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Electronic health records (EHRs) are central to healthcare analytics, but their granularity increases re-identification risk when shared. Conventional privacy-preserving methods including k -anonymity, l -diversity, and differential privacy often protect confi…
pubmed
Segar N, Vijayan V
2026
置信度 0.82
-
Named Data Networking (NDN) represents a paradigm shift toward content-centric architectures but remains critically vulnerable to Interest Flooding Attacks (IFAs), where malicious actors overwhelm router Pending Interest Tables with spurious requests, causing …
pubmed
Benmaidi ML, Lagraa N, Brik B, Jlali L
2026 Jun 24
置信度 0.82
-
This article studies privacy-preserving distributed Nash equilibrium (NE) seeking for aggregative games over directed graphs, where agents' cost functions contain sensitive information. A novel differentially private algorithm using decaying Laplace noise is d…
pubmed
Wang L, He W, Qian F
2026 Jun 24
置信度 0.82
-
Healthcare big data represents a strategic national resource with substantial potential value. At the policy level, ongoing efforts have been made to promote the transformation of healthcare data resources into data assets. However, the realization of their va…
pubmed
Jiang R, Yuan Z, Tian S, Yang C 等
2026 Jun 23
置信度 0.82
-
N7-methylguanosine (m7G) modification plays a critical role in RNA metabolism and is increasingly recognized for its implications in cancer biology. It can influence RNA stability, translation efficiency, and gene expression regulation. However, the specific r…
pubmed
Li B, Zhu L, Zhang J
2026 Jun 22
置信度 0.82
-
In a highly influential study across a wide breadth of literature, Kornell and Bjork (Psychological Science, 19[6], 585-592, 2008) showed that learning is enhanced by presenting exemplars (paintings) of to-be-learned categories (artists) in an interleaved sequ…
pubmed
Donenfeld J, Kaldy Z, Blaser E
2026 Jun 22
置信度 0.82
-
Electroencephalography (EEG) records electrical brain activity from the scalp and is widely used in brain-computer interface (BCI) systems for communication, and assistive technologies. EEG is widely used in motor-imagery (MI) based BCIs, where neural recordin…
pubmed
Khanam T, Siuly S, Wang K, Whittaker F 等
2026 Jun 21
置信度 0.82
-
The growth of networked environments has intensified the challenge of detecting distributed denial-of-service (DDoS) attacks, as centralized intrusion detection systems face scalability, privacy, and data heterogeneity limitations. This paper proposes a federa…
pubmed
Hamwi AA, Mittal M
2026 Jun 20
置信度 0.82
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This paper introduces GLANet, a novel FL-based framework designed for real-time, privacy-preserving anomaly detection in distributed network environments. GLANet is a FL-based framework that integrates a lightweight convolutional neural network (CNN) as a loca…
pubmed
Othman Aljahdali A
2026 Jun 19
置信度 0.82
-
The proliferation of distributed network environments and the Internet of Things (IoT) has increased the need for privacy-preserving intrusion detection systems capable of operating effectively under heterogeneous and non-independent and identically distribute…
pubmed
Alshammari NS, Mishra S, Rathi M, Goel N 等
2026 Jun 19
置信度 0.82
-
Electronic health records (EHRs) increasingly anchor clinical decision support and population-scale analytics, yet their concentration of sensitive information amplifies disclosure risk, widens the attack surface, and faces emerging threats from quantum comput…
pubmed
Segar N, Vijayan V
2026
置信度 0.82
-
Public health resource allocation efficiency constitutes a critical pillar for protecting public health and social welfare. Nevertheless, data silos and information asymmetry constrain the optimization of public health resource allocation.
pubmed
Li Z, Zhang Z, Chu Y
2026
置信度 0.82
-
Due to the rapid digitization of healthcare systems, there has been a huge collection of sensitive personal data of patients. Thus, secure, privacy-preserving, and efficient data management systems are required. Current distributed healthcare systems increasin…
pubmed
Bhardwaj T, Sumangali K
2026
置信度 0.82
-
Here, we present a blockchain-enabled, privacy-preserving platform that integrates label-free differential pulse voltammetry (DPV) measurements with image-based cell viability references for rapid and real-time monitoring of doxorubicin (DOX) induced cytotoxic…
pubmed
Turkmen H, Sezer BB, Şen M
2026 Oct
置信度 0.82
-
Venous thromboembolism (VTE) is a clinically important complication in patients with non-small cell lung cancer (NSCLC) receiving immune checkpoint inhibitors (ICIs). Although inflammation and coagulation abnormalities may contribute to both thrombosis and poo…
pubmed
Liu J, Wang L, Xia X, Chen S 等
2026 Jun 17
置信度 0.82
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Differentiating fungal from chronic sinusitis remains a diagnostic challenge due to overlapping symptoms.
