When every public-health system asks the same model

Institutional decisions can become correlated because their errors share upstream dependencies. A highly accurate model can still create systemic vulnerability if many organizations use the same provider, architecture, retrieval stack or evaluation assumptions. Public-health AI governance should therefore monitor concentration and preserve meaningful epistemic diversity. Weavidence Insights. Independent scholarly publication; not externally peer reviewed. AI-assisted drafting and editorial development were used. Pietro Corona remains responsible for the final published claims, source selection, interpretation and approval.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-05
DOI
https://doi.org/10.5281/zenodo.23173603
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
0.00
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article

When every public-health system asks the same model

Pietro Corona
Zenodo (CERN European Organization for Nuclear Research)
Artificial Intelligence in Healthcare and Education
article

When every public-health system asks the same model

Pietro Corona
article en

Abstract

Institutional decisions can become correlated because their errors share upstream dependencies. A highly accurate model can still create systemic vulnerability if many organizations use the same provider, architecture, retrieval stack or evaluation assumptions. Public-health AI governance should therefore monitor concentration and preserve meaningful epistemic diversity. Weavidence Insights. Independent scholarly publication; not externally peer reviewed. AI-assisted drafting and editorial development were used. Pietro Corona remains responsible for the final published claims, source selection, interpretation and approval.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 19%
Artificial Intelligence in Healthcare and Education
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When every public-health system asks the same model — Pietro Corona · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS