{"id":"https://openalex.org/W4318678031","doi":"https://doi.org/10.1007/s10916-023-01906-7","title":"Machine Learning for Dementia Prediction: A Systematic Review and Future Research Directions","display_name":"Machine Learning for Dementia Prediction: A Systematic Review and Future Research Directions","publication_year":2023,"publication_date":"2023-02-01","ids":{"openalex":"https://openalex.org/W4318678031","doi":"https://doi.org/10.1007/s10916-023-01906-7","pmid":"https://pubmed.ncbi.nlm.nih.gov/36720727"},"language":"en","primary_location":{"id":"doi:10.1007/s10916-023-01906-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10916-023-01906-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10916-023-01906-7.pdf","source":{"id":"https://openalex.org/S37151855","display_name":"Journal of Medical Systems","issn_l":"0148-5598","issn":["0148-5598","1573-689X"],"is_oa":false,"is_in_doaj":false,"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":"Journal of Medical 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/s10916-023-01906-7.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5066041117","display_name":"Ashir Javeed","orcid":"https://orcid.org/0000-0003-4190-3532"},"institutions":[{"id":"https://openalex.org/I52719799","display_name":"Blekinge Institute of Technology","ror":"https://ror.org/0093a8w51","country_code":"SE","type":"education","lineage":["https://openalex.org/I52719799"]},{"id":"https://openalex.org/I28166907","display_name":"Karolinska Institutet","ror":"https://ror.org/056d84691","country_code":"SE","type":"education","lineage":["https://openalex.org/I28166907"]}],"countries":["SE"],"is_corresponding":true,"raw_author_name":"Ashir Javeed","raw_affiliation_strings":["Aging Research Center, Karolinska Institutet, Tomtebodavagen, Stockholm, 17165, Solna, Sweden","Department of Health, Blekinge Institute of Technology, Valhallav\u00e4gen 1, Karlskrona, 37141, Blekinge, Sweden"],"affiliations":[{"raw_affiliation_string":"Aging Research Center, Karolinska Institutet, Tomtebodavagen, Stockholm, 17165, Solna, Sweden","institution_ids":["https://openalex.org/I28166907"]},{"raw_affiliation_string":"Department of Health, Blekinge Institute of Technology, Valhallav\u00e4gen 1, Karlskrona, 37141, Blekinge, Sweden","institution_ids":["https://openalex.org/I52719799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023385908","display_name":"Ana Luiza Dallora","orcid":"https://orcid.org/0000-0002-6752-017X"},"institutions":[{"id":"https://openalex.org/I52719799","display_name":"Blekinge Institute of Technology","ror":"https://ror.org/0093a8w51","country_code":"SE","type":"education","lineage":["https://openalex.org/I52719799"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Ana Luiza Dallora","raw_affiliation_strings":["Department of Health, Blekinge Institute of Technology, Valhallav\u00e4gen 1, Karlskrona, 37141, Blekinge, Sweden"],"affiliations":[{"raw_affiliation_string":"Department of Health, Blekinge Institute of Technology, Valhallav\u00e4gen 1, Karlskrona, 37141, Blekinge, Sweden","institution_ids":["https://openalex.org/I52719799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000286398","display_name":"Johan Berglund","orcid":"https://orcid.org/0000-0003-4312-2246"},"institutions":[{"id":"https://openalex.org/I52719799","display_name":"Blekinge Institute of Technology","ror":"https://ror.org/0093a8w51","country_code":"SE","type":"education","lineage":["https://openalex.org/I52719799"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Johan Sanmartin Berglund","raw_affiliation_strings":["Department of Health, Blekinge Institute of Technology, Valhallav\u00e4gen 1, Karlskrona, 37141, Blekinge, Sweden. johan.sanmartin.berglund@bth.se","Department of Health, Blekinge Institute of Technology, Valhallav\u00e4gen 1, Karlskrona, 37141, Blekinge, Sweden"],"affiliations":[{"raw_affiliation_string":"Department of Health, Blekinge Institute of Technology, Valhallav\u00e4gen 1, Karlskrona, 37141, Blekinge, Sweden. johan.sanmartin.berglund@bth.se","institution_ids":["https://openalex.org/I52719799"]},{"raw_affiliation_string":"Department of Health, Blekinge Institute of Technology, Valhallav\u00e4gen 1, Karlskrona, 37141, Blekinge, Sweden","institution_ids":["https://openalex.org/I52719799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056111602","display_name":"Arif Ali","orcid":"https://orcid.org/0000-0002-9998-9183"},"institutions":[{"id":"https://openalex.org/I4210154218","display_name":"University of Science and Technology Bannu","ror":"https://ror.org/04be2dn15","country_code":"PK","type":"education","lineage":["https://openalex.org/I4210154218"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Arif Ali","raw_affiliation_strings":["Department of Computer Science, University of Science and Technology Bannu, Township, Bannu, 28100, Khyber-Pakhtunkhwa, Pakistan"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Science and Technology Bannu, Township, Bannu, 28100, Khyber-Pakhtunkhwa, Pakistan","institution_ids":["https://openalex.org/I4210154218"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108263231","display_name":"Liaqat Ali","orcid":null},"institutions":[{"id":"https://openalex.org/I4210154218","display_name":"University of Science and Technology Bannu","ror":"https://ror.org/04be2dn15","country_code":"PK","type":"education","lineage":["https://openalex.org/I4210154218"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Liaqat Ali","raw_affiliation_strings":["Department of Electrical Engineering, University of Science and Technology Bannu, Township, Bannu, 28100, Khyber-Pakhtunkhwa, Pakistan"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, University of Science and Technology Bannu, Township, Bannu, 28100, Khyber-Pakhtunkhwa, Pakistan","institution_ids":["https://openalex.org/I4210154218"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050683535","display_name":"Peter Anderberg","orcid":"https://orcid.org/0000-0001-9870-8477"},"institutions":[{"id":"https://openalex.org/I205158640","display_name":"University of Sk\u00f6vde","ror":"https://ror.org/051mrsz47","country_code":"SE","type":"education","lineage":["https://openalex.org/I205158640"]},{"id":"https://openalex.org/I52719799","display_name":"Blekinge Institute of Technology","ror":"https://ror.org/0093a8w51","country_code":"SE","type":"education","lineage":["https://openalex.org/I52719799"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Peter Anderberg","raw_affiliation_strings":["Department of Health, Blekinge Institute of Technology, Valhallav\u00e4gen 1, Karlskrona, 37141, Blekinge, Sweden","School of Health Sciences, University of Skovde, H\u00f6gskolev\u00e4gen 1, Sk\u00f6vde, SE-541 28, Sk\u00f6vde, Sweden"],"affiliations":[{"raw_affiliation_string":"Department of Health, Blekinge Institute of Technology, Valhallav\u00e4gen 1, Karlskrona, 37141, Blekinge, Sweden","institution_ids":["https://openalex.org/I52719799"]},{"raw_affiliation_string":"School of Health Sciences, University of Skovde, H\u00f6gskolev\u00e4gen 1, Sk\u00f6vde, SE-541 28, Sk\u00f6vde, Sweden","institution_ids":["https://openalex.org/I205158640"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5066041117"],"corresponding_institution_ids":["https://openalex.org/I28166907","https://openalex.org/I52719799"],"apc_list":{"value":3390,"currency":"EUR","value_usd":4390},"apc_paid":{"value":3390,"currency":"EUR","value_usd":4390},"fwci":36.8809,"has_fulltext":true,"cited_by_count":170,"citation_normalized_percentile":{"value":0.99933203,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"47","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":0.9789000153541565,"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":0.9789000153541565,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9180999994277954,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/dementia","display_name":"Dementia","score":0.8373609781265259},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.7546964883804321},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6585913896560669},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6292165517807007},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6088289022445679},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.5810642242431641},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.51424640417099},{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.49644023180007935},{"id":"https://openalex.org/keywords/systematic-review","display_name":"Systematic