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Siddiq Anwar

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Preprint Sep 2026

Open ultrasound foundation model for robust segmentation and clinical measurement across heterogeneous settings

Ultrasound is the most widely deployed imaging modality worldwide, yet clinical AI remains fragmented into narrow single-task models that fail when device, operator, or anatomy changes. Here we present SonoCorpus, an open resource unifying 456,963 images and 1,626,085 expert masks from 53 public datasets spanning 24 cl...

Chao Qin, F. Khan, Salman H. Khan et al. · 0 citations
Jul 2026

Hierarchy-Aware and Anatomy-Guided Learning for Lung Ultrasound Video Classification

Lung ultrasound (LUS) is a bedside tool for assessing pulmonary edema in patients at risk due to heart failure or impaired kidney function. However, automated LUS analysis remains challenging because of speckle noise, imaging artifacts, and operator-dependent acquisition variability. In this work, we present a deep lea...

Alya Almsouti, Lotfi Abdelkrim Mecharbat, Noha Aboukhater et al. · 0 citations
Open access 2026

Human-Centered Sepsis Management in Clinical Work Systems: A Socio-Technical AI Framework for Patient Safety

A human-centered, systems-based agentic AI architecture for sepsis risk modeling and proactive clinical management that embeds predictive intelligence within the broader socio-technical work system, enabling closed-loop monitoring, coordination of safety-critical tasks, and feedback-driven adaptation.

Firda Rahmadani, Mecit Can Emre Simsekler, Siddiq Anwar · 0 citations
Open access 2026

A Human-Centered Systems Approach to AI-Enhanced VR Training for Home-Based Peritoneal Dialysis

A patient-focused, systems-based framework for AI-enhanced VR training in home PD, informed by human-centereddesign is presented, which integrates realistic procedural simulations with AI-driven feedback on sequencing and sterile technique, while modeling the complete PD workflow within the home as a safety-critical ca...

Sarah Ahmed Alkindi, Saed Amer, Mecit Can Emre Simsekler et al. · 0 citations

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