{"id":"https://openalex.org/W4384343101","doi":"https://doi.org/10.1186/s40708-023-00195-7","title":"A systematic review on machine learning and deep learning techniques in the effective diagnosis of Alzheimer\u2019s disease","display_name":"A systematic review on machine learning and deep learning techniques in the effective diagnosis of Alzheimer\u2019s disease","publication_year":2023,"publication_date":"2023-07-14","ids":{"openalex":"https://openalex.org/W4384343101","doi":"https://doi.org/10.1186/s40708-023-00195-7","pmid":"https://pubmed.ncbi.nlm.nih.gov/37450224"},"language":"en","primary_location":{"id":"doi:10.1186/s40708-023-00195-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40708-023-00195-7","pdf_url":"https://braininformatics.springeropen.com/counter/pdf/10.1186/s40708-023-00195-7","source":{"id":"https://openalex.org/S2498492389","display_name":"Brain Informatics","issn_l":"2198-4018","issn":["2198-4018","2198-4026"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Brain Informatics","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://braininformatics.springeropen.com/counter/pdf/10.1186/s40708-023-00195-7","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056888282","display_name":"Akhilesh Deep Arya","orcid":"https://orcid.org/0000-0002-4143-3473"},"institutions":[{"id":"https://openalex.org/I73779912","display_name":"Manipal University Jaipur","ror":"https://ror.org/040h76494","country_code":null,"type":"education","lineage":["https://openalex.org/I73779912"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Akhilesh Deep Arya","raw_affiliation_strings":["SCIT, Manipal University Jaipur, Jaipur, 303007, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SCIT, Manipal University Jaipur, Jaipur, 303007, India","institution_ids":["https://openalex.org/I73779912"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102730642","display_name":"Sourabh Singh Verma","orcid":null},"institutions":[{"id":"https://openalex.org/I73779912","display_name":"Manipal University Jaipur","ror":"https://ror.org/040h76494","country_code":null,"type":"education","lineage":["https://openalex.org/I73779912"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sourabh Singh Verma","raw_affiliation_strings":["SCIT, Manipal University Jaipur, Jaipur, 303007, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SCIT, Manipal University Jaipur, Jaipur, 303007, India","institution_ids":["https://openalex.org/I73779912"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084075692","display_name":"Prasun Chakarabarti","orcid":null},"institutions":[{"id":"https://openalex.org/I110116418","display_name":"Maharaja Sayajirao University of Baroda","ror":"https://ror.org/01bx8ja67","country_code":"IN","type":"education","lineage":["https://openalex.org/I110116418"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Prasun Chakarabarti","raw_affiliation_strings":["ITM (SLS), Baroda University, Vadodara, Gujarat, 391510, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ITM (SLS), Baroda University, Vadodara, Gujarat, 391510, India","institution_ids":["https://openalex.org/I110116418"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011507183","display_name":"Tulika Chakrabarti","orcid":"https://orcid.org/0000-0001-6604-3669"},"institutions":[{"id":"https://openalex.org/I94511900","display_name":"Sir Padampat Singhania University","ror":"https://ror.org/03mhsvf98","country_code":"IN","type":"education","lineage":["https://openalex.org/I94511900"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Tulika Chakrabarti","raw_affiliation_strings":["Sir Padampat Singhania University, Udaipur, Rajasthan, 313601, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sir Padampat Singhania University, Udaipur, Rajasthan, 313601, India","institution_ids":["https://openalex.org/I94511900"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022700946","display_name":"Ahmed A. Elngar","orcid":"https://orcid.org/0000-0001-6124-7152"},"institutions":[{"id":"https://openalex.org/I113643904","display_name":"Beni-Suef University","ror":"https://ror.org/05pn4yv70","country_code":"EG","type":"education","lineage":["https://openalex.org/I113643904"]}],"countries":["EG"],"is_corresponding":true,"raw_author_name":"Ahmed A. Elngar","raw_affiliation_strings":["Faculty of Computers and Artificial Intelligence, Beni-Suef University, Beni-Suef, 62511, Egypt. elngar_7@yahoo.co.uk","Faculty of Computers and Artificial Intelligence, Beni-Suef University, Beni-Suef, 62511, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computers and Artificial Intelligence, Beni-Suef University, Beni-Suef, 62511, Egypt. elngar_7@yahoo.co.uk","institution_ids":["https://openalex.org/I113643904"]},{"raw_affiliation_string":"Faculty of Computers and Artificial Intelligence, Beni-Suef University, Beni-Suef, 62511, Egypt","institution_ids":["https://openalex.org/I113643904"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030360761","display_name":"Ali\u2010Mohammad Kamali","orcid":"https://orcid.org/0000-0001-6617-2065"},"institutions":[{"id":"https://openalex.org/I194604659","display_name":"Shiraz University of Medical Sciences","ror":"https://ror.org/01n3s4692","country_code":"IR","type":"education","lineage":["https://openalex.org/I194604659"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Ali-Mohammad Kamali","raw_affiliation_strings":["Department of Neuroscience, School of Advanced Medical Sciences and Technologies, Shiraz University of Medical Sciences, Shiraz, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Neuroscience, School