Research Articie
02 September 2025
Data Saturation Reliability Framework: A Framework for Optimising AI Input Feeds
Michael Mncedisi Willie
1
m.willie@medicalschemes.co.za
,
Siyabonga Jikwana
2,
3
,
Lesiba Arnold Malotana
2
,
Zwanaka James Mudara
4
show author's information
- 1 : Council for Medical Schemes, Pretoria, South Africa
- 2 : Gauteng Department of Health, Johannesburg, South Africa
- 3 : University of Pretoria, Pretoria, South Africa
- 4 : Vaal University of Technology, Vereeniging, South Africa
DOI:
10.55578/isgm.2509.006
Keywords:
Artificial Intelligence
,
Data Saturation
,
Reliability
,
Input Feeds
,
Signal-to-Noise Ratio
,
Feedback Mechanisms
,
AI Governance
,
Data Quality
,
Machine Learning
,
Optimisation
