{"id":"https://openalex.org/W4396218279","doi":"https://doi.org/10.1186/s12880-024-01283-8","title":"Detection of Marchiafava Bignami disease using distinct deep learning techniques in medical diagnostics","display_name":"Detection of Marchiafava Bignami disease using distinct deep learning techniques in medical diagnostics","publication_year":2024,"publication_date":"2024-04-29","ids":{"openalex":"https://openalex.org/W4396218279","doi":"https://doi.org/10.1186/s12880-024-01283-8","pmid":"https://pubmed.ncbi.nlm.nih.gov/38684964"},"language":"en","primary_location":{"id":"doi:10.1186/s12880-024-01283-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-024-01283-8","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-024-01283-8","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-024-01283-8","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5084077414","display_name":"J. Satheesh Kumar","orcid":"https://orcid.org/0000-0002-6908-2951"},"institutions":[{"id":"https://openalex.org/I8977528","display_name":"Dr. Hari Singh Gour University","ror":"https://ror.org/01xapxe37","country_code":"IN","type":"education","lineage":["https://openalex.org/I8977528"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"J. Satheesh Kumar","raw_affiliation_strings":["Department of Electronics and Instrumentation Engineering, Dayananda Sagar College of Engineering, Bangalore, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronics and Instrumentation Engineering, Dayananda Sagar College of Engineering, Bangalore, India","institution_ids":["https://openalex.org/I8977528"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046995850","display_name":"V. Vinoth Kumar","orcid":"https://orcid.org/0000-0003-1070-3212"},"institutions":[{"id":"https://openalex.org/I876193797","display_name":"Vellore Institute of Technology University","ror":"https://ror.org/00qzypv28","country_code":"IN","type":"education","lineage":["https://openalex.org/I876193797"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"V. Vinoth Kumar","raw_affiliation_strings":["School of Computer Science Engineering and Information Systems, Vellore Institute of Technology, Vellore, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science Engineering and Information Systems, Vellore Institute of Technology, Vellore, India","institution_ids":["https://openalex.org/I876193797"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089547582","display_name":"T R Mahesh","orcid":"https://orcid.org/0000-0002-5589-8992"},"institutions":[{"id":"https://openalex.org/I106826634","display_name":"Jain University","ror":"https://ror.org/01cnqpt53","country_code":"IN","type":"education","lineage":["https://openalex.org/I106826634"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"T. R. Mahesh","raw_affiliation_strings":["Department of Computer Science and Engineering, JAIN (Deemed-to-Be University), Bengaluru, 562112, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, JAIN (Deemed-to-Be University), Bengaluru, 562112, India","institution_ids":["https://openalex.org/I106826634"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103214435","display_name":"Mohammed S. Alqahtani","orcid":"https://orcid.org/0000-0001-7425-3578"},"institutions":[{"id":"https://openalex.org/I82952536","display_name":"King Khalid University","ror":"https://ror.org/052kwzs30","country_code":"SA","type":"education","lineage":["https://openalex.org/I82952536"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mohammed S. Alqahtani","raw_affiliation_strings":["Radiological Sciences Department, College of Applied Medical Sciences, King Khalid University, 61421, Abha, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Radiological Sciences Department, College of Applied Medical Sciences, King Khalid University, 61421, Abha, Saudi Arabia","institution_ids":["https://openalex.org/I82952536"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014968253","display_name":"P. Prabhavathy","orcid":null},"institutions":[{"id":"https://openalex.org/I876193797","display_name":"Vellore Institute of Technology University","ror":"https://ror.org/00qzypv28","country_code":"IN","type":"education","lineage":["https://openalex.org/I876193797"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"P. Prabhavathy","raw_affiliation_strings":["School of Computer Science Engineering and Information Systems, Vellore Institute of Technology, Vellore, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science Engineering and Information Systems, Vellore Institute of Technology, Vellore, India","institution_ids":["https://openalex.org/I876193797"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100773439","display_name":"K. Manikandan","orcid":null},"institutions":[{"id":"https://openalex.org/I876193797","display_name":"Vellore Institute of Technology University","ror":"https://ror.org/00qzypv28","country_code":"IN","type":"education","lineage":["https://openalex.org/I876193797"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"K. Manikandan","raw_affiliation_strings":["School of Computer Science and Engineering (SCOPE), Vellore Institute of Technology (VIT), Vellore, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering (SCOPE), Vellore Institute of Technology (VIT), Vellore, India","institution_ids":["https://openalex.org/I876193797"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5093019773","display_name":"Suresh Guluwadi","orcid":null},"institutions":[{"id":"https://openalex.org/I865572129","display_name":"Adama Science and Technology