{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,23]],"date-time":"2026-01-23T01:09:03Z","timestamp":1769130543594,"version":"3.49.0"},"reference-count":25,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,10,27]],"date-time":"2025-10-27T00:00:00Z","timestamp":1761523200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,10,27]],"date-time":"2025-10-27T00:00:00Z","timestamp":1761523200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,10,27]]},"DOI":"10.1109\/bats67559.2025.11336184","type":"proceedings-article","created":{"date-parts":[[2026,1,21]],"date-time":"2026-01-21T21:05:56Z","timestamp":1769029556000},"page":"278-283","source":"Crossref","is-referenced-by-count":0,"title":["BMATRAG: A Locally Deployed Multimodal Privacy-Preserving RAG Framework with Novel Benchmark for Biomaterials"],"prefix":"10.1109","author":[{"given":"Naveen","family":"Gangadhara","sequence":"first","affiliation":[{"name":"Indian Institute of Technology Madras,Dept. of Applied Mechanics and Biomedical Engineering,Chennai,India"}]},{"given":"R","family":"Thiyaneshwar","sequence":"additional","affiliation":[{"name":"Indian Institute of Technology Madras,Dept. of Applied Mechanics and Biomedical Engineering,Chennai,India"}]},{"given":"Swathi","family":"Sudhakar","sequence":"additional","affiliation":[{"name":"Indian Institute of Technology Madras,Dept. of Applied Mechanics and Biomedical Engineering,Chennai,India"}]},{"given":"Balasubramaniam","family":"Natarajan","sequence":"additional","affiliation":[{"name":"Kansas State University,Dept. of Electrical and Computer Engineering,Manhattan,US"}]},{"given":"Babji","family":"Srinivasan","sequence":"additional","affiliation":[{"name":"Indian Institute of Technology Madras,Dept. of Applied Mechanics and Biomedical Engineering,Chennai,India"}]}],"member":"263","reference":[{"key":"ref1","author":"Radford","year":"2018","journal-title":"Improving language understanding by generative pre-training"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.18653\/vl\/N19-142"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.48550\/ARXIV.1706.03762"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1093\/bib\/bbac409"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/ICAIT65209.2024.10754919"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1145\/3707292.3707358"},{"key":"ref7","first-page":"8748","article-title":"Learning transferable visual models from natural language supervision","volume-title":"International conference on machine learning","author":"Radford"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.48550\/arXiv.2010.11929"},{"key":"ref9","article-title":"Alzheimerrag: Multimodal retrieval augmented generation for pubmed articles","author":"Kumar Lahiri","year":"2024","journal-title":"arXiv preprint"},{"key":"ref10","first-page":"9459","article-title":"Retrieval-augmented generation for knowledgeintensive nlp tasks","volume":"33","author":"Lewis","year":"2020","journal-title":"Advances in neural information processing systems"},{"issue":"1","key":"ref11","article-title":"Retrieval-augmented generation for large language models: A survey","volume":"2","author":"Gao","year":"2023","journal-title":"arXiv preprint"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2025.nlp4pi-1.20"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1145\/3458754"},{"key":"ref14","article-title":"Publicly available clinical bert embeddings","author":"Alsentzer","year":"2019","journal-title":"arXiv preprint"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1038\/s41746-021-00455-y"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1016\/j.imu.2022.101139"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2024.eacl-demo.16"},{"key":"ref18","article-title":"Biorag: A rag-llm framework for biological question reasoning","author":"Wang","year":"2024","journal-title":"arXiv preprint"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/btae238"},{"key":"ref20","article-title":"OpenAI","year":"2024","journal-title":"Gpt-4o system card"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/W19-5006"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2025.nlp4pi-1.20"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/ESCI48226.2020.9167588"},{"key":"ref24","article-title":"Nomic embed: Training a reproducible long context text embedder","author":"Nussbaum","year":"2024","journal-title":"arXiv preprint"},{"key":"ref25","article-title":"Gemma 3 technical report","author":"Team","year":"2025","journal-title":"arXiv preprint"}],"event":{"name":"2025 International Workshop on Biomedical Applications, Technologies and Sensors (BATS)","location":"Rome, Italy","start":{"date-parts":[[2025,10,27]]},"end":{"date-parts":[[2025,10,28]]}},"container-title":["2025 International Workshop on Biomedical Applications, Technologies and Sensors (BATS)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11335401\/11336154\/11336184.pdf?arnumber=11336184","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,22]],"date-time":"2026-01-22T08:41:45Z","timestamp":1769071305000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11336184\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,10,27]]},"references-count":25,"URL":"https:\/\/doi.org\/10.1109\/bats67559.2025.11336184","relation":{},"subject":[],"published":{"date-parts":[[2025,10,27]]}}}