Page 6 - AIH-2-4

Volume 2 ǀ Issue 4 ǀ October 2025 ǀ Page 1 – 145 ǀ

Artificial Intelligence in Health

https://accscience.com/journal/AIH

CONTENTS

REVIEW ARTICLE
1 Applications of artificial intelligence in acute stroke imaging
Arjun Kalyanpur, Neetika Mathur

PERSPECTIVE ARTICLE
13 Expertise in AI and clinical publishing exposes peer review gaps: A perspective
Ezra N. S. Lockhart

ORIGINAL RESEARCH ARTICLES
22 Accurate early detection of Parkinson’s disease from single photon emission computed
tomography imaging through convolutional neural networks
R. Prashanth
33 Deep vision transformers in neurodegenerative disease diagnosis using F-
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fluorodeoxyglucose positron emission tomography scans and anatomical brain atlas
Pooriya Khorramyar, Amira Soliman, Farzaneh Etminani, Stefan Byttner
47 Comparison of synthetic data generation techniques for obesity level prediction based on
dietary habits and physical status
Hakan Alp Eren, Halil İbrahim Emek, Sinem Bozkurt Keser
75 A hierarchical federated learning-based health stack for future pandemic preparedness
Rojalini Tripathy, Asmit Balabantaray, Nisarg Shah, Prashant Kumar Jha, Ajay Kumar Gogineni, Atri Mukhopadhyay, Kisor
Kumar Sahu, Padmalochan Bera
92 Artificial intelligence versus humans: A comparative analysis of time, cost, and performance
on a clinical code conversion task
Carly Hudson, Marcus Randall, Candice Bowman, Anu Joy, Adrian Goldsworthy
103 Stratifying autonomic nervous system regulation patterns in healthy men: A machine
learning approach
Wollner Materko
114 RefSAM3D: Adapting the Segment Anything Model with cross-modal references for three-
dimensional medical image segmentation
Xiang Gao, Kai Lu
129 Leveraging the smarts in your phone: An artificial intelligence-driven iOS application for
neurosurgical navigation of external ventricular drains
Andrew Abumoussa, Benjamin Succop, Carolyn Quinsey, Yueh Lee, Sivakumar Jaikumar

BRIEF REPORT
139 Feasibility of artificial intelligence-driven personalized learning for internal medicine
residents: Integrating adaptive artificial intelligence in flipped classrooms
Marcos A. Sanchez-Gonzalez, Noelani-Mei Ascio, Omar Shah, Ashley Matejka, Mark Terrell, Salman Muddassir

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