# Comparing decentralized machine learning and AI clinical models to local and centralized alternatives: a systematic review

**Type:** Papers  
**Canonical URL:** https://scholariq.org/papers/comparing-decentralized-machine-learning-and-ai-clinical-models-to-local-and/

## Facts

| Field | Value |
| --- | --- |
| Author Names | José Miguel Diniz,Henrique Vasconcelos,Rita Rb-Silva,Carolina Ameijeiras-Rodriguez,Daniel Rodrigues,Pedro Ramos,António Tomás,Yu Gao,Júlio Souza,Alberto Freitas |
| Citations | 3 |
| DOI | 10.1038/s41746-025-02329-z |
| Fields | Computer Science,Medicine |
| Open Access | true |
| OA Status | gold |
| OA URL | https://www.nature.com/articles/s41746-025-02329-z_reference.pdf |
| OpenAlex ID | https://openalex.org/W7128815338 |
| PMID | 41688745 |
| Type | review |
| Year | 2026 |

## Paper authors

- [Henrique Vasconcelos](https://scholariq.org/researchers/henrique-vasconcelos/)

## Paper journal

- [npj Digital Medicine](https://scholariq.org/journals/npj-digital-medicine/)

## Paper primary topic

- [Privacy-Preserving Technologies in Data](https://scholariq.org/topics/privacy-preserving-technologies-in-data/)

## Paper topics

- [Privacy-Preserving Technologies in Data](https://scholariq.org/topics/privacy-preserving-technologies-in-data/)
- [Artificial Intelligence in Healthcare and Education](https://scholariq.org/topics/artificial-intelligence-in-healthcare-and-education/)
- [COVID-19 Digital Contact Tracing](https://scholariq.org/topics/covid-19-digital-contact-tracing/)

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Source: ScholarIQ — public research metadata, principally OpenAlex. See https://scholariq.org/sources/ for provenance and https://scholariq.org/methodology/ for what these figures mean.