Research Publications
Position: Beyond Assistance—Reimagining LLMs as Ethical and Adaptive Co-Creators in Mental Health Care | ICML 2025 featured image

Position: Beyond Assistance—Reimagining LLMs as Ethical and Adaptive Co-Creators in Mental Health Care | ICML 2025

𝐀𝐮𝐭𝐡𝐨𝐫𝐬: 𝐀𝐛𝐞𝐞𝐫 𝐁𝐚𝐝𝐚𝐰𝐢, 𝐌𝐝 𝐓𝐚𝐡𝐦𝐢𝐝 𝐑𝐚𝐡𝐦𝐚𝐧 𝐋𝐚𝐬𝐤𝐚𝐫, 𝐉𝐢𝐦𝐦𝐲 𝐗𝐢𝐚𝐧𝐠𝐣𝐢 𝐇𝐮𝐚𝐧𝐠, 𝐒𝐡𝐚𝐢𝐧𝐚 𝐑𝐚𝐳𝐚, 𝐄𝐥𝐡𝐚𝐦 𝐃𝐨𝐥𝐚𝐭𝐚𝐛𝐚𝐝𝐢.

When Can We Trust LLMs in Mental Health? Large-scale Benchmarks for Reliable LLM Evaluation featured image

When Can We Trust LLMs in Mental Health? Large-scale Benchmarks for Reliable LLM Evaluation

𝐀𝐮𝐭𝐡𝐨𝐫𝐬: 𝐀𝐛𝐞𝐞𝐫 𝐁𝐚𝐝𝐚𝐰𝐢, 𝐄𝐥𝐚𝐡𝐞 𝐑𝐚𝐡𝐢𝐦𝐢, 𝐌𝐝 𝐓𝐚𝐡𝐦𝐢𝐝 𝐑𝐚𝐡𝐦𝐚𝐧 𝐋𝐚𝐬𝐤𝐚𝐫, 𝐒𝐡𝐞𝐫𝐢 𝐆𝐫𝐚𝐜𝐡, 𝐋𝐢𝐧𝐝𝐬𝐚𝐲 𝐁𝐞𝐫𝐭𝐫𝐚𝐧𝐝, 𝐋𝐚𝐦𝐞𝐬 𝐃𝐚𝐧𝐨𝐤, 𝐉𝐢𝐦𝐦𝐲 𝐇𝐮𝐚𝐧𝐠, 𝐅𝐫𝐚𝐧𝐤 𝐑𝐮𝐝𝐳𝐢𝐜𝐳, 𝐄𝐥𝐡𝐚𝐦 𝐃𝐨𝐥𝐚𝐭𝐚𝐛𝐚𝐝𝐢.

Multimodal Detection of Agitation in People With Dementia in Clinical Settings: Observational Pilot Study | JMIR Aging 2025 featured image

Multimodal Detection of Agitation in People With Dementia in Clinical Settings: Observational Pilot Study | JMIR Aging 2025

𝐀𝐮𝐭𝐡𝐨𝐫𝐬: 𝐀𝐛𝐞𝐞𝐫 𝐁𝐚𝐝𝐚𝐰𝐢, 𝐒𝐨𝐦𝐚𝐲𝐲𝐚 𝐄𝐥𝐦𝐨𝐠𝐡𝐚𝐳𝐲, 𝐒𝐚𝐦𝐢𝐫𝐚 𝐂𝐡𝐨𝐮𝐝𝐡𝐮𝐫𝐲, 𝐒𝐚𝐫𝐚 𝐄𝐥𝐠𝐚𝐳𝐳𝐚𝐫, 𝐊𝐡𝐚𝐥𝐢𝐝 𝐄𝐥𝐠𝐚𝐳𝐳𝐚𝐫, 𝐀𝐦𝐞𝐫 𝐌 𝐁𝐮𝐫𝐡𝐚𝐧.

Not Lost After All: How Cross-Encoder Attribution Challenges Position Bias Assumptions in LLM Summarization | EMNLP 2025 featured image

Not Lost After All: How Cross-Encoder Attribution Challenges Position Bias Assumptions in LLM Summarization | EMNLP 2025

𝐀𝐮𝐭𝐡𝐨𝐫𝐬: 𝐄𝐥𝐚𝐡𝐞 𝐑𝐚𝐡𝐢𝐦𝐢, 𝐇𝐚𝐬𝐬𝐚𝐧 𝐒𝐚𝐣𝐣𝐚𝐝, 𝐃𝐨𝐦𝐞𝐧𝐢𝐜 𝐑𝐨𝐬𝐚𝐭𝐢, 𝐀𝐛𝐞𝐞𝐫 𝐁𝐚𝐝𝐚𝐰𝐢, 𝐄𝐥𝐡𝐚𝐦 𝐃𝐨𝐥𝐚𝐭𝐚𝐛𝐚𝐝𝐢, 𝐅𝐫𝐚𝐧𝐤 𝐑𝐮𝐝𝐳𝐢𝐜𝐳.

A Scoping Review of Algorithmic Equity, Data Diversity, and Inclusive Design in the Transformer Era of Clinical NLP | medRxiv 2025 featured image

A Scoping Review of Algorithmic Equity, Data Diversity, and Inclusive Design in the Transformer Era of Clinical NLP | medRxiv 2025

𝐀𝐮𝐭𝐡𝐨𝐫𝐬: 𝐒𝐡𝐞𝐫𝐢 𝐆𝐫𝐚𝐜𝐡, 𝐀𝐛𝐞𝐞𝐫 𝐁𝐚𝐝𝐚𝐰𝐢, 𝐅𝐚𝐫𝐚𝐡 𝐀𝐡𝐦𝐚𝐝, 𝐄𝐥𝐡𝐚𝐦 𝐃𝐨𝐥𝐚𝐭𝐚𝐛𝐚𝐝𝐢.

