{"id":"https://openalex.org/W4323323201","doi":"https://doi.org/10.48550/arxiv.2303.01949","title":"Artificial Intelligence for Dementia Research Methods Optimization","display_name":"Artificial Intelligence for Dementia Research Methods Optimization","publication_year":2023,"publication_date":"2023-03-02","ids":{"openalex":"https://openalex.org/W4323323201","doi":"https://doi.org/10.48550/arxiv.2303.01949"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2303.01949","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2303.01949","pdf_url":"https://arxiv.org/pdf/2303.01949","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"","raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2303.01949","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5024894727","display_name":"Magda Bucholc","orcid":"https://orcid.org/0000-0002-8417-1602"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Bucholc, Magda","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064755137","display_name":"Charlotte James","orcid":"https://orcid.org/0000-0003-4850-5318"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"James, Charlotte","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090495771","display_name":"Ahmad Al Khleifat","orcid":"https://orcid.org/0000-0002-7406-9831"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Khleifat, Ahmad Al","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084417068","display_name":"AmanPreet Badhwar","orcid":"https://orcid.org/0000-0003-3414-3395"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Badhwar, AmanPreet","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047127458","display_name":"Natasha Clarke","orcid":"https://orcid.org/0000-0003-2375-4510"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Clarke, Natasha","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014180782","display_name":"Amir Dehsarvi","orcid":"https://orcid.org/0000-0001-7116-9741"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dehsarvi, Amir","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020772022","display_name":"Christopher R. Madan","orcid":"https://orcid.org/0000-0003-3228-6501"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Madan, Christopher R.","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047139968","display_name":"Sarah J. Marzi","orcid":"https://orcid.org/0000-0002-3924-2053"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Marzi, Sarah J.","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086174310","display_name":"Cameron Shand","orcid":"https://orcid.org/0000-0002-1299-890X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shand, Cameron","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049079630","display_name":"Brian M. Schilder","orcid":"https://orcid.org/0000-0001-5949-2191"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Schilder, Brian M.","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060617430","display_name":"Stefano Tamburin","orcid":"https://orcid.org/0000-0002-1561-2187"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tamburin, Stefano","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043588456","display_name":"Hanz M. Tantiangco","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tantiangco, Hanz M.","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051750366","display_name":"Ilianna Lourida","orcid":"https://orcid.org/0000-0003-4439-2192"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lourida, Ilianna","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087315820","display_name":"David J. Llewellyn","orcid":"https://orcid.org/0000-0002-2441-4246"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Llewellyn, David J.","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5084947660","display_name":"Janice M. Ranson","orcid":"https://orcid.org/0000-0001-9491-3940"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ranson, Janice M.","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":15,"corresponding_author_ids":["https://openalex.org/A5024894727"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14393","display_name":"Health, Environment, Cognitive Aging","score":0.39250001311302185,"subfield":{"id":"https://openalex.org/subfields/2307","display_name":"Health, Toxicology and Mutagenesis"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T14393","display_name":"Health, Environment, Cognitive Aging","score":0.39250001311302185,"subfield":{"id":"https://openalex.org/subfields/2307","display_name":"Health, Toxicology and Mutagenesis"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/dementia","display_name":"Dementia","score":0.7776956558227539},{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.7308603525161743},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5770408511161804},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.553871750831604},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5316662788391113},{"id":"https://openalex.org/keywords/clinical-practice","display_name":"Clinical