Literature DB >> 33291559

External Validation of a Population-Based Prediction Model for High Healthcare Resource Use in Adults.

Laura C Rosella1,2, Kathy Kornas1, Joykrishna Sarkar3, Randy Fransoo3.   

Abstract

Predicting high healthcare resource users is important for informing prevention strategies and healthcare decision-making. We aimed to cross-provincially validate the High Resource User Population Risk Tool (HRUPoRT), a predictive model that uses population survey data to estimate 5 year risk of becoming a high healthcare resource user. The model, originally derived and validated in Ontario, Canada, was applied to an external validation cohort. HRUPoRT model predictors included chronic conditions, socio-demographics, and health behavioural risk factors. The cohort consisted of 10,504 adults (≥18 years old) from the Canadian Community Health Survey in Manitoba, Canada (cycles 2007/08 and 2009/10). A person-centred costing algorithm was applied to linked health administrative databases to determine respondents' healthcare utilization over 5 years. Model fit was assessed using the c-statistic for discrimination and calibration plots. In the external validation cohort, HRUPoRT demonstrated strong discrimination (c statistic = 0.83) and was well calibrated across the range of risk. HRUPoRT performed well in an external validation cohort, demonstrating transportability of the model in other jurisdictions. HRUPoRT's use of population survey data enables a health equity focus to assist with decision-making on prevention of high healthcare resource use.

Entities:  

Keywords:  healthcare utilization; high resource users; prediction

Year:  2020        PMID: 33291559      PMCID: PMC7761789          DOI: 10.3390/healthcare8040537

Source DB:  PubMed          Journal:  Healthcare (Basel)        ISSN: 2227-9032


  13 in total

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Authors:  Tiffany Fitzpatrick; Laura C Rosella; Andrew Calzavara; Jeremy Petch; Andrew D Pinto; Heather Manson; Vivek Goel; Walter P Wodchis
Journal:  Am J Prev Med       Date:  2015-05-08       Impact factor: 5.043

5.  Using the Electronic Medical Record to Identify Patients at High Risk for Frequent Emergency Department Visits and High System Costs.

Authors:  David W Frost; Shankar Vembu; Jiayi Wang; Karen Tu; Quaid Morris; Howard B Abrams
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8.  The Relationship Between Life Satisfaction and Healthcare Utilization: A Longitudinal Study.

Authors:  Vivek Goel; Laura C Rosella; Longdi Fu; Amanda Alberga
Journal:  Am J Prev Med       Date:  2018-05-18       Impact factor: 5.043

9.  High-cost health care users in Ontario, Canada: demographic, socio-economic, and health status characteristics.

Authors:  Laura C Rosella; Tiffany Fitzpatrick; Walter P Wodchis; Andrew Calzavara; Heather Manson; Vivek Goel
Journal:  BMC Health Serv Res       Date:  2014-10-31       Impact factor: 2.655

10.  Predicting High Health Care Resource Utilization in a Single-payer Public Health Care System: Development and Validation of the High Resource User Population Risk Tool.

Authors:  Laura C Rosella; Kathy Kornas; Zhan Yao; Douglas G Manuel; Catherine Bornbaum; Randall Fransoo; Therese Stukel
Journal:  Med Care       Date:  2018-10       Impact factor: 2.983

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  1 in total

1.  Prediction Models for Future High-Need High-Cost Healthcare Use: a Systematic Review.

Authors:  Ursula W de Ruijter; Z L Rana Kaplan; Wichor M Bramer; Frank Eijkenaar; Daan Nieboer; Agnes van der Heide; Hester F Lingsma; Willem A Bax
Journal:  J Gen Intern Med       Date:  2022-01-11       Impact factor: 6.473

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