review","score":0.47022008895874023},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4582926034927368},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.37703028321266174},{"id":"https://openalex.org/keywords/medline","display_name":"MEDLINE","score":0.2516290545463562},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.22995221614837646},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2174522578716278},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.08168977499008179}],"concepts":[{"id":"https://openalex.org/C2779483572","wikidata":"https://www.wikidata.org/wiki/Q83030","display_name":"Dementia","level":3,"score":0.8373609781265259},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.7546964883804321},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6585913896560669},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6292165517807007},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6088289022445679},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.5810642242431641},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.51424640417099},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.49644023180007935},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.47022008895874023},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4582926034927368},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.37703028321266174},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.2516290545463562},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.22995221614837646},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2174522578716278},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.08168977499008179},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"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/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","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}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003704","descriptor_name":"Dementia","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003704","descriptor_name":"Dementia","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003704","descriptor_name":"Dementia","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003704","descriptor_name":"Dementia","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003704","descriptor_name":"Dementia","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003704","descriptor_name":"Dementia","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003704","descriptor_name":"Dementia","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003704","descriptor_name":"Dementia","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"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":"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":"D014831","descriptor_name":"Voice","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014831","descriptor_name":"Voice","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014831","descriptor_name":"Voice","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014831","descriptor_name":"Voice","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014831","descriptor_name":"Voice","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014831","descriptor_name":"Voice","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014831","descriptor_name":"Voice","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014831","descriptor_name":"Voice","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.1007/s10916-023-01906-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10916-023-01906-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10916-023-01906-7.pdf","source":{"id":"https://openalex.org/S37151855","display_name":"Journal of Medical Systems","issn_l":"0148-5598","issn":["0148-5598","1573-689X"],"is_oa":false,"is_in_doaj":false,"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":"Journal of Medical Systems","raw_type":"journal-article"},{"id":"pmid:36720727","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36720727","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":"Journal of medical systems","raw_type":null},{"id":"pmh:oai:DiVA.org:bth-24274","is_oa":true,"landing_page_url":"http://urn.kb.se/resolve?urn=urn:nbn:se:bth-24274","pdf_url":"https://bth.diva-portal.org/smash/get/diva2:1735904/FULLTEXT01","source":{"id":"https://openalex.org/S4306401559","display_name":"KTH Publication Database DiVA (KTH Royal Institute of Technology)","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:DiVA.org:his-22246","is_oa":true,"landing_page_url":"http://urn.kb.se/resolve?urn=urn:nbn:se:his:diva-22246","pdf_url":"https://his.diva-portal.org/smash/get/diva2:1735569/FULLTEXT02","source":{"id":"https://openalex.org/S4306401029","display_name":"University Library of Sk\u00f6vde (University of Sk\u00f6vde)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205158640","host_organization_name":"University of Sk\u00f6vde","host_organization_lineage":["https://openalex.org/I205158640"],"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":null,"raw_type":"text"},{"id":"pmh:oai:pubmedcentral.nih.gov:9889464","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9889464","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC9889464/pdf/10916_2023_Article_1906.