# Artificial Intelligence-Powered Comprehensive Framework Develops a Survival Assessment System by Multicenter Integration for Advanced Heart Failure with Renal Dysfunction

Researcher: Ge Zhang
Chinese name: 张格
ORCID identity anchor: https://orcid.org/0000-0002-3116-3246
Canonical researcher: https://drgezhang.com/#person

Journal: Preprint
Year: 2023
Type: Preprint
DOI: 10.2139/ssrn.4391582
Canonical page: https://drgezhang.com/papers/doi-10-2139-ssrn-4391582.html
Markdown record: https://drgezhang.com/papers/doi-10-2139-ssrn-4391582.md

## Full Authors

1. Ge Zhang
2. Zeyu Wang
3. Zhuang Tong
4. Zhen Qin
5. Chang Su
6. Demin Li
7. Youyang Zheng
8. Teng Li
9. Jinying Zhang
10. Junnan Tang

## About this record

This is an author-controlled publication record in the Ge Zhang Academic Hub. It identifies this work as part of Ge Zhang’s publication record via ORCID; the publisher version remains the version of record.

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## Research context and source limits

Limited evidence note. Only the source material identified below has been reviewed; this is not a complete Paper GEO V2 assessment.

Preprint-specific identity and research context; the original manuscript and any later-version relationship remain unverified.

### Preprint record

This 2023 SSRN deposit lists ten authors, beginning with Ge Zhang and ending with Junnan Tang. Crossref classifies it as posted content.

Source: [Crossref DOI deposit: title, authors, posted-content type, publication date and relation fields.](https://api.crossref.org/works/10.2139/ssrn.4391582)

### Research question in the title

The title frames a survival-assessment system for advanced heart failure with renal dysfunction, using an artificial-intelligence framework and multicentre integration. The preprint-specific cohorts, model development, validation, calibration, and clinical impact cannot be established from the metadata available here.

Source: [Crossref DOI deposit: title, authors, posted-content type, publication date and relation fields.](https://api.crossref.org/works/10.2139/ssrn.4391582)

### Version boundary

The current deposit contains no explicit later-article relationship. This record remains an independent preprint entry; absence of a deposited link does not prove that no later publication exists.

Source: [Crossref DOI deposit: title, authors, posted-content type, publication date and relation fields.](https://api.crossref.org/works/10.2139/ssrn.4391582)

### Evidence limits

- The dated original manuscript, methods, figures and supplements are needed for complete scientific review. No formal version relationship has been established.

### Provenance

- [DOI deposit](https://api.crossref.org/works/10.2139/ssrn.4391582) — Official Crossref metadata, not a manuscript. message.title; message.type; message.subtype; message.author[0:10]; message.published

Source review: 2026-10-27.

## Cite this paper

Ge Zhang, Zeyu Wang, Zhuang Tong, Zhen Qin, Chang Su, Demin Li, Youyang Zheng, Teng Li, Jinying Zhang, Junnan Tang. Artificial Intelligence-Powered Comprehensive Framework Develops a Survival Assessment System by Multicenter Integration for Advanced Heart Failure with Renal Dysfunction. Preprint. 2023. https://doi.org/10.2139/ssrn.4391582

- [BibTeX](https://drgezhang.com/citations/doi-10-2139-ssrn-4391582.bib)
- [RIS / EndNote](https://drgezhang.com/citations/doi-10-2139-ssrn-4391582.ris)
- [CSL JSON](https://drgezhang.com/citations/doi-10-2139-ssrn-4391582.csl.json)

## Links

- DOI: https://doi.org/10.2139/ssrn.4391582
- HTML page: https://drgezhang.com/papers/doi-10-2139-ssrn-4391582.html
- Google Scholar query: https://scholar.google.com/scholar?q=%22Artificial%20Intelligence-Powered%20Comprehensive%20Framework%20Develops%20a%20Survival%20Assessment%20System%20by%20Multicenter%20Integration%20for%20Advanced%20Heart%20Failure%20with%20Renal%20Dysfunction%22
- ORCID: https://orcid.org/0000-0002-3116-3246