pubmed
Li S, Li R, Ma Q, Zheng C 等
2026 Jun 16
置信度 0.82
-
The convergence of artificial intelligence (AI), blockchain technology, and health care represents one of the most transformative yet technically challenging frontiers in computational medicine. As health care systems adopt data-driven paradigms for precision …
pubmed
Shahsavari Y, Baseri Y, Hafid A, Dambri OA 等
2026 Jun 15
置信度 0.82
-
Serous Maculopathy Due to Aspecific Choroidopathy (SMACH) is a rare chorioretinal disease characterized by polymorphic, non-pigmented choroidal lesions, with or without subretinal fluid (SRF). Its clinical manifestations overlap with common conditions such as …
pubmed
Ren X, Yu X, Huang S, Qi X 等
2026 Jun 15
置信度 0.82
-
This paper aims to enhance the security and robustness of Federated Learning (FL) systems through a multi-layered defense. We address the critical challenge of protecting distributed learning environments from adversarial attacks while maintaining high model p…
pubmed
Hashmi SW, Shukla RM, Bhunia S
2026 Jun 13
置信度 0.82
-
As telemedicine systems become increasingly interconnected and medical big models are more widely deployed, remote medical infrastructures face growing cybersecurity risks. Traditional static defense mechanisms rely on predefined rule libraries and delayed pat…
pubmed
Weng Z, Hu Y, Gu D, Wang Z 等
2026
置信度 0.82
-
Sustained adherence to antiretroviral therapy (ART) is essential for maintaining viral suppression among people with HIV (PWH), yet adherence fluctuates over time and is imperfectly captured by routine viral load monitoring in many settings where measurements …
pubmed
Ferraris CM, Rosen JG, McDuling C, Schiavoni NJF 等
2026 Jun 11
置信度 0.82
-
Rural inclusive finance faces persistent challenges in credit assessment due to fragmented data ecosystems, heterogeneous borrower profiles, and stringent privacy constraints. This paper proposes FedAttn-Credit, a multi-party collaborative credit assessment fr…
pubmed
Xie Z, Zhang L
2026 Jun 11
置信度 0.82
-
Organization, time management, and planning (OTMP) difficulties are associated with academic underachievement. OTMP skills training programs are effective in reducing OTMP deficits and improving academic performance. A randomized controlled trial of Homework, …
pubmed
Nissley-Tsiopinis J, Fleming PF, Chan W, Langberg JM 等
2026
置信度 0.82
-
Glucagon-like peptide-1 (GLP-1)-based therapies have emerged as a major advance in cardiometabolic care; however, no prospective outcomes data exist for these agents in non-diabetic adults with rheumatoid arthritis (RA) and obesity. We examined whether GLP-1-b…
pubmed
Loizidis G, Summer R
2026 Jul
置信度 0.82
-
Early-warning systems for at-risk students increasingly rely on predictive models trained on sensitive educational records. However, centralized learning pipelines raise concerns about privacy, institutional data sovereignty, and auditability, particularly whe…
pubmed
Jodayree M, Ghafi AK, Atashafrouz M, Shafiabadi MH
2026 Jun 10
置信度 0.82
-
Multi-site deep learning for chest radiographs runs into two problems that are usually treated separately: privacy regulations prevent hospitals from pooling raw images, and clinical workflows change over time in ways that cause sequential model updates to ove…
pubmed
Sinhal A, Sinhal A, Sinhal A
2026 Jun 10
置信度 0.82
-
In recent years, there has been a notable increase in the deployment of machine learning (ML) models as services (MLaaS) across diverse production software applications. In parallel, explainable AI (XAI) continues to evolve, addressing the necessity for transp…
pubmed
Ezzeddine F, Giordano S, Ayoub O
2026
置信度 0.82
-
Large language models (LLMs) are promising for healthcare question answering, yet adapting them with sensitive clinical data can induce unintended memorization and privacy leakage. We present MedDP, an efficient privacy-budgeted adaptation framework that deliv…
pubmed
Zhang C, Zheng L, Huang H, Su C
2026 Jun 9
置信度 0.82
-
Men who have sex with men (MSM) are at high risk of human papillomavirus (HPV) infection, and HPV testing can facilitate early detection and timely intervention. However, evidence on the willingness to undergo different HPV testing modalities among MSM remains…
pubmed
Liu X, Yang X, Lyu M, Dai Z 等
2026 Jun 8
置信度 0.82
-