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":"J Med Syst","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/s10916-023-01906-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10916-023-01906-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10916-023-01906-7.pdf","source":{"id":"https://openalex.org/S37151855","display_name":"Journal of Medical Systems","issn_l":"0148-5598","issn":["0148-5598","1573-689X"],"is_oa":false,"is_in_doaj":false,"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":"Journal of Medical Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Partnerships for the goals","score":0.4000000059604645,"id":"https://metadata.un.org/sdg/17"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320323802","display_name":"Blekinge Tekniska H\u00f6gskola","ror":"https://ror.org/0093a8w51"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4318678031.pdf"},"referenced_works_count":135,"referenced_works":["https://openalex.org/W29194139","https://openalex.org/W127806850","https://openalex.org/W151304715","https://openalex.org/W1901624583","https://openalex.org/W1975396085","https://openalex.org/W1983209442","https://openalex.org/W2000078434","https://openalex.org/W2004878997","https://openalex.org/W2013567243","https://openalex.org/W2014000620","https://openalex.org/W2053074745","https://openalex.org/W2066624552","https://openalex.org/W2069239049","https://openalex.org/W2090304207","https://openalex.org/W2103346709","https://openalex.org/W2112505157","https://openalex.org/W2123737882","https://openalex.org/W2125517700","https://openalex.org/W2161172863","https://openalex.org/W2188679450","https://openalex.org/W2236960602","https://openalex.org/W2250883471","https://openalex.org/W2468387181","https://openalex.org/W2495755629","https://openalex.org/W2508399940","https://openalex.org/W2529957437","https://openalex.org/W2547057605","https://openalex.org/W2576440140","https://openalex.org/W2588681363","https://openalex.org/W2607838029","https://openalex.org/W2735045133","https://openalex.org/W2741098376","https://openalex.org/W2746614329","https://openalex.org/W2748706682","https://openalex.org/W2748716413","https://openalex.org/W2767552359","https://openalex.org/W2784098514","https://openalex.org/W2785704959","https://openalex.org/W2791156235","https://openalex.org/W2798427160","https://openalex.org/W2801132216","https://openalex.org/W2805328357","https://openalex.org/W2888691422","https://openalex.org/W2888873632","https://openalex.org/W2889368357","https://openalex.org/W2896430225","https://openalex.org/W2904251400","https://openalex.org/W2910699414","https://openalex.org/W2920805549","https://openalex.org/W2920968489","https://openalex.org/W2921637243","https://openalex.org/W2936086693","https://openalex.org/W2943511409","https://openalex.org/W2943604066","https://openalex.org/W2948577176","https://openalex.org/W2951808807","https://openalex.org/W2954368032","https://openalex.org/W2955374087","https://openalex.org/W2956030099","https://openalex.org/W2964676347","https://openalex.org/W2971642666","https://openalex.org/W2976163884","https://openalex.org/W2980090549","https://openalex.org/W2981624110","https://openalex.org/W2982009528","https://openalex.org/W2982980439","https://openalex.org/W2987779221","https://openalex.org/W2989951694","https://openalex.org/W2990252557","https://openalex.org/W2991435809","https://openalex.org/W2995664964","https://openalex.org/W2996431818","https://openalex.org/W2997415622","https://openalex.org/W3002097015","https://openalex.org/W3005377105","https://openalex.org/W3013047410","https://openalex.org/W3020225930","https://openalex.org/W3022568704","https://openalex.org/W3038424140","https://openalex.org/W3040436076","https://openalex.org/W3041911350","https://openalex.org/W3041964754","https://openalex.org/W3048568928","https://openalex.org/W3048887539","https://openalex.org/W3080774167","https://openalex.org/W3082185620","https://openalex.org/W3087238889","https://openalex.org/W3087987531","https://openalex.org/W3088753106","https://openalex.org/W3095395418","https://openalex.org/W3095714244","https://openalex.org/W3095738426","https://openalex.org/W3097641059","https://openalex.org/W3099626241","https://openalex.org/W3103328760","https://openalex.org/W3112948680","https://openalex.org/W3116175389","https://openalex.org/W3123500501","https://openalex.org/W3126363240","https://openalex.org/W3127451680","https://openalex.org/W3131203259","https://openalex.org/W3138667573","https://openalex.org/W3153436665","https://openalex.org/W3157944786","https://openalex.org/W3172943905","https://openalex.org/W3173926131","https://openalex.org/W3179495764","https://openalex.org/W3185895012","https://openalex.org/W3197051898","https://openalex.org/W3203260436","https://openalex.org/W3208958020","https://openalex.org/W3209945869","https://openalex.org/W3210926952","https://openalex.org/W3212322648","https://openalex.org/W3212684309","https://openalex.org/W3215630567","https://openalex.org/W4200244908","https://openalex.org/W4200279816","https://openalex.org/W4200573627","https://openalex.org/W4205380828","https://openalex.org/W4205776366","https://openalex.org/W4206936640","https://openalex.org/W4210620421","https://openalex.org/W4210795935","https://openalex.org/W4212931019","https://openalex.org/W4212964221","https://openalex.org/W4213029048","https://openalex.org/W4213288032","https://openalex.org/W4220668406","https://openalex.org/W4223584650","https://openalex.org/W4241808969","https://openalex.org/W4251324394","https://openalex.org/W4281700889","https://openalex.org/W6600319451","https://openalex.org/W6628762473"],"related_works":["https://openalex.org/W73545470","https://openalex.org/W4224266612","https://openalex.org/W2383394264","https://openalex.org/W4320153225","https://openalex.org/W4293261942","https://openalex.org/W3125968744","https://openalex.org/W2167701463","https://openalex.org/W2110287964","https://openalex.org/W4307407935","https://openalex.org/W649759291"],"abstract_inverted_index":{"Nowadays,":[0],"Artificial":[1],"Intelligence":[2],"(AI)":[3],"and":[4,46,138,160,170,198,215],"machine":[5,154],"learning":[6],"(ML)":[7],"have":[8,49,71,82],"successfully":[9],"provided":[10],"automated":[11,34,59,125,161,211],"solutions":[12],"to":[13,118,148,190,219],"numerous":[14],"real-world":[15],"problems.":[16],"Healthcare":[17],"is":[18,52,117],"one":[19],"of":[20,32,39,69,103,109,114,123,131,186,207],"the":[21,30,40,75,93,107,112,143,151,205,208],"most":[22],"important":[23],"research":[24,144],"areas":[25],"for":[26,66,85,106,213],"ML":[27,47,56,64,90,179],"researchers,":[28],"with":[29],"aim":[31],"developing":[33],"disease":[35,41],"prediction":[36,68,87,188],"systems.":[37,163],"One":[38],"detection":[42,54,108],"problems":[43],"that":[44,175],"AI":[45],"researchers":[48],"focused":[50,98],"on":[51,63,89,99],"dementia":[53,70,86,187,214],"using":[55,150],"methods.":[57],"Numerous":[58],"diagnostic":[60,126,162],"systems":[61,127],"based":[62,88],"techniques":[65,91],"early":[67],"been":[72,83],"proposed":[73,210],"in":[74,92,184],"literature.":[76],"Few":[77],"systematic":[78],"literature":[79],"reviews":[80],"(SLR)":[81],"conducted":[84],"past.":[94],"However,":[95],"these":[96,221],"SLR":[97,203],"a":[100,120],"single":[101],"type":[102],"data":[104,132,158,177,192,197],"modality":[105],"dementia.":[110],"Hence,":[111],"purpose":[113],"this":[115,202],"study":[116],"conduct":[119],"comprehensive":[121],"evaluation":[122],"ML-based":[124],"considering":[128],"different":[129],"types":[130],"modalities":[133],"such":[134],"as":[135],"images,":[136],"clinical-features,":[137],"voice":[139,199],"data.":[140,200],"We":[141],"collected":[142],"articles":[145,166],"from":[146],"2011":[147],"2022":[149],"keywords":[152],"dementia,":[153],"learning,":[155],"feature":[156],"selection,":[157],"modalities,":[159,193],"The":[164],"selected":[165],"were":[167],"critically":[168],"analyzed":[169],"discussed.":[171],"It":[172],"was":[173],"observed":[174],"image":[176],"driven":[178],"models":[180],"yields":[181],"promising":[182],"results":[183],"terms":[185],"compared":[189],"other":[191],"i.e.,":[194],"clinical":[195],"feature-based":[196],"Furthermore,":[201],"highlighted":[204],"limitations":[206],"previously":[209],"methods":[212],"presented":[216],"future":[217],"directions":[218],"overcome":[220],"limitations.":[222]},"counts_by_year":[{"year":2026,"cited_by_count":14},{"year":2025,"cited_by_count":74},{"year":2024,"cited_by_count":60},{"year":2023,"cited_by_count":22}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}