{"id":"https://openalex.org/W4413383918","doi":"https://doi.org/10.1007/978-3-032-02551-7_21","title":"Leveraging Fine-Tuned State-of-the-Art LLMs for Symptom Classification of Patient-Reported Problems in Parkinson\u2019s Disease","display_name":"Leveraging Fine-Tuned State-of-the-Art LLMs for Symptom Classification of Patient-Reported Problems in Parkinson\u2019s Disease","publication_year":2025,"publication_date":"2025-08-21","ids":{"openalex":"https://openalex.org/W4413383918","doi":"https://doi.org/10.1007/978-3-032-02551-7_21"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-032-02551-7_21","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-02551-7_21","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","ki-jl-1","norway-1"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"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":null,"display_name":"Vanessa Richter","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210150403","display_name":"Nodality (United States)","ror":"https://ror.org/04b85bq70","country_code":"US","type":"company","lineage":["https://openalex.org/I4210150403"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vanessa Richter","raw_affiliation_strings":["Modality.AI, Inc., San Francisco, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Modality.AI, Inc., San Francisco, CA, USA","institution_ids":["https://openalex.org/I4210150403"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083819782","display_name":"Abhishek Hosamath","orcid":"https://orcid.org/0000-0002-8243-0682","observed_orcids":["https://orcid.org/0000-0002-8243-0682"]},"institutions":[{"id":"https://openalex.org/I4210150403","display_name":"Nodality (United States)","ror":"https://ror.org/04b85bq70","country_code":"US","type":"company","lineage":["https://openalex.org/I4210150403"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Abhishek Hosamath","raw_affiliation_strings":["Modality.AI, Inc., San Francisco, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Modality.AI, Inc., San Francisco, CA, USA","institution_ids":["https://openalex.org/I4210150403"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037069771","display_name":"Lakshmi Arbatti","orcid":"https://orcid.org/0000-0002-9219-1961","observed_orcids":["https://orcid.org/0000-0002-9219-1961"]},"institutions":[{"id":"https://openalex.org/I4210150403","display_name":"Nodality (United States)","ror":"https://ror.org/04b85bq70","country_code":"US","type":"company","lineage":["https://openalex.org/I4210150403"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lakshmi Arbatti","raw_affiliation_strings":["Modality.AI, Inc., San Francisco, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Modality.AI, Inc., San Francisco, CA, USA","institution_ids":["https://openalex.org/I4210150403"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066064955","display_name":"Michael Neumann","orcid":"https://orcid.org/0000-0002-4220-9641","observed_orcids":["https://orcid.org/0000-0002-4220-9641"]},"institutions":[{"id":"https://openalex.org/I4210150403","display_name":"Nodality (United States)","ror":"https://ror.org/04b85bq70","country_code":"US","type":"company","lineage":["https://openalex.org/I4210150403"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Michael Neumann","raw_affiliation_strings":["Modality.AI, Inc., San Francisco, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Modality.AI, Inc., San Francisco, CA, USA","institution_ids":["https://openalex.org/I4210150403"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068455745","display_name":"Vikram Ramanarayanan","orcid":"https://orcid.org/0000-0001-7810-2769","observed_orcids":["https://orcid.org/0000-0001-7810-2769"]},"institutions":[{"id":"https://openalex.org/I4210150403","display_name":"Nodality (United States)","ror":"https://ror.org/04b85bq70","country_code":"US","type":"company","lineage":["https://openalex.org/I4210150403"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vikram Ramanarayanan","raw_affiliation_strings":["Modality.AI, Inc., San Francisco, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Modality.AI, Inc., San Francisco, CA, USA","institution_ids":["https://openalex.org/I4210150403"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5066064955"],"corresponding_institution_ids":["https://openalex.org/I4210150403"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.18648105,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"241","last_page":"249"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.4027999937534332,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.4027999937534332,"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/T10028","display_name":"Topic Modeling","score":0.19900000095367432,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.10740000009536743,"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/parkinson-s-disease","display_name":"Parkinson's disease","score":0.9869999885559082},{"id":"https://openalex.org/keywords/symptom-classification","display_name":"symptom classification","score":0.9470000267028809},{"id":"https://openalex.org/keywords/patient-reported-problems","display_name":"patient-reported problems","score":0.8949999809265137},{"id":"https://openalex.org/keywords/large-language-models","display_name":"large language models","score":0.9319999814033508},{"id":"https://openalex.org/keywords/fine-tuning","display_name":"fine-tuning","score":0.9300000071525574},{"id":"https://openalex.org/keywords/llama","display_name":"llamas","score":0.7009999752044678},{"id":"https://openalex.org/keywords/gemma","display_name":"Gemma","score":0.9589999914169312},{"id":"https://openalex.org/keywords/mistral","display_name":"Mistral","score":1.0}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6778873205184937},{"id":"https://openalex.org/C2779734285","wikidata":"https://www.wikidata.org/wiki/Q11085","display_name":"Parkinson's disease","level":3,"score":0.5527714490890503},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.5313019752502441},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.5177692174911499},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33474427461624146},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.16367650032043457},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.1153644323348999},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.11048856377601624}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-032-02551-7_21","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-02551-7_21","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","ki-jl-1","norway-1"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8560000061988831,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2988815029","https://openalex.org/W4211044101","https://openalex.org/W4281733966","https://openalex.org/W4380631541","https://openalex.org/W4388486391","https://openalex.org/W4389513553","https://openalex.org/W4393856451","https://openalex.org/W4398239341","https://openalex.org/W4403063608","https://openalex.org/W4403586520"],"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/W3134596587","https://openalex.org/W3216329096","https://openalex.org/W2416973532","https://openalex.org/W3116665257"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-09-29T14:09:16.559479","created_date":"2025-10-10T00:00:00"}