{"id":"https://openalex.org/W4408325956","doi":"https://doi.org/10.1109/aiccsa63423.2024.10912607","title":"Data-Driven Analysis of Alzheimer's Disease Classification Using LLaVA-Med: A Large Language Model Approach","display_name":"Data-Driven Analysis of Alzheimer's Disease Classification Using LLaVA-Med: A Large Language Model Approach","publication_year":2024,"publication_date":"2024-10-22","ids":{"openalex":"https://openalex.org/W4408325956","doi":"https://doi.org/10.1109/aiccsa63423.2024.10912607"},"language":"en","primary_location":{"id":"doi:10.1109/aiccsa63423.2024.10912607","is_oa":false,"landing_page_url":"https://doi.org/10.1109/aiccsa63423.2024.10912607","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE/ACS 21st International Conference on Computer Systems and Applications (AICCSA)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5026447068","display_name":"Sabrine Brahmi","orcid":null},"institutions":[{"id":"https://openalex.org/I142899784","display_name":"University of Sfax","ror":"https://ror.org/04d4sd432","country_code":"TN","type":"education","lineage":["https://openalex.org/I142899784"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Sabrine Brahmi","raw_affiliation_strings":["NTS&#x0027;COM research Unit (ENET&#x0027;COM), University of Sfax,Sfax,Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NTS&#x0027;COM research Unit (ENET&#x0027;COM), University of Sfax,Sfax,Tunisia","institution_ids":["https://openalex.org/I142899784"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065091393","display_name":"Marwa Afnouch","orcid":"https://orcid.org/0000-0002-0255-7596"},"institutions":[{"id":"https://openalex.org/I4210123471","display_name":"Institut d'\u00e9lectronique de micro\u00e9lectronique et de nanotechnologie","ror":"https://ror.org/02q4res37","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I137614889","https://openalex.org/I2279609970","https://openalex.org/I3132279224","https://openalex.org/I4210095849","https://openalex.org/I4210123471","https://openalex.org/I4387154098","https://openalex.org/I70348806","https://openalex.org/I70348806","https://openalex.org/I7454413"]},{"id":"https://openalex.org/I70348806","display_name":"Universit\u00e9 Polytechnique Hauts-de-France","ror":"https://ror.org/02ezch769","country_code":"FR","type":"education","lineage":["https://openalex.org/I70348806"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Marwa Afnouch","raw_affiliation_strings":["ENIS, Sfax, Tunisia IEMN, UPHF,CES Lab,Valenciennes,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ENIS, Sfax, Tunisia IEMN, UPHF,CES Lab,Valenciennes,France","institution_ids":["https://openalex.org/I70348806","https://openalex.org/I4210123471"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009321586","display_name":"Wided Ben Daoud","orcid":null},"institutions":[{"id":"https://openalex.org/I142899784","display_name":"University of Sfax","ror":"https://ror.org/04d4sd432","country_code":"TN","type":"education","lineage":["https://openalex.org/I142899784"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Wided Ben Daoud","raw_affiliation_strings":["NTS&#x0027;COM research Unit (ENET&#x0027;COM), University of Sfax,Sfax,Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NTS&#x0027;COM research Unit (ENET&#x0027;COM), University of Sfax,Sfax,Tunisia","institution_ids":["https://openalex.org/I142899784"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079487211","display_name":"Faouzi Zerai","orcid":null},"institutions":[{"id":"https://openalex.org/I142899784","display_name":"University of Sfax","ror":"https://ror.org/04d4sd432","country_code":"TN","type":"education","lineage":["https://openalex.org/I142899784"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Faouzi Zerai","raw_affiliation_strings":["NTS&#x0027;COM research Unit (ENET&#x0027;COM), University of Sfax,Sfax,Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NTS&#x0027;COM research Unit (ENET&#x0027;COM), University of Sfax,Sfax,Tunisia","institution_ids":["https://openalex.org/I142899784"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5748,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.79789952,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.7968999743461609,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.7968999743461609,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"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/computer-science","display_name":"Computer