A Multi-Agent Framework for Medical AI: Leveraging Fine-Tuned GPT, LLaMA, and DeepSeek R1 for Evidence-Based and Bias-Aware Clinical Query Processing.

Safina Showkat Ara

Naeimeh Nourmohammadi Md Meem Hossain The Anh Han Safina Showkat Ara Zia Ush-Shamszaman A Multi-Agent Framework for Medical AI: Leveraging Fine-Tuned GPT, LLaMA, and DeepSeek R1 for Evidence-Based and Bias-Aware Clinical Query Processing. 2026 February abs/2602.14158 CoRR https://doi.org/10.48550/arXiv.2602.14158 db/journals/corr/corr2602.html#abs-2602-14158 streams/journals/corr

Md Meem Hossain The Anh Han Safina Showkat Ara Zia Ush-Shamszaman Benchmarking Classical, Deep, and Generative Models for Human Activity Recognition. 2025 January abs/2501.08471 CoRR https://doi.org/10.48550/arXiv.2501.08471 db/journals/corr/corr2501.html#abs-2501-08471 streams/journals/corr

Oluwaseun Bukky Afolabi Safina Showkat Ara Leveraging machine learning for browser-based detection of misinformation: Towards user-empowered news consumption. 1-6 2024 ICAC https://doi.org/10.1109/ICAC61394.2024.10718743 conf/iconac/2024 db/conf/iconac/icac2024.html#AfolabiA24 Safina Showkat Ara Subhasis Thakur John G. Breslin Distributed ACO Based Reputation Management in Crowdsourcing. 379-390 2019 IDCS https://doi.org/10.1007/978-3-030-34914-1_36 conf/idcs/2019 db/conf/idcs/idcs2019.html#AraTB19 Safina Showkat Ara Subhasis Thakur John G. Breslin Secure and Distributed Crowd-Sourcing Task Coordination Using the Blockchain Mechanism. 402-413 2019 IDCS https://doi.org/10.1007/978-3-030-34914-1_38 https://www.wikidata.org/entity/Q111690021 conf/idcs/2019 db/conf/idcs/idcs2019.html#AraTB19a Safina Showkat Ara Subhasis Thakur John G. Breslin Expertise Discovery in Decentralised Online Social Networks. 244-249 2017 ASONAM https://doi.org/10.1145/3110025.3110048 conf/asunam/2017 db/conf/asunam/asonam2017.html#AraTB17 Guangyuan Piao Safina Showkat Ara John G. Breslin Computing the Semantic Similarity of Resources in DBpedia for Recommendation Purposes. 185-200 2015 JIST https://doi.org/10.1007/978-3-319-31676-5_13 https://www.wikidata.org/entity/Q87814189 conf/jist/2015 db/conf/jist/jist2015.html#PiaoAB15

Safina Showkat Ara Zia Ush-Shamszaman Ilyoung Chong Web-of-Objects Based User-Centric Semantic Service Composition Methodology in the Internet of Things. 2014 10 Int. J. Distributed Sens. Networks https://doi.org/10.1155/2014/482873 db/journals/ijdsn/ijdsn10.html#AraUC14

Zia Ush-Shamszaman Safina Showkat Ara Ilyoung Chong Youn Kwae Jeong Web-of-Objects (WoO)-Based Context Aware Emergency Fire Management Systems for the Internet of Things. 2944-2966 2014 14 Sensors 2 https://doi.org/10.3390/s140202944 https://www.wikidata.org/entity/Q28657625 db/journals/sensors/sensors14.html#Ush-ShamszamanA14

Zia Ush-Shamszaman Safina Showkat Ara Ilyoung Chong Feasibility considerations of multipath TCP in dealing with big data application. 708-713 2013 ICOIN https://doi.org/10.1109/ICOIN.2013.6496714 https://doi.ieeecomputersociety.org/10.1109/ICOIN.2013.6496714 conf/icoin/2013 db/conf/icoin/icoin2013.html#Ush-ShamszamanAC13 Zia Ush-Shamszaman Md. Samiul Bashar Mohammad Abdur Razzaque Safina Showkat Ara Jobeda Khatoon Sumi A Mobility Management Scheme in All-IP Integrated Network. 32-37 2005 conf/pdcn/2005 Parallel and Distributed Computing and Networks db/conf/pdcn/pdcn2005.html#Ush-ShamszamanBRAS05 Oluwaseun Bukky Afolabi Han The AnhThe Anh Han Md. Samiul Bashar John G. Breslin Ilyoung Chong Md Meem Hossain Youn Kwae Jeong Naeimeh Nourmohammadi Guangyuan Piao Mohammad Abdur Razzaque Jobeda Khatoon Sumi Subhasis Thakur Zia Ush-Shamszaman