# Relating process and outcome metrics for meaningful and interpretable cannulation skill assessment: A machine learning paradigm

**Type:** Papers  
**Canonical URL:** https://scholariq.org/papers/relating-process-and-outcome-metrics-for-meaningful-and-interpretable-2/

## Facts

| Field | Value |
| --- | --- |
| Author Names | Lydia Petersen,Ravikiran B. Singapogu,Prabir Roy‐Chaudhury,Zhanhe Liu,Ziyang Zhang,Joe Bible |
| Citations | 0 |
| DOI | 10.17615/ew8x-g472 |
| Fields | Health Professions,Medicine |
| Open Access | true |
| OA Status | green |
| OA URL | https://doi.org/10.17615/ew8x-g472 |
| OpenAlex ID | https://openalex.org/W4416215030 |
| Type | article |
| Year | 2025 |

## Paper authors

- [Lydia Petersen](https://scholariq.org/researchers/lydia-petersen/)

## Paper primary topic

- [Simulation-Based Education in Healthcare](https://scholariq.org/topics/simulation-based-education-in-healthcare/)

## Paper topics

- [Simulation-Based Education in Healthcare](https://scholariq.org/topics/simulation-based-education-in-healthcare/)
- [Central Venous Catheters and Hemodialysis](https://scholariq.org/topics/central-venous-catheters-and-hemodialysis/)
- [Surgical Simulation and Training](https://scholariq.org/topics/surgical-simulation-and-training/)

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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.