Mining Health Data for Clinical Decision Support, Enhanced Efficiency in Healthcare Delivery, and New Products
挖掘健康数据以支持临床决策、提高医疗保健服务效率和开发新产品
基本信息
- 批准号:CCB21-2021-00598
- 负责人:
- 金额:$ 16.03万
- 依托单位:
- 依托单位国家:加拿大
- 项目类别:Applied Research and Technology Partnership Grants
- 财政年份:2022
- 资助国家:加拿大
- 起止时间:2022-01-01 至 2023-12-31
- 项目状态:已结题
- 来源:
- 关键词:
项目摘要
Worldwide, the costs and complexity of delivering healthcare are escalating rapidly, driven in part by longer human lifespans, the pervasiveness of chronic illnesses and infectious diseases, expanding regulatory and administrative overhead, and system-wide inefficiencies. Cost pressures are exacerbated by the growing convolution of the medical ecosystem and by expectations of better value-for-money, improved quality of care, and enhanced clinical outcomes by stakeholders at all levels, including patients, insurers, and governments. Record-keeping, compliance, and regulatory requirements have meant that organizations within the healthcare industry have historically generated huge quantities of data. These players are becoming aware that their accumulated "big data" may help them to overcome the challenges of healthcare delivery, but are not sure how.Discussions with our partners have revealed the following three gaps: (i) management understands that legacy data has inherent value, but does not know how to unlock that value in terms of new insights, products, and services; (ii) legacy data, typically captured over years or decades, is very often stored across multiple, disparate, heterogeneous databases which makes organizing and mining it difficult; and (iii) there is a pervasive lack of well-trained data analysts to tackle these challenges, and they are expensive to hire. There are therefore three general business needs facing health-related firms as they look for value in their historical data - for knowledge, technical capability, and skilled labour.With these needs in mind, we propose to leverage our expertise in Data Analytics to unlock latent value in large, historical datasets accumulated by Canadian health-related firms. (Data analytics is the process of planning for, acquiring, managing, transforming, and modelling data with the goal of discovering hidden patterns, informing conclusions, and supporting decision-making.) This value will take the form of clinical decision support, enhanced operational efficiency, and new data-driven products and services.Our partners are: Harris Healthcare, a start-up offering software services to healthcare providers; HeadCheck Health, a provider of end-to-end concussion protocol management tools for sports leagues; Prizm Media, one of North America's premier medical lead generation companies; and Springboard Clinic, a Toronto-based mental health provider focussed on treating ADHD in people of all ages.
在世界范围内,提供医疗保健的成本和复杂性正在迅速上升,部分原因是人类寿命延长,慢性病和传染病的普遍性,不断扩大的监管和行政开销以及系统范围内的效率低下。医疗生态系统的日益复杂,以及包括患者、保险公司和政府在内的各级利益相关者对更高性价比、更高护理质量和更好临床结果的期望,加剧了成本压力。记录保存、合规性和监管要求意味着医疗保健行业的组织历史上产生了大量的数据。这些参与者逐渐意识到,他们积累的“大数据”可以帮助他们克服医疗保健服务的挑战,但不确定如何克服。与我们的合作伙伴进行的讨论揭示了以下三个差距:(i)管理层了解传统数据具有内在价值,但不知道如何在新的见解、产品和服务方面释放这种价值;(ii)通常在数年或数十年内捕获的遗留数据通常存储在多个不同的异构数据库中,这使得组织和挖掘变得困难;以及(iii)普遍缺乏训练有素的数据分析师来应对这些挑战,并且雇用他们的成本很高。因此,当健康相关公司在历史数据中寻找价值时,他们面临着三个一般业务需求-知识,技术能力和熟练劳动力。考虑到这些需求,我们建议利用我们在数据分析方面的专业知识,释放加拿大健康相关公司积累的大型历史数据集的潜在价值。(Data分析是规划、获取、管理、转换和建模数据的过程,其目标是发现隐藏的模式、告知结论和支持决策。我们的合作伙伴包括:Harris Healthcare,一家为医疗保健提供商提供软件服务的初创公司; HeadCheck Health,一家为体育联盟提供端到端脑震荡协议管理工具的供应商; Prizm Media,北美首屈一指的医疗领先产品开发公司之一; Springboard Clinic是一家位于多伦多的心理健康提供商,专注于治疗所有年龄段的ADHD患者。
项目成果
期刊论文数量(0)
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Jones, Nathan其他文献
Epithelial to mesenchymal transition (EMT) induced by bleomycin or TFGb1/EGF in murine induced pluripotent stem cell-derived alveolar Type II-like cells
- DOI:
10.1016/j.diff.2011.05.001 - 发表时间:
2011-09-01 - 期刊:
- 影响因子:2.9
- 作者:
Alipio, Zaida A.;Jones, Nathan;Fink, Louis M. - 通讯作者:
Fink, Louis M.
