{"id":"https://openalex.org/W7131079343","doi":"https://doi.org/10.1109/iccvw69036.2025.00237","title":"Magnol.AI Copilot: Multimodal LLMs for Natural, Accessible Data Interaction","display_name":"Magnol.AI Copilot: Multimodal LLMs for Natural, Accessible Data Interaction","publication_year":2025,"publication_date":"2025-10-19","ids":{"openalex":"https://openalex.org/W7131079343","doi":"https://doi.org/10.1109/iccvw69036.2025.00237"},"language":null,"primary_location":{"id":"doi:10.1109/iccvw69036.2025.00237","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccvw69036.2025.00237","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5024575129","display_name":"Guangchen Ruan","orcid":"https://orcid.org/0000-0001-8316-5027"},"institutions":[{"id":"https://openalex.org/I168537998","display_name":"Eli Lilly (United States)","ror":"https://ror.org/01qat3289","country_code":"US","type":"company","lineage":["https://openalex.org/I168537998"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Guangchen Ruan","raw_affiliation_strings":["Eli Lilly &#x0026; Company,Digital Health,Indianapolis,Indiana,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Eli Lilly &#x0026; Company,Digital Health,Indianapolis,Indiana,USA","institution_ids":["https://openalex.org/I168537998"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016489887","display_name":"H Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I168537998","display_name":"Eli Lilly (United States)","ror":"https://ror.org/01qat3289","country_code":"US","type":"company","lineage":["https://openalex.org/I168537998"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hui Zhang","raw_affiliation_strings":["Eli Lilly &#x0026; Company,Digital Health,Indianapolis,Indiana,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Eli Lilly &#x0026; Company,Digital Health,Indianapolis,Indiana,USA","institution_ids":["https://openalex.org/I168537998"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101860563","display_name":"Hui Xiao","orcid":"https://orcid.org/0000-0003-1136-5702"},"institutions":[{"id":"https://openalex.org/I168537998","display_name":"Eli Lilly (United States)","ror":"https://ror.org/01qat3289","country_code":"US","type":"company","lineage":["https://openalex.org/I168537998"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hui Xiao","raw_affiliation_strings":["Eli Lilly &#x0026; Company,Digital Health,Indianapolis,Indiana,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Eli Lilly &#x0026; Company,Digital Health,Indianapolis,Indiana,USA","institution_ids":["https://openalex.org/I168537998"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5126631968","display_name":"Jian Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I168537998","display_name":"Eli Lilly (United States)","ror":"https://ror.org/01qat3289","country_code":"US","type":"company","lineage":["https://openalex.org/I168537998"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jian Yang","raw_affiliation_strings":["Eli Lilly &#x0026; Company,Digital Health,Indianapolis,Indiana,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Eli Lilly &#x0026; Company,Digital Health,Indianapolis,Indiana,USA","institution_ids":["https://openalex.org/I168537998"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I168537998"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.69298037,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2264","last_page":"2272"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.4487000107765198,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.4487000107765198,"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/T12031","display_name":"Speech and dialogue systems","score":0.2451999932527542,"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/T13629","display_name":"Text Readability and Simplification","score":0.029500000178813934,"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/interoperability","display_name":"Interoperability","score":0.7609999775886536},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5401999950408936},{"id":"https://openalex.org/keywords/transformative-learning","display_name":"Transformative learning","score":0.5138000249862671},{"id":"https://openalex.org/keywords/natural-language","display_name":"Natural language","score":0.428600013256073},{"id":"https://openalex.org/keywords/natural","display_name":"Natural (archaeology)","score":0.3400999903678894},{"id":"https://openalex.org/keywords/digital-health","display_name":"Digital health","score":0.3073999881744385},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.2996000051498413},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.2874999940395355}],"concepts":[{"id":"https://openalex.org/C20136886","wikidata":"https://www.wikidata.org/wiki/Q749647","display_name":"Interoperability","level":2,"score":0.7609999775886536},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7520999908447266},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6011999845504761},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5401999950408936},{"id":"https://openalex.org/C70587473","wikidata":"https://www.wikidata.org/wiki/Q7834111","display_name":"Transformative