],"analysis":[141],"culminates":[142],"identifying":[144],"theoretical":[145],"practical":[147],"pathways":[148],"surmounting":[150],"these":[151],"barriers,":[152],"highlighting":[153],"potential":[155],"technologies":[159],"revolutionize":[161],"assessment":[163],"treatment.":[165],"This":[166],"review":[167],"not":[168],"only":[169],"consolidates":[170],"current":[171],"knowledge":[172],"but":[173],"also":[174],"charts":[175],"course":[177],"future":[179],"research,":[180],"emphasizing":[181],"need":[183],"comprehensive":[185],"datasets,":[186],"model":[187],"optimization,":[188],"integration":[190],"into":[191],"clinical":[192],"workflows":[193],"enhance":[195],"patient":[196],"care.":[197],"Ultimately,":[198],"work":[200],"underscores":[201],"transformative":[203],"power":[204],"advancing":[209],"diagnosis,":[211],"treatment,":[212],"support,":[214],"heralding":[215],"new":[217],"era":[218],"innovation":[220],"addressing":[225],"challenging":[227],"disorder.":[228]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":3}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