The growing use of continuous glucose monitors (CGMs) and mobile health (mHealth) applications has changed how diabetes is managed, allowing real-time tracking of glycemic patterns and remote clinical decision-making. These technologies also generate large vol…
pubmed
Dario P
2026 Jun 7
置信度 0.82
-
Skin cancer diagnosis, particularly the differentiation of melanoma from benign nevi, is a vital yet challenging task due to the visual similarity between lesions. Although deep learning models such as convolutional neural networks (CNNs) and vision transforme…
pubmed
Abedi A, Wu QMJ, Zhang N, Pourpanah F
2026 Oct
置信度 0.82
-
Online delivery of HIV pre- and post-exposure prophylaxis (PrEP and PEP) could address persistent access barriers, yet implementation across Africa remains limited. The ePrEP Kenya Pilot (NCT05377138) integrated PrEP and PEP services into an existing e-pharmac…
pubmed
Okello P, Thuo N, Roche SD, Saravis AL 等
2026 Jun
置信度 0.82
-
Data privacy considerations and data fragmentation between healthcare institutions is causing segmentation of ischemic stroke lesions from neuroimaging to be hindered. The centralized approach may conflict with HIPAA and GDPR, and the federated learning approa…
pubmed
Adhi Siva M, Chowdhary CL
2026 Jun 4
置信度 0.82
-
Pembrolizumab, a programmed cell death protein 1 (PD-1) inhibitor, is approved for multiple malignancies, including renal cell carcinoma in combination with axitinib. While highly effective, PD-1 blockade can provoke immune-mediated cutaneous adverse events, i…
pubmed
Varghese K, Vetos D, Woods J, Tate J 等
2026 May
置信度 0.82
-
Large language models (LLMs) are increasingly adopted across healthcare applications, including clinical decision support and medical documentation systems. However, their deployment in medical settings raises significant privacy and security concerns due to t…
pubmed
Aroua R, Kammoun I, Louati MA, Adjeroh DA 等
2026
置信度 0.82
-
Large Language Models (LLMs) are being widely adopted in different domains including education, healthcare, and finance. In healthcare domain, LLMs are used in disease diagnosis, abnormality classification, remedy suggestions etc. Multi-abnormality classificat…
pubmed
Bhattacharjee P, Tian F, Rubin GD, Lo JY 等
2026
置信度 0.82
-
Computed Tomography Pulmonary Angiography (CTPA) is the gold standard for diagnosing acute Pulmonary Embolism (PE). However, overlapping symptoms and reliance on non-specific biomarkers often lead to over-testing. This study provides a comprehensive analysis o…
pubmed
Lionetti F, Castelli F, Scavone G, Tamburino G 等
2026 Aug
置信度 0.82
-
As genomic research has grown increasingly popular in recent years, dataset sharing has remained limited due to privacy concerns. This limitation hinders the reproducibility and validation of research outcomes, both of which are essential for identifying compu…
pubmed
Jiang Y, Ji T, Ayday E
2026
置信度 0.82
-
To investigate the value of spectral CT-derived extracellular volume fraction (fECV) in assessing liver functional reserve and predicting cirrhosis-related complications in clinically stable cirrhotic patients.
pubmed
Zhang L, Sun Y, Zhang X, Zhang Z 等
2026 May 28
置信度 0.82
-
Cervical cancer remains a major public health challenge in China, with persistent urban-rural disparities in screening coverage. The epidemiological landscape of HPV genotype distribution and screening outcomes across geographic settings remains incompletely c…
pubmed
Wu J, Yi J, Fang L, Lei S 等
2026 May 28
置信度 0.82
-
Hepatocellular carcinoma (HCC) exhibits profound molecular heterogeneity, which complicates prognosis and therapy. Identifying key molecular subtypes and their driving oncogenes is crucial for developing targeted strategies. This study aimed to delineate chemo…
pubmed
Chen X, Zhang Q, Zhang N
2026 May 28
置信度 0.82
-
This paper proposes a Vehicle-Road-Cloud-Chain (VRCC) four-layer collaborative framework to address the issues of lack of interpretability, reputation evaluation failure, and architecture centralization vulnerability faced by federated learning in Internet of …
pubmed
Zi Y, Zhou Y
2026 May 28
置信度 0.82
-
Online federated learning (OFL) is essential for privacy-preserving collaborative online analytics over decentralized streams. Different from batch-based FL, OFL faces new challenges including longitudinal privacy leakage, and accumulated utility loss and comm…
pubmed
Shi L, Ren X, Yang S, Zhao C 等
2026 May 27
置信度 0.82
-
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