of Advanced Medical Sciences and Technologies, Shiraz University of Medical Sciences, Shiraz, Iran","institution_ids":["https://openalex.org/I194604659"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067863611","display_name":"Mohammad Nami","orcid":"https://orcid.org/0000-0003-1410-5340"},"institutions":[{"id":"https://openalex.org/I186129607","display_name":"Canadian University of Dubai","ror":"https://ror.org/029zgsn59","country_code":"AE","type":"education","lineage":["https://openalex.org/I186129607"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mohammad Nami","raw_affiliation_strings":["Cognitive Neuropsychology Unit, Department of Social Sciences, Canadian University Dubai, Dubai, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cognitive Neuropsychology Unit, Department of Social Sciences, Canadian University Dubai, Dubai, UAE","institution_ids":["https://openalex.org/I186129607"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5022700946"],"corresponding_institution_ids":["https://openalex.org/I113643904"],"apc_list":{"value":790,"currency":"GBP","value_usd":969},"apc_paid":{"value":790,"currency":"GBP","value_usd":969},"fwci":27.2348,"has_fulltext":true,"cited_by_count":137,"citation_normalized_percentile":{"value":0.99851219,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"10","issue":"1","first_page":"17","last_page":"17"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10009","display_name":"Dementia and Cognitive Impairment Research","score":0.9919999837875366,"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":0.9919999837875366,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9872000217437744,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9190000295639038,"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/modalities","display_name":"Modalities","score":0.7754313349723816},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.6608235836029053},{"id":"https://openalex.org/keywords/positron-emission-tomography","display_name":"Positron emission tomography","score":0.5884020924568176},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.579063355922699},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.5582841634750366},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.550399661064148},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5337449312210083},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5052750706672668},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.4854917824268341},{"id":"https://openalex.org/keywords/neuroimaging","display_name":"Neuroimaging","score":0.4658903181552887},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.4531358778476715},{"id":"https://openalex.org/keywords/alzheimers-disease","display_name":"Alzheimer's disease","score":0.440321683883667},{"id":"https://openalex.org/keywords/cognitive-impairment","display_name":"Cognitive impairment","score":0.41644155979156494},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.28433939814567566},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.2437572181224823},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.22499027848243713},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.19156509637832642}],"concepts":[{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.7754313349723816},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.6608235836029053},{"id":"https://openalex.org/C2775842073","wikidata":"https://www.wikidata.org/wiki/Q208376","display_name":"Positron emission tomography","level":2,"score":0.5884020924568176},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.579063355922699},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5582841634750366},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.550399661064148},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5337449312210083},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5052750706672668},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.4854917824268341},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.4658903181552887},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.4531358778476715},{"id":"https://openalex.org/C502032728","wikidata":"https://www.wikidata.org/wiki/Q11081","display_name":"Alzheimer's disease","level":3,"score":0.440321683883667},{"id":"https://openalex.org/C2984915365","wikidata":"https://www.wikidata.org/wiki/Q5141203","display_name":"Cognitive impairment","level":3,"score":0.41644155979156494},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.28433939814567566},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.2437572181224823},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.22499027848243713},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.19156509637832642},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1186/s40708-023-00195-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40708-023-00195-7","pdf_url":"https://braininformatics.springeropen.com/counter/pdf/10.1186/s40708-023-00195-7","source":{"id":"https://openalex.org/S2498492389","display_name":"Brain Informatics","issn_l":"2198-4018","issn":["2198-4018","2198-4026"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Brain Informatics","raw_type":"journal-article"},{"id":"pmid:37450224","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37450224","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":"Brain informatics","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10349019","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10349019","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10349019/pdf/40708_2023_Article_195.