@article{elhajjoutFederatedLargeLanguage2026,

title = {Federated Large Language Models for A Trustworthy and Privacy-Preserving Healthcare: Applications, Challenges, and Future Research Directions},

author = {A. Elhajjout and Z. A. E. Houda and H. Moudoud and B. Brik and M. A. Jan},

url = {https://www.scopus.com/pages/publications/105034640126?origin=resultslist},

doi = {10.1109/JBHI.2026.3679612},

issn = {21682194 (ISSN)},

year  = {2026},

date = {2026-01-01},

journal = {IEEE Journal of Biomedical and Health Informatics},

publisher = {Institute of Electrical and Electronics Engineers Inc.},

abstract = {Large-scale foundation models, especially Federated Large Language Models (FLLMs), aim to transform digital health by enabling clinically-grade natural language processing while keeping sensitive data local. However, their adoption is hindered by two main issues: (i) the computational and communication burden of parameter-rich models on resource-constrained Internet-of-Medical-Things (IoMT) devices, and (ii) performance degradation caused by Non-Independent and Identically Distributed (Non-IID) patient data. This paper presents a comprehensive survey of Federated Learning (FL) for LLMs in Healthcare (FedMed-LLMs). We review the foundations of FL and medical LLMs. Then, we present the FL-enabled LLMs applications in healthcare, and we examine their issues in terms of privacy, robustness, and trustworthiness. Finally, we present a set of core research problems and a comprehensive research agenda that identifies future directions for building robust and scalable FedMed-LLMs systems. © 2013 IEEE.},

keywords = {Application research, Artificial intelligence, digital health, Distributed computer systems, Federated learning, Fine tuning, Health care, Health care application, Healthcare AI, human, Internet, Internet of medical thing, Internet of Medical Things, Language model, Large language model, large language models, Learning systems, male, Medical computing, natural language processing, Parameter-efficient fine-tuning, patient coding, Privacy, Privacy preservation, Privacy preserving, Privacy-preserving techniques, review, Sensitive data, trustworthiness},

pubstate = {published},

tppubtype = {article}

}

@article{le_du_new_2023,

title = {A New Option for Pain Prevention Using a Therapeutic Virtual Reality Solution for Bone Marrow Biopsy (REVEH Trial): Open-Label, Randomized, Multicenter, Phase 3 Study},

author = {K. Le Du and A. -L. Septans and F. Maloisel and H. Vanquaethem and A. Schmitt and M. Le Goff and A. Clavert and M. Zinger and H. Bourgeois and O. Dupuis and F. Denis and S. Bouchard},

url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85148250546&doi=10.2196%2f38619&partnerID=40&md5=e27bfbd3d4c42f8850daf70bdf60b384},

doi = {10.2196/38619},

issn = {14388871 (ISSN)},

year  = {2023},

date = {2023-01-01},

journal = {Journal of Medical Internet Research},

volume = {25},

publisher = {JMIR Publications Inc.},

abstract = {Background: Evidence regarding the analgesic effect of distraction through immersion in virtual reality (VR) for care-induced pain has been documented in several phase 2 trials, but comparison with standard treatments in large, randomized studies is needed. Objective: In this open-label, multicenter, randomized, phase 3 trial, we evaluated the safety and efficacy of a novel VR therapy solution for distraction in the context of bone marrow biopsy. Methods: Bliss is a VR software with 4 imaginary interactive environments in 3 dimensions with binaural sound (head-mounted display). Efficacy regarding pain intensity was evaluated using a visual analog scale (VAS; score from 0 to 10) immediately after the biopsy. Secondary end points were anxiety and tolerance. Modified intention-to-treat analysis was performed. Results: Overall, 126 patients with previously documented untreated or suspected malignant hemopathy between September 6, 2018, and May 18, 2020, were randomly assigned in a 1:1 ratio to receive pain prevention with a mixture of nitrous oxide/oxygen (MEOPA; n=63) or VR (n=63) before and during the bone marrow biopsy. We excluded 8 patients from the final analysis (3 in the MEOPA group and 5 in the VR group). All patients received local anesthesia (lidocaine) before biopsy. Follow-up was limited to 1 month after the biopsy. Participants' median age was 65.5 (range 18-87) years, and 54.2% (64/118) of patients were male. The average pain intensity was 3.5 (SD 2.6, 95% CI -1.6 to 8.6) for the MEOPA group and 3.0 (SD 2.4, 95% CI -1.7 to 7.7) for the VR group, without any significant differences in age, sex, center, and hemopathy (P=.26). Concerning anxiety, 67.5% (79/117; fear of pain questionnaire) of the patients were afraid before the biopsy, and anxiety scores were moderate to very high in 26.3% (30/114; revised Spielberger State-Trait Anxiety Inventory questionnaire) of the patients before the biopsy and 9.0% (10/114) after the biopsy for all patients, without a significant difference between the 2 groups (P=.83). Immersion in VR was well tolerated by the majority (54/57, 95%) of patients in the VR group. Conclusions: The intensity of pain did not significantly differ between both arms. VR was well tolerated, and the satisfaction of patients, nurses, and physicians was very high. VR could be an alternative treatment in case of contraindication or intolerance to MEOPA. © 2023 Journal of Medical Internet Research. All rights reserved.},