Practice","score":0.5039398074150085},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.43754372000694275},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.417249470949173},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3861142694950104},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.3452106714248657},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.24362120032310486},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.09173616766929626}],"concepts":[{"id":"https://openalex.org/C2779483572","wikidata":"https://www.wikidata.org/wiki/Q83030","display_name":"Dementia","level":3,"score":0.7776956558227539},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.7308603525161743},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5770408511161804},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.553871750831604},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5316662788391113},{"id":"https://openalex.org/C2779974597","wikidata":"https://www.wikidata.org/wiki/Q28448986","display_name":"Clinical Practice","level":2,"score":0.5039398074150085},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.43754372000694275},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.417249470949173},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3861142694950104},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.3452106714248657},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.24362120032310486},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.09173616766929626},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.0},{"id":"https://openalex.org/C512399662","wikidata":"https://www.wikidata.org/wiki/Q3505712","display_name":"Family medicine","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2303.01949","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2303.01949","pdf_url":"https://arxiv.org/pdf/2303.01949","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"","raw_type":"text"},{"id":"doi:10.48550/arxiv.2303.01949","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2303.01949","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2303.01949","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2303.01949","pdf_url":"https://arxiv.org/pdf/2303.01949","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"","raw_type":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2768587100","display_name":null,"funder_award_id":"ES/W010240/1","funder_id":"https://openalex.org/F4320334630","funder_display_name":"Economic and Social Research Council"},{"id":"https://openalex.org/G5267286623","display_name":null,"funder_award_id":"MR/X005674/1","funder_id":"https://openalex.org/F4320334626","funder_display_name":"Medical Research Council"}],"funders":[{"id":"https://openalex.org/F4320334626","display_name":"Medical Research Council","ror":"https://ror.org/03x94j517"},{"id":"https://openalex.org/F4320334630","display_name":"Economic and Social Research Council","ror":"https://ror.org/03n0ht308"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4323323201.pdf"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2905433371","https://openalex.org/W4390569940","https://openalex.org/W2888392564","https://openalex.org/W4310278675","https://openalex.org/W4388422664","https://openalex.org/W2806259446","https://openalex.org/W4361193272","https://openalex.org/W2963326959","https://openalex.org/W4312407344","https://openalex.org/W2894289927"],"abstract_inverted_index":{"Introduction:":[0],"Machine":[1],"learning":[2],"(ML)":[3],"has":[4],"been":[5],"extremely":[6],"successful":[7],"in":[8,37,57,69,128],"identifying":[9],"key":[10],"features":[11],"from":[12],"high-dimensional":[13],"datasets":[14],"and":[15,30,40,60,74,83,85,109,119,145],"executing":[16],"complicated":[17],"tasks":[18],"with":[19],"human":[20],"expert":[21],"levels":[22],"of":[23,35,51,67,80,92,99,123,141,148],"accuracy":[24],"or":[25],"greater.":[26],"Methods:":[27],"We":[28,47,77],"summarize":[29],"critically":[31],"evaluate":[32],"current":[33],"applications":[34],"ML":[36,52,68],"dementia":[38,58,93],"research":[39,59,124],"highlight":[41,61],"directions":[42],"for":[43,64],"future":[44,62],"research.":[45,94],"Results:":[46],"present":[48],"an":[49],"overview":[50],"algorithms":[53],"most":[54],"frequently":[55],"used":[56],"opportunities":[63],"the":[65,89,121,129,142],"use":[66],"clinical":[70,75,90,126],"practice,":[71],"experimental":[72],"medicine,":[73],"trials.":[76],"discuss":[78],"issues":[79,118],"reproducibility,":[81],"replicability":[82],"interpretability":[84],"how":[86,100],"these":[87,117],"impact":[88],"applicability":[91],"Finally,":[95],"we":[96],"give":[97],"examples":[98],"state-of-the-art":[101],"methods,":[102],"such":[103],"as":[104],"transfer":[105],"learning,":[106,108,111],"multi-task":[107],"reinforcement":[110],"may":[112],"be":[113],"applied":[114],"to":[115,125,137],"overcome":[116],"aid":[120],"translation":[122],"practice":[127],"future.":[130],"Discussion:":[131],"ML-based":[132],"models":[133],"hold":[134],"great":[135],"promise":[136],"advance":[138],"our":[139],"understanding":[140],"underlying":[143],"causes":[144],"pathological":[146],"mechanisms":[147],"dementia.":[149]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2}],"updated_date":"2026-03-12T08:34:05.389933","created_date":"2025-10-10T00:00:00"}