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":"Brain Inform","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:86dd8ab646644964a87066e4cee62a5b","is_oa":true,"landing_page_url":"https://doaj.org/article/86dd8ab646644964a87066e4cee62a5b","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":"Brain Informatics, Vol 10, Iss 1, Pp 1-15 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s40708-023-00195-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40708-023-00195-7","pdf_url":"https://braininformatics.springeropen.com/counter/pdf/10.1186/s40708-023-00195-7","source":{"id":"https://openalex.org/S2498492389","display_name":"Brain Informatics","issn_l":"2198-4018","issn":["2198-4018","2198-4026"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Brain Informatics","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5199999809265137,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4384343101.pdf"},"referenced_works_count":44,"referenced_works":["https://openalex.org/W187870010","https://openalex.org/W1566792576","https://openalex.org/W1992054897","https://openalex.org/W2092594036","https://openalex.org/W2171723438","https://openalex.org/W2413582275","https://openalex.org/W2474271774","https://openalex.org/W2580596898","https://openalex.org/W2620000709","https://openalex.org/W2762081760","https://openalex.org/W2791012641","https://openalex.org/W2805494981","https://openalex.org/W2805773775","https://openalex.org/W2899244419","https://openalex.org/W2914209001","https://openalex.org/W2943835562","https://openalex.org/W2953843471","https://openalex.org/W2954683191","https://openalex.org/W2964171289","https://openalex.org/W2964629181","https://openalex.org/W2968809615","https://openalex.org/W2973007151","https://openalex.org/W3010986599","https://openalex.org/W3025729836","https://openalex.org/W3028706774","https://openalex.org/W3047286661","https://openalex.org/W3091780972","https://openalex.org/W3121966255","https://openalex.org/W3134851390","https://openalex.org/W3137404108","https://openalex.org/W3168046494","https://openalex.org/W3171730003","https://openalex.org/W3207067901","https://openalex.org/W3208998361","https://openalex.org/W4200515758","https://openalex.org/W4206165154","https://openalex.org/W4210629573","https://openalex.org/W4210919583","https://openalex.org/W4211139529","https://openalex.org/W4288053873","https://openalex.org/W4294433650","https://openalex.org/W4297266445","https://openalex.org/W4312836147","https://openalex.org/W4321203112"],"related_works":["https://openalex.org/W2185469136","https://openalex.org/W2327340211","https://openalex.org/W2027542625","https://openalex.org/W4292199793","https://openalex.org/W2282195379","https://openalex.org/W2295388821","https://openalex.org/W2102312026","https://openalex.org/W4306353150","https://openalex.org/W2885663991","https://openalex.org/W4296095749"],"abstract_inverted_index":{"Alzheimer's":[0,110,185],"disease":[1,6,23,186],"(AD)":[2],"is":[3,19,28,60,128,164,189],"a":[4,21,66,104,129,165],"brain-related":[5],"in":[7,120,142],"which":[8],"the":[9,12,32,39,43,107,121,143,154,158,194,197,207,214],"condition":[10],"of":[11,34,41,45,109,123,145,157,168,180,196,209,216],"patient":[13,71,159],"gets":[14],"worse":[15],"with":[16,38,221],"time.":[17],"AD":[18,46,75],"not":[20,51,81],"curable":[22],"by":[24,103],"any":[25],"medication.":[26,161],"It":[27],"impossible":[29],"to":[30,62,74,131,152,192,212],"halt":[31],"death":[33],"brain":[35],"cells,":[36],"but":[37],"help":[40],"medication,":[42],"effects":[44],"can":[47],"be":[48],"delayed.":[49],"As":[50],"all":[52],"MCI":[53,77,83],"patients":[54],"will":[55,72],"suffer":[56],"from":[57,134],"AD,":[58,210],"it":[59],"required":[61],"accurately":[63],"diagnose":[64],"whether":[65],"mild":[67],"cognitive":[68,182],"impaired":[69],"(MCI)":[70],"convert":[73],"(namely":[76,82],"converter":[78],"MCI-C)":[79],"or":[80],"non-converter":[84],"MCI-NC),":[85],"during":[86],"early":[87,178],"diagnosis.":[88],"There":[89],"are":[90],"two":[91,198],"modalities,":[92],"positron":[93],"emission":[94],"tomography":[95],"(PET)":[96],"and":[97,114,150,173,184,204,211],"magnetic":[98],"resonance":[99],"image":[100],"(MRI),":[101],"used":[102,201],"physician":[105],"for":[106,147,177,206],"diagnosis":[108],"disease.":[111],"Machine":[112],"learning":[113,116,140,172,175],"deep":[115,139,174],"perform":[117],"exceptionally":[118],"well":[119],"field":[122,144],"computer":[124],"vision":[125],"where":[126],"there":[127],"requirement":[130],"extract":[132],"information":[133],"high-dimensional":[135],"data.":[136],"Researchers":[137],"use":[138],"models":[141],"medicine":[146],"diagnosis,":[148],"prognosis,":[149],"even":[151],"predict":[153],"future":[155],"health":[156],"under":[160],"This":[162],"study":[163,188],"systematic":[166],"review":[167],"publications":[169],"using":[170],"machine":[171],"methods":[176],"classification":[179],"normal":[181],"(NC)":[183],"(AD).This":[187],"an":[190],"effort":[191],"provide":[193],"details":[195],"most":[199],"commonly":[200],"modalities":[202,218],"PET":[203],"MRI":[205],"identification":[208],"evaluate":[213],"performance":[215],"both":[217],"while":[219],"working":[220],"different":[222],"classifiers.":[223]},"counts_by_year":[{"year":2026,"cited_by_count":26},{"year":2025,"cited_by_count":68},{"year":2024,"cited_by_count":37},{"year":2023,"cited_by_count":6}],"updated_date":"2026-06-07T08:38:57.713557","created_date":"2025-10-10T00:00:00"}