# Patient factors that matter in predicting spine surgery outcomes: a machine learning approach

**Type:** Papers  
**Canonical URL:** https://scholariq.org/papers/patient-factors-that-matter-in-predicting-spine-surgery-outcomes-a-machine/

## Facts

| Field | Value |
| --- | --- |
| Author Names | Joel Finkelstein,Roland B. Stark,James Lee,Carolyn E. Schwartz |
| Citations | 30 |
| DOI | 10.3171/2020.10.spine201354 |
| Fields | Medicine |
| Open Access | false |
| OA Status | closed |
| OpenAlex ID | https://openalex.org/W3163206163 |
| PMID | 34020414 |
| Type | article |
| Year | 2021 |

## Paper authors

- [Roland B. Stark](https://scholariq.org/researchers/roland-b-stark/)

## Paper primary topic

- [Spine and Intervertebral Disc Pathology](https://scholariq.org/topics/spine-and-intervertebral-disc-pathology/)

## Paper topics

- [Spine and Intervertebral Disc Pathology](https://scholariq.org/topics/spine-and-intervertebral-disc-pathology/)
- [Total Knee Arthroplasty Outcomes](https://scholariq.org/topics/total-knee-arthroplasty-outcomes/)
- [Scoliosis diagnosis and treatment](https://scholariq.org/topics/scoliosis-diagnosis-and-treatment/)

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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.