Predicting 6-month decisional regret among family surrogate decision-makers of ICU patients: development and internal validation of prediction models
Xiaoyan Gong, Weijing Sui, Chuchu Zhang, Chaoyi Zhang, Yiyu Zhuang · 2026
Read Predicting 6-month decisional regret among family surrogate decision-makers of ICU patients: development and internal validation of prediction models by Xiaoyan Gong, Weijing Sui, Chuchu Zhang, Chaoyi Zhang, Yiyu Zhuang (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-13581493.txt.
Description
Xiaoyan Gong and co-authors build models to predict which family stand-ins for ICU patients will feel deep regret six months on, in a study from two thousand twenty-six. Three hundred thirty-six stand-ins at one Chinese hospital supplied trait and mood data near discharge. Regret was scored half a year later.
Near half landed in the high-regret group. A plain regression model beat three learning rivals on fresh cases. Five traits drove the final tool: web health skill, trust in doctors, income, anxiety, and low mood. Trust and mood strain weighed most in the break-downs. The authors pitch early flags for support and counsel. Readers get a regret radar for care's hidden second patients.
Catalog record
| CREATOR | Xiaoyan Gong, Weijing Sui, Chuchu Zhang, Chaoyi Zhang, Yiyu Zhuang |
|---|---|
| YEAR | 2026 |
| COLLECTION | PAPERS |
| FORMAT | TXT |
| FILE SIZE | 44 KB |
| VERSION | 1.0 |
| LICENSE | CC BY 4.0 |
| RIGHTS | CC BY |
| SOURCE | Europe PMC |