learning","level":2,"score":0.5138000249862671},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.428600013256073},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.40939998626708984},{"id":"https://openalex.org/C2776608160","wikidata":"https://www.wikidata.org/wiki/Q4785462","display_name":"Natural (archaeology)","level":2,"score":0.3400999903678894},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3398999869823456},{"id":"https://openalex.org/C2780433410","wikidata":"https://www.wikidata.org/wiki/Q5276090","display_name":"Digital health","level":3,"score":0.3073999881744385},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.2996000051498413},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2874999940395355},{"id":"https://openalex.org/C72634772","wikidata":"https://www.wikidata.org/wiki/Q386824","display_name":"Data integration","level":2,"score":0.2870999872684479},{"id":"https://openalex.org/C89505385","wikidata":"https://www.wikidata.org/wiki/Q47146","display_name":"User interface","level":2,"score":0.2822999954223633},{"id":"https://openalex.org/C202645933","wikidata":"https://www.wikidata.org/wiki/Q4930","display_name":"eHealth","level":3,"score":0.2815999984741211},{"id":"https://openalex.org/C192028432","wikidata":"https://www.wikidata.org/wiki/Q845739","display_name":"Query language","level":2,"score":0.2802000045776367},{"id":"https://openalex.org/C2776187449","wikidata":"https://www.wikidata.org/wiki/Q1513879","display_name":"Natural language generation","level":3,"score":0.275299996137619},{"id":"https://openalex.org/C2779439875","wikidata":"https://www.wikidata.org/wiki/Q1078276","display_name":"Natural language understanding","level":3,"score":0.2705000042915344},{"id":"https://openalex.org/C47487241","wikidata":"https://www.wikidata.org/wiki/Q5227230","display_name":"Data access","level":2,"score":0.267300009727478},{"id":"https://openalex.org/C135641252","wikidata":"https://www.wikidata.org/wiki/Q738567","display_name":"Multimodal interaction","level":2,"score":0.2606000006198883},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.2572000026702881},{"id":"https://openalex.org/C207267971","wikidata":"https://www.wikidata.org/wiki/Q120208","display_name":"Emerging technologies","level":2,"score":0.25589999556541443},{"id":"https://openalex.org/C2780910867","wikidata":"https://www.wikidata.org/wiki/Q1952416","display_name":"Multimodality","level":2,"score":0.25589999556541443},{"id":"https://openalex.org/C2778864079","wikidata":"https://www.wikidata.org/wiki/Q173285","display_name":"Digital data","level":3,"score":0.2540000081062317}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccvw69036.2025.00237","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccvw69036.2025.00237","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W2921623465","https://openalex.org/W3198084704","https://openalex.org/W4318147453","https://openalex.org/W4366607624","https://openalex.org/W4367055199","https://openalex.org/W4387835442","https://openalex.org/W4406458153","https://openalex.org/W4406800520"],"related_works":[],"abstract_inverted_index":{"Magnol.Ai":[0,13],"Conversational":[1],"dBM":[2],"Analysis":[3],"Tool,":[4],"an":[5],"innovative":[6],"approach":[7],"to":[8,40,80],"transforming":[9],"interactions":[10],"with":[11,63,133],"the":[12,25,28,72,91,94,102,113,125],"platform.":[14],"Leveraging":[15],"advanced":[16],"large":[17],"language":[18,48,55],"models":[19],"(LLMs)":[20],"and":[21,42,60,77,89,104],"a":[22],"multi-agent":[23],"architecture,":[24],"tool":[26,92],"addresses":[27],"challenges":[29],"of":[30,74,97,106,115,128],"navigating":[31],"complex":[32],"digital":[33,107,137],"clinical":[34,98],"trial":[35],"data":[36,75],"by":[37],"enabling":[38],"researchers":[39],"query":[41,58],"analyze":[43],"datasets":[44],"through":[45],"intuitive":[46],"natural":[47,54],"interactions.":[49],"The":[50],"system":[51],"integrates":[52],"robust":[53],"understanding,":[56],"intelligent":[57],"handling,":[59],"seamless":[61],"interoperability":[62],"existing":[64],"platform":[65],"functionalities.":[66],"These":[67],"capabilities":[68],"streamline":[69],"workflows,":[70,121],"reduce":[71],"complexity":[73],"exploration,":[76],"empower":[78],"scientists":[79],"derive":[81],"actionable":[82],"insights":[83],"more":[84],"efficiently.":[85],"Designed":[86],"for":[87],"scalability":[88],"adaptability,":[90],"meets":[93],"evolving":[95],"needs":[96],"research":[99],"environments,":[100],"enhancing":[101],"accessibility":[103],"utility":[105],"biomarkers":[108],"(dBM)":[109],"data.":[110],"By":[111],"demonstrating":[112],"potential":[114],"conversational":[116],"AI":[117,131],"in":[118,136],"advancing":[119],"scientific":[120],"this":[122],"work":[123],"highlights":[124],"transformative":[126],"impact":[127],"combining":[129],"state-of-the-art":[130],"technologies":[132],"domain-specific":[134],"applications":[135],"biomarker":[138],"research.":[139]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2026-02-24T00:00:00"}
