Skip to main content
Journal cover image

Modeling zero-modified count and semicontinuous data in health services research part 2: case studies.

Publication ,  Journal Article
Neelon, B; O'Malley, AJ; Smith, VA
Published in: Stat Med
November 30, 2016

This article is the second installment of a two-part tutorial on the analysis of zero-modified count and semicontinuous data. Part 1, which appears as a companion piece in this issue of Statistics in Medicine, provides a general background and overview of the topic, with particular emphasis on applications to health services research. Here, we present three case studies highlighting various approaches for the analysis of zero-modified data. The first case study describes methods for analyzing zero-inflated longitudinal count data. Case study 2 considers the use of hurdle models for the analysis of spatiotemporal count data. The third case study discusses an application of marginalized two-part models to the analysis of semicontinuous health expenditure data. Copyright © 2016 John Wiley & Sons, Ltd.

Duke Scholars

Altmetric Attention Stats
Dimensions Citation Stats

Published In

Stat Med

DOI

EISSN

1097-0258

Publication Date

November 30, 2016

Volume

35

Issue

27

Start / End Page

5094 / 5112

Location

England

Related Subject Headings

  • Statistics & Probability
  • Models, Statistical
  • Humans
  • Health Services Research
  • Health Expenditures
  • Biometry
  • 4905 Statistics
  • 4202 Epidemiology
  • 1117 Public Health and Health Services
  • 0104 Statistics
 

Citation

APA
Chicago
ICMJE
MLA
NLM
Neelon, B., O’Malley, A. J., & Smith, V. A. (2016). Modeling zero-modified count and semicontinuous data in health services research part 2: case studies. Stat Med, 35(27), 5094–5112. https://doi.org/10.1002/sim.7063
Neelon, Brian, A James O’Malley, and Valerie A. Smith. “Modeling zero-modified count and semicontinuous data in health services research part 2: case studies.Stat Med 35, no. 27 (November 30, 2016): 5094–5112. https://doi.org/10.1002/sim.7063.
Neelon B, O’Malley AJ, Smith VA. Modeling zero-modified count and semicontinuous data in health services research part 2: case studies. Stat Med. 2016 Nov 30;35(27):5094–112.
Neelon, Brian, et al. “Modeling zero-modified count and semicontinuous data in health services research part 2: case studies.Stat Med, vol. 35, no. 27, Nov. 2016, pp. 5094–112. Pubmed, doi:10.1002/sim.7063.
Neelon B, O’Malley AJ, Smith VA. Modeling zero-modified count and semicontinuous data in health services research part 2: case studies. Stat Med. 2016 Nov 30;35(27):5094–5112.
Journal cover image

Published In

Stat Med

DOI

EISSN

1097-0258

Publication Date

November 30, 2016

Volume

35

Issue

27

Start / End Page

5094 / 5112

Location

England

Related Subject Headings

  • Statistics & Probability
  • Models, Statistical
  • Humans
  • Health Services Research
  • Health Expenditures
  • Biometry
  • 4905 Statistics
  • 4202 Epidemiology
  • 1117 Public Health and Health Services
  • 0104 Statistics