A descriptive analysis of the contents of Care Response, an international data set of patient-reported outcomes for chiropractic patients.

IF 2 4区 医学 Q2 REHABILITATION
Kenneth J Young, Jane Fitzgerald, Jonathan Field, David Newell, Jim Richards
{"title":"A descriptive analysis of the contents of Care Response, an international data set of patient-reported outcomes for chiropractic patients.","authors":"Kenneth J Young, Jane Fitzgerald, Jonathan Field, David Newell, Jim Richards","doi":"10.1186/s12998-023-00509-w","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Databases have become an important tool in understanding trends and correlations in health care by collecting demographic and clinical information. Analysis of data collected from large cohorts of patients can have the potential to generate insights into factors identifying treatments and the characteristics of subgroups of patients who respond to certain types of care. The Care Response (CR) database was designed to capture patient-reported outcome measures (PROMs) for chiropractic patients internationally. Although several papers have been published analysing some of the data, its contents have not yet been comprehensively documented. The primary aim of this study was to describe the information in the CR database. The secondary aim was to determine whether there was suitable information available to better understand subgroups of chiropractic patients and responsiveness to care. This would be achieved by enabling correlations among patient demographics, diagnoses, and therapeutic interventions with machine learning approaches.</p><p><strong>Methods: </strong>Data in all available fields were requested with no date restriction. Data were collected on 12 April 2022. The output was manually scanned for scope and completeness. Tables were created with categories of information. Descriptive statistics were applied.</p><p><strong>Results: </strong>The CR database collects information from patients at the first clinical visit, 14, 30, and 90 days subsequently. There were 32,468 patient responses; 3210 patients completed all fields through the 90 day follow up period. 45% of respondents were male; 54% were female; the average age was 49. There was little demographic information, and no information on diagnoses or therapeutic interventions. We received StartBack, numerical pain scale, patient global impression of change, and Bournemouth questionnaire data, but no other PROMs.</p><p><strong>Conclusions: </strong>The CR database is a large set of PROMs for chiropractic patients internationally. We found it unsuitable for machine learning analysis for our purposes; its utility is limited by a lack of demographic information, diagnoses, and therapeutic interventions. However, it can offer information about chiropractic care in general and patient satisfaction. It could form the basis for a useful clinical tool in the future, if reformed to be more accessible to researchers and expanded with more information collected.</p>","PeriodicalId":48572,"journal":{"name":"Chiropractic & Manual Therapies","volume":null,"pages":null},"PeriodicalIF":2.0000,"publicationDate":"2023-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10510118/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Chiropractic & Manual Therapies","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1186/s12998-023-00509-w","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"REHABILITATION","Score":null,"Total":0}
引用次数: 0

Abstract

Background: Databases have become an important tool in understanding trends and correlations in health care by collecting demographic and clinical information. Analysis of data collected from large cohorts of patients can have the potential to generate insights into factors identifying treatments and the characteristics of subgroups of patients who respond to certain types of care. The Care Response (CR) database was designed to capture patient-reported outcome measures (PROMs) for chiropractic patients internationally. Although several papers have been published analysing some of the data, its contents have not yet been comprehensively documented. The primary aim of this study was to describe the information in the CR database. The secondary aim was to determine whether there was suitable information available to better understand subgroups of chiropractic patients and responsiveness to care. This would be achieved by enabling correlations among patient demographics, diagnoses, and therapeutic interventions with machine learning approaches.

Methods: Data in all available fields were requested with no date restriction. Data were collected on 12 April 2022. The output was manually scanned for scope and completeness. Tables were created with categories of information. Descriptive statistics were applied.

Results: The CR database collects information from patients at the first clinical visit, 14, 30, and 90 days subsequently. There were 32,468 patient responses; 3210 patients completed all fields through the 90 day follow up period. 45% of respondents were male; 54% were female; the average age was 49. There was little demographic information, and no information on diagnoses or therapeutic interventions. We received StartBack, numerical pain scale, patient global impression of change, and Bournemouth questionnaire data, but no other PROMs.

Conclusions: The CR database is a large set of PROMs for chiropractic patients internationally. We found it unsuitable for machine learning analysis for our purposes; its utility is limited by a lack of demographic information, diagnoses, and therapeutic interventions. However, it can offer information about chiropractic care in general and patient satisfaction. It could form the basis for a useful clinical tool in the future, if reformed to be more accessible to researchers and expanded with more information collected.

对Care Response内容的描述性分析,Care Response是脊骨神经医学患者报告结果的国际数据集。
背景:通过收集人口统计和临床信息,数据库已成为了解医疗保健趋势和相关性的重要工具。对从大量患者队列中收集的数据进行分析,有可能深入了解确定治疗的因素以及对某些类型的护理有反应的患者亚组的特征。护理反应(CR)数据库旨在获取国际脊骨神经医学患者报告的结果指标(PROM)。尽管已经发表了几篇分析部分数据的论文,但其内容尚未得到全面记录。本研究的主要目的是描述CR数据库中的信息。次要目的是确定是否有合适的信息可用于更好地了解脊骨神经医学患者的亚组和对护理的反应。这将通过使用机器学习方法实现患者人口统计、诊断和治疗干预之间的相关性来实现。方法:要求提供所有可用字段的数据,没有日期限制。数据收集于2022年4月12日。手动扫描输出的范围和完整性。表是用信息类别创建的。采用描述性统计。结果:CR数据库收集了患者在第一次临床就诊时、随后14、30和90天的信息。共有32468例患者反应;3210名患者在90天的随访期内完成了所有字段。45%的受访者是男性;54%为女性;平均年龄49岁。几乎没有人口统计信息,也没有关于诊断或治疗干预的信息。我们收到了StartBack、数字疼痛量表、患者对变化的总体印象和伯恩茅斯问卷数据,但没有收到其他PROM。结论:CR数据库是一套适用于国际脊骨神经医学患者的大型PROM。我们发现它不适合用于我们目的的机器学习分析;由于缺乏人口统计信息、诊断和治疗干预,它的实用性受到限制。然而,它可以提供有关脊骨神经医学护理的一般信息和患者满意度。如果对其进行改革,使研究人员更容易获得,并随着收集到的更多信息而扩展,它可能会成为未来有用的临床工具的基础。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Chiropractic & Manual Therapies
Chiropractic & Manual Therapies Medicine-Complementary and Alternative Medicine
CiteScore
3.20
自引率
15.80%
发文量
48
审稿时长
20 weeks
期刊介绍: Chiropractic & Manual Therapies publishes manuscripts on all aspects of evidence-based information that is clinically relevant to chiropractors, manual therapists and related health care professionals. Chiropractic & Manual Therapies is an open access journal that aims to provide chiropractors, manual therapists and related health professionals with clinically relevant, evidence-based information. Chiropractic and other manual therapies share a relatively broad diagnostic practice and treatment scope, emphasizing the structure and function of the body''s musculoskeletal framework (especially the spine). The practices of chiropractic and manual therapies are closely associated with treatments including manipulation, which is a key intervention. The range of services provided can also include massage, mobilisation, physical therapies, dry needling, lifestyle and dietary counselling, plus a variety of other associated therapeutic and rehabilitation approaches. Chiropractic & Manual Therapies continues to serve as a critical resource in this field, and as an open access publication, is more readily available to practitioners, researchers and clinicians worldwide.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信