note = {Publisher: JMIR Publications Inc.},

keywords = {80 and over, Adolescent, adult, aged, alprazolam, Anxiety, article, Biopsy, blood pressure measurement, Bone Marrow, bone marrow biopsy, clinical trial, controlled study, demographics, digital health, digital therapeutics, Distraction, Effectiveness, efficacy, eHealth, female, follow up, head-mounted display, hematologic disease, human, human tissue, Humans, hypertension, imagery, imaginary, imagination, Immersive environment, Intention to Treat Analysis, interactive environment, leukemia, lidocaine, local anesthesia, lymphoma, major clinical study, male, medical procedure, Meopa, Middle Aged, monoclonal immunoglobulinemia, multicenter study, myelodysplastic syndrome, myeloma, myeloproliferative disorder, myeloproliferative neoplasm, nitrous oxide plus oxygen, open study, Pain, pain intensity, pain measurement, paracetamol, phase 3 clinical trial, prospective study, questionnaire, randomized controlled trial, RCT, relaxation training, safety, satisfaction, solid malignant neoplasm, State Trait Anxiety Inventory, very elderly, virtual reality, visual analog scale, VR, Young Adult},

pubstate = {published},

tppubtype = {article}

}

@article{leduNewOptionPain2023,

title = {A New Option for Pain Prevention Using a Therapeutic Virtual Reality Solution for Bone Marrow Biopsy (REVEH Trial): Open-Label, Randomized, Multicenter, Phase 3 Study},

author = {K. Le Du and A. -L. Septans and F. Maloisel and H. Vanquaethem and A. Schmitt and M. Le Goff and A. Clavert and M. Zinger and H. Bourgeois and O. Dupuis and F. Denis and S. Bouchard},

url = {https://www.scopus.com/inward/record.uri?eid=2-s2.0-85148250546&doi=10.2196%2f38619&partnerID=40&md5=e27bfbd3d4c42f8850daf70bdf60b384},

doi = {10.2196/38619},

issn = {14388871 (ISSN)},

year  = {2023},

date = {2023-01-01},

journal = {Journal of Medical Internet Research},

volume = {25},

publisher = {JMIR Publications Inc.},

abstract = {Background: Evidence regarding the analgesic effect of distraction through immersion in virtual reality (VR) for care-induced pain has been documented in several phase 2 trials, but comparison with standard treatments in large, randomized studies is needed. Objective: In this open-label, multicenter, randomized, phase 3 trial, we evaluated the safety and efficacy of a novel VR therapy solution for distraction in the context of bone marrow biopsy. Methods: Bliss is a VR software with 4 imaginary interactive environments in 3 dimensions with binaural sound (head-mounted display). Efficacy regarding pain intensity was evaluated using a visual analog scale (VAS; score from 0 to 10) immediately after the biopsy. Secondary end points were anxiety and tolerance. Modified intention-to-treat analysis was performed. Results: Overall, 126 patients with previously documented untreated or suspected malignant hemopathy between September 6, 2018, and May 18, 2020, were randomly assigned in a 1:1 ratio to receive pain prevention with a mixture of nitrous oxide/oxygen (MEOPA; n=63) or VR (n=63) before and during the bone marrow biopsy. We excluded 8 patients from the final analysis (3 in the MEOPA group and 5 in the VR group). All patients received local anesthesia (lidocaine) before biopsy. Follow-up was limited to 1 month after the biopsy. Participants' median age was 65.5 (range 18-87) years, and 54.2% (64/118) of patients were male. The average pain intensity was 3.5 (SD 2.6, 95% CI -1.6 to 8.6) for the MEOPA group and 3.0 (SD 2.4, 95% CI -1.7 to 7.7) for the VR group, without any significant differences in age, sex, center, and hemopathy (P=.26). Concerning anxiety, 67.5% (79/117; fear of pain questionnaire) of the patients were afraid before the biopsy, and anxiety scores were moderate to very high in 26.3% (30/114; revised Spielberger State-Trait Anxiety Inventory questionnaire) of the patients before the biopsy and 9.0% (10/114) after the biopsy for all patients, without a significant difference between the 2 groups (P=.83). Immersion in VR was well tolerated by the majority (54/57, 95%) of patients in the VR group. Conclusions: The intensity of pain did not significantly differ between both arms. VR was well tolerated, and the satisfaction of patients, nurses, and physicians was very high. VR could be an alternative treatment in case of contraindication or intolerance to MEOPA. © 2023 Journal of Medical Internet Research. All rights reserved.},

keywords = {80 and over, Adolescent, adult, aged, alprazolam, Anxiety, article, Biopsy, blood pressure measurement, Bone Marrow, bone marrow biopsy, clinical trial, controlled study, demographics, digital health, digital therapeutics, Distraction, Effectiveness, efficacy, eHealth, female, follow up, head-mounted display, hematologic disease, human, human tissue, Humans, hypertension, imagery, imaginary, imagination, Immersive environment, Intention to Treat Analysis, interactive environment, leukemia, lidocaine, local anesthesia, lymphoma, major clinical study, male, medical procedure, Meopa, Middle Aged, monoclonal immunoglobulinemia, multicenter study, myelodysplastic syndrome, myeloma, myeloproliferative disorder, myeloproliferative neoplasm, nitrous oxide plus oxygen, open study, Pain, pain intensity, pain measurement, paracetamol, phase 3 clinical trial, prospective study, questionnaire, randomized controlled trial, RCT, relaxation training, safety, satisfaction, solid malignant neoplasm, State Trait Anxiety Inventory, very elderly, virtual reality, visual analog scale, VR, Young Adult},

pubstate = {published},

tppubtype = {article}

}