ArticlePloS one2018
Validation of the What Matters Index: A brief, patient-reported index that guides care for chronic conditions and can substitute for computer-generated risk models.
Article in PloS one, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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The trial behind it
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Who cites it
9 citing papers in PubMed.
- Convenience or Continuity: When Are Patients Willing to Wait to See Their Own Doctor?Annals of family medicine · 2025Article
- Patient-Reported Reasons for Sending Portal Messages: A Survey of Use in a Family Medicine Department.Journal of general internal medicine · 2024Article
- Standardized assessment, information, and networking technologies (SAINTs): lessons from three decades of development and testing.Quality of life research : an international journal of quality of life aspects of treatment, care and rehabilitation · 2021Article
- An integrative collaborative care model for people with mental illness and physical comorbidities.International journal of mental health systems · 2020Article
- A New Comprehensive Measure of High-Value Aspects of Primary Care.Annals of family medicine · 2019Article
- Development and initial testing of a Health Confidence Score (HCS).BMJ open quality · 2019Article
- Chronic Condition Measurement Requires Engagement, Not Measurement Alone.The Journal of ambulatory care managementArticle
- Insights From Organized Crime for Disorganized Health Care.The Journal of ambulatory care managementArticle
- Article
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Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
introductionCurrent health care delivery relies on complex, computer-generated risk models constructed from insurance claims and medical record data. However, these models produce inaccurate predictions of risk levels for individual patients, do not explicitly guide care, and undermine health management investments in many patients at lesser risk. Therefore, this study prospectively validates a concise patient-reported risk assessment that addresses these inadequacies of computer-generated risk models.
methodsFive measures with well-documented impacts on the use of health services are summed to create a "What Matters Index." These measures are: 1) insufficient confidence to self-manage health problems, 2) pain, 3) bothersome emotions, 4) polypharmacy, and 5) adverse medication effects. We compare the sensitivity and predictive values of this index with two representative risk models in a population of 8619 Medicaid recipients.
resultsThe patient-reported "What Matters Index" and the conventional risk models are found to exhibit similar sensitivities and predictive values for subsequent hospital or emergency room use. The "What Matters Index" is also reliable: akin to its performance during development, for patients with index scores of 1, 2, and ≥3, the odds ratios (with 95% confidence intervals) for subsequent hospitalization within 1 year, relative to patients with a score of 0, are 1.3 (1.1-1.6), 2.0 (1.6-2.4), and 3.4 (2.9-4.0), respectively; for emergency room use, the corresponding odds ratios are 1.3 (1.1-1.4), 1.9 (1.6-2.1), and 2.9 (2.6-3.3). Similar findings were replicated among smaller populations of 1061 mostly older patients from nine private practices and 4428 Medicaid patients without chronic conditions. SUMMARY: In contrast to complex computer-generated risk models, the brief patient-reported "What Matters Index" immediately and unambiguously identifies fundamental, remediable needs for each patient and more sensibly directs the delivery of services to patient categories based on their risk for subsequent costly care.
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