# 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/

## Facts

| Field | Value |
| --- | --- |
| Author Names | Zhanhe Liu,Joe Bible,Lydia Petersen,Ziyang Zhang,Prabir Roy‐Chaudhury,Ravikiran B. Singapogu |
| Citations | 6 |
| DOI | 10.1016/j.cmpb.2023.107429 |
| Fields | Health Professions,Medicine |
| Open Access | true |
| OA Status | green |
| OA URL | https://pmc.ncbi.nlm.nih.gov/articles/PMC10291517/pdf/nihms-1896234.pdf |
| OpenAlex ID | https://openalex.org/W4366245634 |
| PMID | 37119772 |
| Type | article |
| Year | 2023 |

## Paper authors

- [Zhanhe Liu](https://scholariq.org/researchers/zhanhe-liu/)
- [Ziyang Zhang](https://scholariq.org/researchers/ziyang-zhang/)
- [Lydia Petersen](https://scholariq.org/researchers/lydia-petersen/)
- [Joe Bible](https://scholariq.org/researchers/joe-bible/)
- [Prabir Roy‐Chaudhury](https://scholariq.org/researchers/prabir-roy-chaudhury/)
- [Ravikiran B. Singapogu](https://scholariq.org/researchers/ravikiran-b-singapogu/)

## Paper funders

- [National Institutes of Health](https://scholariq.org/funders/national-institutes-of-health/)
- [National Institute of Diabetes and Digestive and Kidney Diseases](https://scholariq.org/funders/national-institute-of-diabetes-and-digestive-and-kidney-diseases/)

## Paper journal

- [Computer Methods and Programs in Biomedicine](https://scholariq.org/journals/computer-methods-and-programs-in-biomedicine/)

## Paper primary topic

- [Central Venous Catheters and Hemodialysis](https://scholariq.org/topics/central-venous-catheters-and-hemodialysis/)

## Paper topics

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