Immature platelet indices alongside procalcitonin for sensitive and specific identification of bacteremia in the intensive care unit
- DOI:
10.1080/09537104.2020.1809646 - 发表时间:
2020-08-27 - 期刊:
- 影响因子:3.3
- 作者:
Jones, Nathan;Tridente, Ascanio;Dempsey-Hibbert, Nina C. - 通讯作者:
Dempsey-Hibbert, Nina C.
A Thermodynamic Nonequilibrium Model for Preferential Infiltration and Refreezing of Melt in Snow
雪中熔体优先渗透和再冻结的热力学非平衡模型
- DOI:
10.1029/2022wr034035 - 发表时间:
2023 - 期刊:
- 影响因子:5.4
- 作者:
Moure, Adrian;Jones, Nathan;Pawlak, Joshua;Meyer, Colin;Fu, Xiaojing - 通讯作者:
Fu, Xiaojing
Long repeating (TTAGGG)n single-stranded DNA self-condenses into compact beaded filaments stabilized by G-quadruplex formation
- DOI:
10.1074/jbc.ra118.002158 - 发表时间:
2018-06-15 - 期刊:
- 影响因子:4.8
- 作者:
Kar, Anirban;Jones, Nathan;Griffith, Jack D. - 通讯作者:
Griffith, Jack D.
Complete genome sequences of Streptomyces griseus phages Spelly and Phredrick.
- DOI:
10.1128/mra.01049-23 - 发表时间:
2024-01-17 - 期刊:
- 影响因子:0.8
- 作者:
Stamm, Joyce;Merkle, Julie A.;Abernathy, Ava;Ackerman, Elizabeth;Brown, John;Harris, Abbey;Hoffman, Kayli;Hoskins, Ashleigh;Jahn, Abbie;Jones, Nathan;Kitch, Ashley;Mathavan, Nandini;Rose, Nat;Taylor, Joey - 通讯作者:
Taylor, Joey
Jones, Nathan的其他文献
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{{ truncateString('Jones, Nathan', 18)}}的其他基金
Mining Health Data for Clinical Decision Support, Enhanced Efficiency in Healthcare Delivery, and New Products
挖掘健康数据以支持临床决策、提高医疗保健服务效率和开发新产品
- 批准号:
CCB21-2021-00598 - 财政年份:2021
- 资助金额:
$ 16.03万 - 项目类别:
Applied Research and Technology Partnership Grants
Starch Nanoparticle Theragnostics
淀粉纳米颗粒治疗学
- 批准号:
454336-2014 - 财政年份:2016
- 资助金额:
$ 16.03万 - 项目类别:
Postgraduate Scholarships - Doctoral
Starch Nanoparticle Theragnostics
淀粉纳米颗粒治疗学
- 批准号:
454336-2014 - 财政年份:2015
- 资助金额:
$ 16.03万 - 项目类别:
Postgraduate Scholarships - Doctoral
Starch Nanoparticle Theragnostics
淀粉纳米颗粒治疗学
- 批准号:
454336-2014 - 财政年份:2014
- 资助金额:
$ 16.03万 - 项目类别:
Postgraduate Scholarships - Doctoral
Inorganic and hybrid molecules and materials
无机和杂化分子和材料
- 批准号:
312640-2009 - 财政年份:2011
- 资助金额:
$ 16.03万 - 项目类别:
Discovery Grants Program - Individual
Inorganic and hybrid molecules and materials
无机和杂化分子和材料
- 批准号:
312640-2009 - 财政年份:2010
- 资助金额:
$ 16.03万 - 项目类别:
Discovery Grants Program - Individual
Inorganic and hybrid molecules and materials
无机和杂化分子和材料
- 批准号:
312640-2009 - 财政年份:2009
- 资助金额:
$ 16.03万 - 项目类别:
Discovery Grants Program - Individual
Modular synthetic, kinetic and nanoparticle-based screening methods for the rational design of chiral N-heterocyclic carbenes
用于合理设计手性 N-杂环卡宾的模块化合成、动力学和纳米粒子筛选方法
- 批准号:
312640-2005 - 财政年份:2008
- 资助金额:
$ 16.03万 - 项目类别:
Discovery Grants Program - Individual
NIR-Capable stopped-flow spectrophotometer for inorganic nanomaterials
适用于无机纳米材料的近红外停流分光光度计
- 批准号:
374816-2009 - 财政年份:2008
- 资助金额:
$ 16.03万 - 项目类别:
Research Tools and Instruments - Category 1 (<$150,000)
Modular synthetic, kinetic and nanoparticle-based screening methods for the rational design of chiral N-heterocyclic carbenes
用于合理设计手性 N-杂环卡宾的模块化合成、动力学和纳米粒子筛选方法
- 批准号:
312640-2005 - 财政年份:2007
- 资助金额:
$ 16.03万 - 项目类别:
Discovery Grants Program - Individual
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Mining Health Data for Clinical Decision Support, Enhanced Efficiency in Healthcare Delivery, and New Products
挖掘健康数据以支持临床决策、提高医疗保健服务效率和开发新产品
- 批准号:
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$ 16.03万 - 项目类别:
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