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Machine learning in clinical diagnosis, prognostication, and management of acute traumatic spinal cord injury (SCI): A systematic review.机器学习在急性创伤性脊髓损伤(SCI)的临床诊断、预后评估及管理中的应用:一项系统综述
J Clin Orthop Trauma. 2022 Oct 20;35:102046. doi: 10.1016/j.jcot.2022.102046. eCollection 2022 Dec.
2
Rehabilitation length of stay and functional improvement among patients with traumatic spinal cord injury.创伤性脊髓损伤患者的康复住院时间及功能改善情况
Spinal Cord. 2022 Mar;60(3):237-244. doi: 10.1038/s41393-021-00686-6. Epub 2021 Aug 13.
3
Sports-related Cervical Spine Fracture and Spinal Cord Injury: A Review of Nationwide Pediatric Trends.运动相关性颈椎骨折和脊髓损伤:全国儿科趋势综述。
Spine (Phila Pa 1976). 2021 Jan 1;46(1):22-28. doi: 10.1097/BRS.0000000000003718.
4
Inpatient rehabilitation outcomes in neoplastic spinal cord compression vs. traumatic spinal cord injury.肿瘤性脊髓压迫症与创伤性脊髓损伤患者的住院康复结局比较。
J Spinal Cord Med. 2022 Mar;45(2):221-229. doi: 10.1080/10790268.2020.1794713. Epub 2020 Jul 23.
5
The effect of age and injury severity on clinical prediction rules for ambulation among individuals with spinal cord injury.年龄和损伤严重程度对脊髓损伤患者步行临床预测规则的影响。
Spine J. 2020 Oct;20(10):1666-1675. doi: 10.1016/j.spinee.2020.05.551. Epub 2020 Jun 2.
6
Outcome Prediction in Spinal Cord Injury: Myth or Reality.脊髓损伤的预后预测:神话还是现实。
World Neurosurg. 2020 Aug;140:574-590. doi: 10.1016/j.wneu.2020.05.043. Epub 2020 May 11.
7
Morbidity after traumatic spinal injury in pediatric and adolescent sports-related trauma.儿童和青少年运动相关创伤中创伤性脊髓损伤后的发病率。
J Neurosurg Spine. 2019 Dec 27;32(5):642-648. doi: 10.3171/2019.10.SPINE19712. Print 2020 May 1.
8
Development of an unsupervised machine learning algorithm for the prognostication of walking ability in spinal cord injury patients.开发一种用于预测脊髓损伤患者行走能力的无监督机器学习算法。
Spine J. 2020 Feb;20(2):213-224. doi: 10.1016/j.spinee.2019.09.007. Epub 2019 Sep 13.
9
Surgical and Nonsurgical Treatment of Penetrating Spinal Cord Injury: Analysis of Long-term Neurological and Functional Outcomes.穿透性脊髓损伤的手术与非手术治疗:长期神经学和功能结果分析
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运动相关性脊髓损伤中功能独立性测量的长期评估。

Long-term assessment of the functional independence measure in sports-related spinal cord injury.

机构信息

Carle Illinois College of Medicine, University of Illinois Urbana-Champaign, Urbana, Illinois, USA.

Kansas City University College of Medicine, Joplin, Missouri, USA.

出版信息

J Spinal Cord Med. 2024 Mar;47(2):214-228. doi: 10.1080/10790268.2023.2167903. Epub 2023 Mar 28.

DOI:10.1080/10790268.2023.2167903
PMID:36977319
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10885752/
Abstract

CONTEXT

Patients with spinal cord injury (SCI) secondary to traumatic sports-related etiology potentially face loss of independence. The Functional Independence Measure (FIM) assesses the amount of assistance patients require and has shown sensitivity to changes in patient functional status post injury.

OBJECTIVES

We aimed to (1) examine long-term outcomes following sports-related SCI (SRSCI) using FIM scoring at the time of injury, one year, and five years post-injury, and (2) determine predictors of independence at one and five-year follow-up considering surgical and non-surgical management. Few studies have investigated the cohort analyzed in this study.

METHODS

The 1973-2016 National Spinal Cord Injury Model Systems (SCIMS) Database was used to develop a SRSCI cohort. The primary outcome of interest captured functional independence using a multivariate logistic regression, defined by FIM individual scores greater than or equal to six, evaluated at one and five years.

RESULTS

A total of 491 patients were analyzed, 60 (12%) were female, 452 (92%) underwent surgery. The cohort demographics were stratified by patients with and without spine surgery and evaluated for functional independence in FIM subcategories. Increased time spent in inpatient rehabilitation and FIM score at post-operative discharge were associated with greater likelihood of functional ability at both one and five-year follow-up.

CONCLUSION

Our study demonstrated that SRSCI patients are a unique subset of SCI patients for whom factors repeatedly associated with independence at one year follow-up were dissimilar to those associated with independence at five-year follow-up. Larger prospective studies should be conducted to establish guidelines for this unique subcategory of SCI patients.

摘要

背景

外伤性运动相关病因导致的脊髓损伤(SCI)患者可能会丧失独立性。功能独立性测量(FIM)评估患者所需的帮助程度,并且已显示出对损伤后患者功能状态变化的敏感性。

目的

我们旨在(1)使用损伤时、损伤后 1 年和 5 年的 FIM 评分检查运动相关 SCI(SRSCI)的长期结局,以及(2)考虑手术和非手术治疗,确定 1 年和 5 年随访时独立的预测因素。很少有研究调查过本研究分析的队列。

方法

使用 1973-2016 年国家脊髓损伤模型系统(SCIMS)数据库开发 SRSCI 队列。主要结局是使用多变量逻辑回归评估的 1 年和 5 年的功能独立性,定义为 FIM 个体评分大于或等于 6。

结果

共分析了 491 名患者,其中 60 名(12%)为女性,452 名(92%)接受了手术。根据有无脊柱手术对队列人口统计学进行分层,并评估 FIM 亚类中的功能独立性。住院康复时间延长和术后出院时的 FIM 评分与 1 年和 5 年随访时功能能力的可能性更大相关。

结论

我们的研究表明,SRSCI 患者是 SCI 患者的一个独特亚组,与 1 年随访时与独立性相关的因素与 5 年随访时与独立性相关的因素不同。应进行更大规模的前瞻性研究,为这一独特的 SCI 患者亚组制定指南。