Refining risk prediction in geriatric heart failure: the emergency heart failure mortality risk grade‑BI model under scrutiny
Kianoush A. h. Saberi L., Durdona Alimova, Sherzod Niyazov, Kholmurod Qayumov, Parvina Gaffarova, Xamida Juraqobilova, Zaynura Kadirova · 2026
Read Refining risk prediction in geriatric heart failure: the emergency heart failure mortality risk grade‑BI model under scrutiny by Kianoush A. h. Saberi L., Durdona Alimova, Sherzod Niyazov, Kholmurod Qayumov, Parvina Gaffarova, Xamida Juraqobilova, Zaynura Kadirova (2026) in the Tower of Babel, a free online library of public-domain works preserved in clean, searchable text. No sign-up. The full text is served as a plain-text file at a predictable URL, where text is present: https://antarctic-labs.com/tower-of-babel/pmc-13668899.txt.
Description
A team of authors offers a 2026 critique of a new risk model for older patients with acute heart failure. Risk scores guide emergency care, yet most tools underperform in the elderly. A recent model added a blood marker, BNP, and intubation status to an older grade to sharpen 30-day death predictions.
The critics raise three worries. Intubation is a treatment choice, not a trait present on arrival, so it can bias the score. The model omits frailty, daily function, and thinking ability, all central in old age. It also treats BNP as a straight-line risk, though its link to death is curved. The authors suggest outside validation, geriatric measures, and flexible BNP handling to fix the model.
Catalog record
| CREATOR | Kianoush A. h. Saberi L., Durdona Alimova, Sherzod Niyazov, Kholmurod Qayumov, Parvina Gaffarova, Xamida Juraqobilova, Zaynura Kadirova |
|---|---|
| YEAR | 2026 |
| COLLECTION | PAPERS |
| FORMAT | TXT |
| FILE SIZE | 9 KB |
| VERSION | 1.0 |
| LICENSE | CC BY 4.0 |
| RIGHTS | CC BY |
| SOURCE | Europe PMC |