University","ror":"https://ror.org/02ccba128","country_code":"ET","type":"education","lineage":["https://openalex.org/I865572129"]}],"countries":["ET"],"is_corresponding":true,"raw_author_name":"Suresh Guluwadi","raw_affiliation_strings":["Adama Science and Technology University, 302120, Adama, Ethiopia. suresh.guluwadi@astu.edu.et","Adama Science and Technology University, 302120, Adama, Ethiopia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Adama Science and Technology University, 302120, Adama, Ethiopia. suresh.guluwadi@astu.edu.et","institution_ids":["https://openalex.org/I865572129"]},{"raw_affiliation_string":"Adama Science and Technology University, 302120, Adama, Ethiopia","institution_ids":["https://openalex.org/I865572129"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5093019773"],"corresponding_institution_ids":["https://openalex.org/I865572129"],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":1.7801,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.83762602,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"24","issue":"1","first_page":"100","last_page":"100"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13201","display_name":"Infectious Encephalopathies and Encephalitis","score":0.9506999850273132,"subfield":{"id":"https://openalex.org/subfields/2725","display_name":"Infectious Diseases"},"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/T13201","display_name":"Infectious Encephalopathies and Encephalitis","score":0.9506999850273132,"subfield":{"id":"https://openalex.org/subfields/2725","display_name":"Infectious Diseases"},"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/T12552","display_name":"Fetal and Pediatric Neurological Disorders","score":0.010400000028312206,"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/T12610","display_name":"RNA regulation and disease","score":0.0032999999821186066,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6065152883529663},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5995581746101379},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5848603248596191},{"id":"https://openalex.org/keywords/corpus-callosum","display_name":"Corpus callosum","score":0.47335267066955566},{"id":"https://openalex.org/keywords/brain-disease","display_name":"Brain disease","score":0.4625394344329834},{"id":"https://openalex.org/keywords/neuroimaging","display_name":"Neuroimaging","score":0.4401613771915436},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.4254518449306488},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.3598785400390625},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.33140474557876587},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3104199469089508},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.20065462589263916},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.14535841345787048}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6065152883529663},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5995581746101379},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5848603248596191},{"id":"https://openalex.org/C2778183499","wikidata":"https://www.wikidata.org/wiki/Q223851","display_name":"Corpus callosum","level":2,"score":0.47335267066955566},{"id":"https://openalex.org/C2991673738","wikidata":"https://www.wikidata.org/wiki/Q5062122","display_name":"Brain disease","level":3,"score":0.4625394344329834},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.4401613771915436},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.4254518449306488},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.3598785400390625},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.33140474557876587},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3104199469089508},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.20065462589263916},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.14535841345787048},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","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":"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":"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":"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":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"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":"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":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D054319","descriptor_name":"Marchiafava-Bignami Disease","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D054319","descriptor_name":"Marchiafava-Bignami Disease","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D054319","descriptor_name":"Marchiafava-Bignami Disease","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D054319","descriptor_name":"Marchiafava-Bignami Disease","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12880-024-01283-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-024-01283-8","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-024-01283-8","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Imaging","raw_type":"journal-article"},{"id":"pmid:38684964","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38684964","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 imaging","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:11059769","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11059769","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11059769/pdf/12880_2024_Article_1283.