science","score":0.7316751480102539},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.5720552206039429},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48496341705322266},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4304325580596924},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.13480734825134277}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7316751480102539},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5720552206039429},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48496341705322266},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4304325580596924},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.13480734825134277}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/aiccsa63423.2024.10912607","is_oa":false,"landing_page_url":"https://doi.org/10.1109/aiccsa63423.2024.10912607","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE/ACS 21st International Conference on Computer Systems and Applications (AICCSA)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-05039640v1","is_oa":false,"landing_page_url":"https://hal.science/hal-05039640","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2024 IEEE/ACS 21st International Conference on Computer Systems and Applications (AICCSA), Oct 2024, Sousse, France. pp.1-8, &#x27E8;10.1109/AICCSA63423.2024.10912607&#x27E9;","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.5199999809265137,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W3046208420","https://openalex.org/W3120368287","https://openalex.org/W3158631207","https://openalex.org/W3163060050","https://openalex.org/W3198926384","https://openalex.org/W4211036635","https://openalex.org/W4214898695","https://openalex.org/W4226115617","https://openalex.org/W4283807820","https://openalex.org/W4289545164","https://openalex.org/W4291653448","https://openalex.org/W4319321475","https://openalex.org/W4365455508","https://openalex.org/W4377019940","https://openalex.org/W4391128521","https://openalex.org/W4391914049","https://openalex.org/W4395117961","https://openalex.org/W6803934808","https://openalex.org/W6853469104"],"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/W3204019825"],"abstract_inverted_index":{"Alzheimer's":[0,166],"disease,":[1],"a":[2,14,101],"neurodegenerative":[3],"disorder":[4],"characterized":[5],"by":[6],"progressive":[7],"cognitive":[8],"decline":[9],"and":[10,20,28,55,96,109,124,129,135,164,213],"memory":[11],"impairment,":[12],"poses":[13],"major":[15],"challenge":[16],"for":[17,47,73,121,127],"the":[18,42,63,83,87,91,146,165,176,207,211,219,224,228],"classification":[19,43,49,78,95],"development":[21,229],"of":[22,65,86,93,148,172,178,190,210,221,230],"therapies.":[23],"In":[24,60,217],"this":[25,116,194],"endeavor,":[26],"researchers":[27],"clinicians":[29],"have":[30],"been":[31,113],"actively":[32],"exploring":[33],"various":[34],"methods,":[35,184],"including":[36],"deep":[37,182],"learning":[38,183],"techniques,":[39],"to":[40,140,199,201,204,226],"improve":[41],"process.":[44],"Approaches":[45],"used":[46],"AD":[48,94],"include":[50],"convolutional":[51],"neural":[52],"networks,":[53],"transformers":[54],"generative":[56],"adversarial":[57],"network":[58],"algorithms.":[59],"recent":[61],"years,":[62],"emergence":[64],"large":[66],"language":[67,107],"models":[68,108],"has":[69,110,130,223],"opened":[70],"new":[71],"avenues":[72],"research":[74],"in":[75,90,115],"medical":[76],"image":[77],"field.":[79],"This":[80],"study":[81],"represents":[82],"first":[84],"application":[85],"LLaVA-Med":[88,99,119,179,222],"algorithm":[89],"field":[92],"progression":[97],"analysis.":[98],"is":[100],"novel":[102,195],"method":[103],"based":[104],"on":[105],"large-scale":[106],"not":[111],"yet":[112],"applied":[114],"particular":[117],"context.":[118],"stands":[120],"\u201cLarge":[122],"Language":[123],"Vision":[125],"Assistant":[126],"BioMedicine\u201d":[128],"excellent":[131],"multimodal":[132],"conversational":[133],"capabilities":[134],"can":[136],"follow":[137],"overt":[138],"instructions":[139],"help":[141],"with":[142,153],"queries.":[143],"To":[144],"evaluate":[145],"effectiveness":[147],"LLaVA-Med,":[149],"we":[150,197],"conducted":[151],"experiments":[152],"magnetic":[154],"resonance":[155],"brain":[156],"images":[157],"from":[158],"three":[159],"different":[160],"datasets:":[161],"ADNI,":[162],"OASIS":[163],"Brain":[167],"MRI":[168],"dataset.":[169],"The":[170],"results":[171],"our":[173],"analysis":[174],"showed":[175],"superiority":[177],"over":[180],"traditional":[181],"achieving":[185],"an":[186],"impressive":[187],"accuracy":[188],"rate":[189],"95.20%.":[191],"By":[192],"introducing":[193],"approach,":[196],"aim":[198],"contribute":[200],"ongoing":[202],"efforts":[203],"better":[205],"understand":[206],"underlying":[208],"mechanisms":[209],"disease":[212],"increase":[214],"diagnostic":[215],"accuracy.":[216],"addition,":[218],"use":[220],"potential":[225],"drive":[227],"more":[231],"effective":[232],"therapeutic":[233],"interventions.":[234]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2025-10-10T00:00:00"}
