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ZENODO
Dataset . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
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VR-Based Cognitive Screening (VR-CS) Eye-Tracking Metrics for Early Cognitive Decline (AD, MCI, Controls; N=60)

Authors: Zuo, Haiwei;

VR-Based Cognitive Screening (VR-CS) Eye-Tracking Metrics for Early Cognitive Decline (AD, MCI, Controls; N=60)

Abstract

Overview This record provides an ethics-compliant, reproducible package supporting a VR-based cognitive screening study with integrated eye tracking (Alzheimer’s disease, mild cognitive impairment, and cognitively normal controls; N=60, 20 per group). The open materials enable verification and reproduction of all aggregated statistics (Tables 4–6) and figures (e.g., Figure 3) reported in the manuscript. The package also includes the full analysis pipeline and parameter settings used for leakage-safe cross-validated ROC analyses; re-running the complete ROC pipeline from participant-level predictors requires controlled access to human research data (see below). Open-access contents (this Zenodo record) Analysis code (Python) with exact parameters and random seeds. ROI dictionary / mapping rules used to group ROI names into ROI types (e.g., KW/INST/BG) and task-specific ROI segmentation. Aggregated, de-identified summary tables and figure source data sufficient to reproduce Tables 4–6 and Figure 3 without exposing participant-level data. Aggregated ROC/CV outputs (AUC, confidence intervals, fold-level summaries) enabling transparent verification of manuscript performance claims. Reproducibility instructions (README) and environment specification. Controlled-access contents (not publicly released here) Participant-level derived feature tables and any raw/near-raw eye-tracking files contain potentially re-identifiable human research data and are therefore not publicly available. Access may be granted to qualified researchers for research purposes upon reasonable request and execution of a data use agreement, subject to ethics constraints. A Curtin Research Data Collection (Curtin RDC) controlled-access record is currently under institutional review/in preparation; the landing page DOI/URL will be added when available. Licensing Data and documentation in this Zenodo record are released under CC BY 4.0. Source code is additionally available under the MIT License (see LICENSE_CODE_MIT.txt in the package). Hardware/Software Eye-tracking was collected using a Pico 4 Pro HMD with integrated eye tracking (HMD refresh 90 Hz; eye-tracking sampled at 60 Hz). The VR task was developed in Unity3D. Intended use These materials support method validation, benchmarking, and transparent re-analysis of VR-based eye-tracking markers for early cognitive decline. External validation on independent cohorts is required before clinical deployment. Contact: haiwei.zuo@postgrad.curtin.edu.my

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Keywords

Alzheimer Disease/diagnosis, cognitive screening, fixation, Virtual Reality, saccade amplitude, VR-CS, reproducible research, cross-validation, machine learning, digital biomarkers, Mass Screening, Eye-Tracking Technology, regions of interest, Diagnostic Techniques and Procedures

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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