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ZENODO
Software . 2026
License: http://opensource.org/licenses/MIT
Data sources: ZENODO
ZENODO
Software . 2026
License: https://opensource.org/licenses/MIT
Data sources: Datacite
ZENODO
Software . 2026
License: https://opensource.org/licenses/MIT
Data sources: Datacite
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SafeGuard: A Predictive AI/ML Framework for Psychosocial Health Surveillance and Economic Evaluation in Industrial Ecosystems

integration_instructionsResearch softwarekeyboard_double_arrow_right Software 08 Apr 2026 English Publisher:Zenodo
Authors: Akhmad, Khudri; Stanley Nathanael Wijaya;
Code repository: https://github.com/mrbrightsides/safeguard/tree/v1.0.0-hsil

doi: 10.5281/zenodo.19468239 , 10.5281/zenodo.19468214

SafeGuard: A Predictive AI/ML Framework for Psychosocial Health Surveillance and Economic Evaluation in Industrial Ecosystems

Abstract

SafeGuard introduces a prognostic and health economic evaluation (HEE) model to mitigate the global US$1 Trillion burden of mental health. By utilizing the SAFE Framework (Sense, Analyze, Flag, Engage), the system transitions mental health management from reactive crisis response to proactive surveillance. Key innovations include the integration of ICD-10 clinical mapping with WHO-standard ROI modeling (1:4), real-time biometric sync via wearable devices, and an accessibility-first UI for inclusive workplace safety. This software serves as a blueprint for High-Value Health Systems (HVHS) aligned with HL7 FHIR R4 and SATUSEHAT interoperability standards.

Related Organizations
Keywords

Health Economic Evaluation, ROI Modeling, Psychosocial Surveillance, Mental Health ROI, Gemini AI, AI in Healthcare, Occupational Health

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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