# Novel Use of a Real-Time Prediction Model to Enhance Early Detection of Need for Massive Transfusion—Artificial Intelligence Behind the Drapes

**Type:** Papers  
**Canonical URL:** https://scholariq.org/papers/novel-use-of-a-real-time-prediction-model-to-enhance-early-detection-of-need-for/

## Facts

| Field | Value |
| --- | --- |
| Author Names | Joshua A. Villarreal,Joseph D. Forrester |
| Citations | 3 |
| DOI | 10.1001/jamanetworkopen.2022.46648 |
| Fields | Computer Science,Medicine |
| Open Access | true |
| OA Status | gold |
| OA URL | https://jamanetwork.com/journals/jamanetworkopen/articlepdf/2799556/villarreal_2022_ic_220241_1670430063.84889.pdf |
| OpenAlex ID | https://openalex.org/W4311432848 |
| PMID | 36515953 |
| Type | article |
| Year | 2022 |

## Paper authors

- [Joshua A. Villarreal](https://scholariq.org/researchers/joshua-a-villarreal/)

## Paper journal

- [JAMA Network Open](https://scholariq.org/journals/jama-network-open/)

## Paper primary topic

- [Machine Learning in Healthcare](https://scholariq.org/topics/machine-learning-in-healthcare/)

## Paper topics

- [Machine Learning in Healthcare](https://scholariq.org/topics/machine-learning-in-healthcare/)
- [Acute Ischemic Stroke Management](https://scholariq.org/topics/acute-ischemic-stroke-management/)
- [Artificial Intelligence in Healthcare and Education](https://scholariq.org/topics/artificial-intelligence-in-healthcare-and-education/)

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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.