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":"BMC Med Imaging","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:b284cce81f6a4dc18dd491b635407094","is_oa":false,"landing_page_url":"https://doaj.org/article/b284cce81f6a4dc18dd491b635407094","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":"BMC Medical Imaging, Vol 24, Iss 1, Pp 1-18 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s12880-024-01283-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-024-01283-8","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-024-01283-8","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Imaging","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.7300000190734863}],"awards":[{"id":"https://openalex.org/G8696385389","display_name":null,"funder_award_id":"RGP2/581/45","funder_id":"https://openalex.org/F4320324433","funder_display_name":"King Khalid University"}],"funders":[{"id":"https://openalex.org/F4320324433","display_name":"King Khalid University","ror":"https://ror.org/052kwzs30"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4396218279.pdf"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W2018332268","https://openalex.org/W2080886874","https://openalex.org/W2153087078","https://openalex.org/W2243514120","https://openalex.org/W2788509011","https://openalex.org/W2788923878","https://openalex.org/W2789956930","https://openalex.org/W2792193061","https://openalex.org/W2810024032","https://openalex.org/W2891118631","https://openalex.org/W2921488107","https://openalex.org/W2997337740","https://openalex.org/W3034648032","https://openalex.org/W3096628760","https://openalex.org/W3129752354","https://openalex.org/W3146366485","https://openalex.org/W3187472674","https://openalex.org/W3187921874","https://openalex.org/W4210650050","https://openalex.org/W4311486481","https://openalex.org/W4385716436","https://openalex.org/W4392309197","https://openalex.org/W4392613376","https://openalex.org/W6906788369"],"related_works":["https://openalex.org/W2130069892","https://openalex.org/W2037126313","https://openalex.org/W2497276892","https://openalex.org/W2367560713","https://openalex.org/W2039954466","https://openalex.org/W1843715066","https://openalex.org/W1990169726","https://openalex.org/W1973215855","https://openalex.org/W2065686864","https://openalex.org/W2093335954"],"abstract_inverted_index":{"PURPOSE:":[0],"To":[1],"detect":[2,188],"the":[3,50,58,71,154,159,164,169,179,194,217,270,278],"Marchiafava":[4],"Bignami":[5],"Disease":[6],"(MBD)":[7],"using":[8,252],"a":[9,173,191,220,253,261],"distinct":[10],"deep":[11,16],"learning":[12,17,115],"technique.":[13],"BACKGROUND:":[14],"Advanced":[15],"methods":[18],"are":[19,108],"becoming":[20],"more":[21,203],"crucial":[22,161],"in":[23,57,76,94,113,184,201,213,238],"contemporary":[24],"medical":[25],"diagnostics,":[26],"particularly":[27],"for":[28,110],"detecting":[29],"intricate":[30],"and":[31,70,82,116,131,199,205,266,276,280],"uncommon":[32],"neurological":[33],"illnesses":[34],"such":[35],"as":[36],"MBD.":[37,189],"This":[38,247],"rare":[39],"neurodegenerative":[40,244],"disorder,":[41],"sometimes":[42],"associated":[43],"with":[44,96,181,223],"persistent":[45],"alcoholism,":[46],"is":[47,99,216],"characterized":[48],"by":[49,231],"loss":[51],"of":[52,90,147,163,172,197,219,235,256,264,272,282],"myelin":[53],"or":[54],"tissue":[55],"death":[56],"corpus":[59],"callosum.":[60],"It":[61],"poses":[62],"significant":[63,211],"diagnostic":[64,135,286],"difficulties":[65],"owing":[66],"to":[67,101,127,142,156,168,187],"its":[68,77],"infrequency":[69],"subtle":[72,129],"signs":[73],"it":[74],"exhibits":[75],"first":[78],"stages,":[79],"both":[80],"clinically":[81],"on":[83,158],"radiological":[84],"scans.":[85],"METHODS:":[86],"The":[87,145],"novel":[88],"method":[89],"Variational":[91],"Autoencoders":[92],"(VAEs)":[93],"conjunction":[95],"attention":[97,148,182,224],"mechanisms":[98,149,183],"used":[100],"identify":[102],"MBD":[103,198,241],"peculiar":[104],"diseases":[105],"accurately.":[106],"VAEs":[107],"well-known":[109],"their":[111],"proficiency":[112],"unsupervised":[114],"anomaly":[117],"detection.":[118],"They":[119],"excel":[120],"at":[121],"analyzing":[122],"extensive":[123],"brain":[124],"imaging":[125,165],"datasets":[126],"uncover":[128],"patterns":[130],"abnormalities":[132],"that":[133],"traditional":[134],"approaches":[136],"may":[137],"overlook,":[138],"especially":[139],"those":[140],"related":[141],"specific":[143],"diseases.":[144],"use":[146],"enhances":[150],"this":[151,185,214],"technique,":[152],"enabling":[153],"model":[155],"concentrate":[157],"most":[160],"elements":[162],"data,":[166],"similar":[167],"discerning":[170],"observation":[171],"skilled":[174],"radiologist.":[175],"Thus,":[176],"we":[177],"utilized":[178],"VAE":[180,221],"study":[186],"Such":[190],"combination":[192],"enables":[193],"prompt":[195],"identification":[196],"assists":[200],"formulating":[202],"customized":[204],"efficient":[206],"treatment":[207],"strategies.":[208],"RESULTS:":[209],"A":[210],"breakthrough":[212],"field":[215],"creation":[218],"equipped":[222],"mechanisms,":[225],"which":[226,249],"has":[227,259],"shown":[228,260],"outstanding":[229],"performance":[230],"achieving":[232],"accuracy":[233],"rates":[234],"over":[236],"90%":[237],"accurately":[239],"differentiating":[240],"from":[242],"other":[243],"disorders.":[245],"CONCLUSION:":[246],"model,":[248],"underwent":[250],"training":[251],"diverse":[254],"range":[255],"MRI":[257],"images,":[258],"notable":[262],"level":[263],"sensitivity":[265],"specificity,":[267],"significantly":[268],"minimizing":[269],"frequency":[271],"false":[273],"positive":[274],"results":[275],"strengthening":[277],"confidence":[279],"dependability":[281],"these":[283],"sophisticated":[284],"automated":[285],"tools.":[287]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
