ArticleHealth services research2014
Development of a novel, objective measure of health care-related financial burden for U.S. families with children.
Article in Health services research, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05527392 (Assessing the Effect of Virtual Navigation Interventions to Improve Health Insurance Literacy and Decrease Financial Burden), which is not on this map. Cited by 9 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Assessing the Effect of Virtual Navigation Interventions to Improve Health Insurance Literacy and Decrease Financial Burden: A Childhood Cancer Survivor Study Randomized Trial (HINTII)
Who cites it
9 citing papers in PubMed.
- Out-of-Pocket Costs and Health-Related Social Needs Among Households With Children.JAMA network open · 2026Article
- Acute care utilization for ambulatory care-sensitive conditions among publicly insured children.Academic emergency medicine : official journal of the Society for Academic Emergency Medicine · 2024Article
- Insurance-Based Disparities in Congenital Cardiac Operations in the Era of the Affordable Care Act.Pediatric cardiology · 2023Article
- National Trends in Pediatric Admissions for Diabetic Ketoacidosis, 2006-2016.The Journal of clinical endocrinology and metabolism · 2021Article
- Changes in Health Care-Related Financial Burden for US Families With Children Associated With the Affordable Care Act.JAMA pediatrics · 2020Article
- Inequalities in Young Adult Health Insurance Coverage Post-federal Health Reform.Journal of general internal medicine · 2019Article
- Comparing Health Care Financial Burden With an Alternative Measure of Unaffordability.Inquiry : a journal of medical care organization, provision and financing · 2017Article
- How Primary Care Physicians Integrate Price Information into Clinical Decision-Making.Journal of general internal medicine · 2017Article
- Best of the 2014 AcademyHealth Annual Research Meeting.Health services research · 2014Article
Corrections and comments
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Authors and funding
6 authors.
Funding
Abstract
objectiveTo develop and validate a theoretically based and empirically driven objective measure of financial burden for U.S. families with children. DATA SOURCES: The measure was developed using 149,021 families with children from the National Health Interview Survey, and it was validated using 18,488 families with children from the Medical Expenditure Panel Survey. STUDY
designWe estimated the marginal probability of unmet health care need due to cost using a bivariate tensor product spline for family income and out-of-pocket health care costs (OOPC; e.g., deductibles, copayments), while adjusting for confounders. Recursive partitioning was performed on these probabilities, as a function of income and OOPC, to establish thresholds demarcating levels of predicted risk. PRINCIPAL
findingsWe successfully generated a novel measure of financial burden with four categories that were associated with unmet need (vs. low burden: midlow OR: 1.93, 95 percent CI: 1.78-2.09; midhigh OR: 2.78, 95 percent CI: 2.49-3.10; high OR: 4.38, 95 percent CI: 3.99-4.80). The novel burden measure demonstrated significantly better model fit and less underestimation of financial burden compared to an existing measure (OOPC/income ≥ 10 percent).
conclusionThe newly developed measure of financial burden establishes thresholds based on different combinations of family income and OOPC that can be applied in future studies of health care utilization and expenditures and in policy development and evaluation.
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