{"id":"https://openalex.org/W4407022842","doi":"https://doi.org/10.1109/mprv.2024.3499513","title":"Multimodal Large Language Models in Human-Centered Health: Practical Insights","display_name":"Multimodal Large Language Models in Human-Centered Health: Practical Insights","publication_year":2024,"publication_date":"2024-10-01","ids":{"openalex":"https://openalex.org/W4407022842","doi":"https://doi.org/10.1109/mprv.2024.3499513"},"language":"en","primary_location":{"id":"doi:10.1109/mprv.2024.3499513","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mprv.2024.3499513","pdf_url":null,"source":{"id":"https://openalex.org/S24191132","display_name":"IEEE Pervasive Computing","issn_l":"1536-1268","issn":["1536-1268","1558-2590"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Pervasive Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5071116593","display_name":"Ting Dang","orcid":"https://orcid.org/0000-0003-3806-1493"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Ting Dang","raw_affiliation_strings":["The University of Melbourne, Parkville, VIC, Australia"],"affiliations":[{"raw_affiliation_string":"The University of Melbourne, Parkville, VIC, Australia","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103049494","display_name":"Hong Jia","orcid":"https://orcid.org/0000-0002-6047-4158"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Hong Jia","raw_affiliation_strings":["The University of Melbourne, Parkville, VIC, Australia"],"affiliations":[{"raw_affiliation_string":"The University of Melbourne, Parkville, VIC, Australia","institution_ids":["https://openalex.org/I165779595"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5071116593"],"corresponding_institution_ids":["https://openalex.org/I165779595"],"apc_list":null,"apc_paid":null,"fwci":2.9132,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.92392185,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"23","issue":"4","first_page":"87","last_page":"93"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9945999979972839,"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"}},"topics":[{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9945999979972839,"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"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9638000130653381,"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"}},{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.9491999745368958,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7735711932182312},{"id":"https://openalex.org/keywords/ubiquitous-computing","display_name":"Ubiquitous computing","score":0.6385073661804199},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.5316427946090698},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.38877803087234497},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33802270889282227}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7735711932182312},{"id":"https://openalex.org/C172195944","wikidata":"https://www.wikidata.org/wiki/Q541265","display_name":"Ubiquitous computing","level":2,"score":0.6385073661804199},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.5316427946090698},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.38877803087234497},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33802270889282227}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/mprv.2024.3499513","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mprv.2024.3499513","pdf_url":null,"source":{"id":"https://openalex.org/S24191132","display_name":"IEEE Pervasive Computing","issn_l":"1536-1268","issn":["1536-1268","1558-2590"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Pervasive Computing","raw_type":"journal-article"},{"id":"pmh:oai:eprints.soton.ac.uk:501417","is_oa":false,"landing_page_url":"http://doi.org/10.1109/MPRV.2024.3499513>).","pdf_url":null,"source":{"id":"https://openalex.org/S4306401019","display_name":"ePrints Soton (University of Southampton)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I43439940","host_organization_name":"University of Southampton","host_organization_lineage":["https://openalex.org/I43439940"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6000000238418579,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W3168867926","https://openalex.org/W4327545654","https://openalex.org/W4387355843","https://openalex.org/W4388705935","https://openalex.org/W4389000204","https://openalex.org/W4390745503","https://openalex.org/W4390961147","https://openalex.org/W4392193048","https://openalex.org/W4392902647","https://openalex.org/W4393147046","https://openalex.org/W4393867901","https://openalex.org/W4401044042","https://openalex.org/W4402427685","https://openalex.org/W4402701904","https://openalex.org/W4402721803","https://openalex.org/W4402722062","https://openalex.org/W4403183073","https://openalex.org/W4403203873","https://openalex.org/W4404782407","https://openalex.org/W4404783386","https://openalex.org/W6796581206","https://openalex.org/W6850625674","https://openalex.org/W6851592950","https://openalex.org/W6853249747","https://openalex.org/W6857005926","https://openalex.org/W6861067382","https://openalex.org/W6861457850","https://openalex.org/W6869701151","https://openalex.org/W6879400957"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Multimodal":[0],"data":[1],"offer":[2],"a":[3],"comprehensive":[4],"view":[5],"of":[6,35,47,67,87],"human":[7],"health":[8,62],"by":[9],"integrating":[10],"diverse":[11],"sources,":[12],"such":[13],"as":[14],"text,":[15],"medical":[16],"images,":[17],"physiological":[18],"signals,":[19],"and":[20,49,83],"behavioral":[21],"data.":[22],"Recent":[23],"advancements":[24],"in":[25,70,89],"large":[26,37],"language":[27,38],"models":[28,39],"(LLMs)":[29],"have":[30],"led":[31],"to":[32],"the":[33,43,64,71,84],"development":[34],"multimodal":[36],"(MLLMs),":[40],"which":[41],"leverage":[42],"text":[44],"understanding":[45],"capabilities":[46],"LLMs":[48],"integrate":[50],"them":[51,69],"with":[52],"other":[53],"modalities.":[54],"While":[55],"MLLMs":[56,88],"show":[57],"great":[58],"promise":[59],"for":[60],"human-centered":[61,91],"applications,":[63],"practical":[65,81],"challenges":[66],"implementing":[68],"healthcare":[72],"sector":[73],"remain":[74],"largely":[75],"unexplored.":[76],"This":[77],"article":[78],"discusses":[79],"these":[80],"considerations":[82],"future":[85],"potential":[86],"transforming":[90],"healthcare.":[92]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7}],"updated_date":"2026-03-09T08:58:05.943551","created_date":"2025-10-10T00:00:00"}