Investigating Multimodal Sensor Features Importance to Detect Agitation in People with Dementia | CCECE 2023 featured image

Investigating Multimodal Sensor Features Importance to Detect Agitation in People with Dementia | CCECE 2023

𝐀𝐮𝐭𝐡𝐨𝐫𝐬: 𝐀𝐛𝐞𝐞𝐫 𝐁𝐚𝐝𝐚𝐰𝐢, 𝐊𝐡𝐚𝐥𝐢𝐝 𝐄𝐥𝐠𝐚𝐳𝐳𝐚𝐫, 𝐁𝐢𝐧𝐠 𝐘𝐞, 𝐊𝐫𝐢𝐬𝐭𝐢𝐧𝐞 𝐍𝐞𝐰𝐦𝐚𝐧, 𝐀𝐥𝐞𝐱 𝐌𝐢𝐡𝐚𝐢𝐥𝐢𝐝𝐢𝐬, 𝐀𝐧𝐝𝐫𝐞𝐚 𝐈𝐚𝐛𝐨𝐧𝐢, 𝐒𝐡𝐞𝐡𝐫𝐨𝐳 𝐒. 𝐊𝐡𝐚𝐧.

Other Research Publications
Abeer Badawi, Khalid Elgazzar (2021). Detecting coronavirus from chest X-rays using transfer learning. COVID.
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Somayya Elmoghazy, Sara Elgazzar, Abeer Badawi, Khalid Elgazzar, Amer M Burhan (2025). Combining Video-Based Skeletal and Wearable Physiological Data for Early Detection of Agitation in Dementia Using Deep Learning. Alzheimer’s Association International Conference.
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Abeer Badawi, Ahmed Badr, Somayya Elmoghazy, Sara Elgazzar, Khalid Elgazzar, Amer M Burhan (2024). A Real-Time System for Monitoring and Managing Neuropsychiatric Symptoms in Dementia Patients. 2024 6th International Conference on Communications, Signal Processing, and their Applications (ICCSPA).
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Abeer Badawi, Somayya Elmoghazy, Samira Choudhury, Khalid Elgazzar, Amer Burhan (2024). Leveraging self-training and variational autoencoder for agitation detection in people with dementia using wearable sensors. arXiv preprint arXiv:2412.19254.
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Samira Choudhury, Abeer Badawi, Khalid Elgazzar, Sanjeev Kumar, Amer M Burhan (2024). Profile of NPS in Neurocognitive Disorders: Sex Differences, and Identifying Targets for Digital Biometrics. Alzheimer’s Association International Conference.
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Abeer Badawi, Samira Choudhury, Khalid Elgazzar, Amer M Burhan (2023). Artificial intelligence and features investigating to detect neuropsychiatric symptoms in patients with dementia: A pilot study. 2023 IEEE Symposium Series on Computational Intelligence (SSCI).
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Samira Choudhury, Abeer Badawi, Mervin Blair, Sarah Elmi, Khalid Elgazzar, Amer M Burhan (2023). P171: Identifying pre-agitation biometric signature in dementia patients: A feasibility study. International Psychogeriatrics.
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Amer M Burhan, Winnie Sun, Mary Chiu, Samira Choudhury, Abeer Badawi, Khalid Elgazzar (2023). S13: Technology enabled care for neuropsychiatric symptoms of dementia: implementation at the point of care. International Psychogeriatrics.
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Ahmed Badr, Abeer Badawi, Abdulmonem Rashwan, Khalid Elgazzar (2022). 12-lead ECG platform for real-time monitoring and early anomaly detection. 2022 International Wireless Communications and Mobile Computing (IWCMC).
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Hebatalla Ouda, Abeer Badawi, Hossam S Hassanein, Khalid Elgazzar (2022). Energy saving on constrained 12-leads real-time ECG monitoring. GLOBECOM 2022-2022 IEEE Global Communications Conference.
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Ahmed Badr, Abeer Badawi, Abdulmonem Rashwan, Khalid Elgazzar (2022). Xbeats: A real-time electrocardiogram monitoring and analysis system. Signals.
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Abdelrahman Elewah, Abeer Badawi, Haytham Khalil, Shahryar Rahnamayan, Khalid Elgazzar (2021). 3D-RadViz: Three Dimensional Radial Visualization for Large-Scale Data Visualization. 2021 IEEE Congress on Evolutionary Computation (CEC).
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Abeer Badawi, Ahmed Badr, Khalid Elgazzar (2021). ECG real-time monitoring and heart anomaly detection reimagined. 2021 IEEE 7th World Forum on Internet of Things (WF-IoT).
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Abeer Badawi, Ahmad Al-Kabbany, Heba a Shaban (2020). Sensor Type, Axis, and Position-Based Fusion and Feature Selection for Multimodal Human Daily Activity Recognition in Wearable Body Sensor Networks. Journal of Healthcare Engineering.
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Abeer Badawi, Ahmad Al-Kabbany, Heba Shaban (2019). Daily activity recognition using wearable sensors via machine learning and feature selection. 2018 13th International Conference on Computer Engineering and Systems (ICCES).
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Ahmed Abd El Aziz, Abeer Badawi (2019). Education development employing latest free space optical research papers for undergraduate communication engineering students in class and examination. Education and Training in Optics and Photonics.
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Abeer Badawi, Ahmad Al-Kabbany, Heba Shaban (2019). Multimodal human activity recognition from wearable inertial sensors using machine learning. 2018 IEEE-EMBS Conference on Biomedical Engineering and Sciences (IECBES).
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