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Modeling censored-in-the-middle condom use data.

S L Hershberger1, D G Fisher, G L Reynolds

  • 1Psychology Department, California State University, Long Beach, California 90840, USA. scotth@csulb.edu

AIDS Care
|July 23, 2005
PubMed
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This study introduces Tobit regression to model condom use data, addressing issues like bimodality. Findings show each additional drug injecting sex partner reduces condom use probability by about 1%.

Area of Science:

  • Public Health
  • Biostatistics
  • Epidemiology

Background:

  • HIV prevention programs often aim to increase condom use.
  • Condom use is typically measured as a proportion, which can lead to problematic bimodal distributions due to many 0% and 100% responses.
  • These censored-in-the-middle distributions pose statistical challenges for analysis.

Purpose of the Study:

  • To demonstrate the utility of Tobit regression for modeling censored condom use data.
  • To address the statistical limitations of traditional proportion analysis in HIV prevention research.
  • To provide a more accurate statistical approach for understanding factors influencing condom use.

Main Methods:

  • The study employed Tobit regression, a statistical model designed for censored data.

Related Experiment Videos

  • This method transforms observed condom use proportions into latent variable scores.
  • The latent variable scores were then modeled using explanatory variables, specifically the number of drug injecting sex partners.
  • Main Results:

    • Data from the National Institute on Drug Abuse Cooperative Agreement for HIV/AIDS Community-Based Outreach/Intervention Research program were analyzed.
    • A statistically significant inverse relationship was found between the number of drug injecting sex partners and condom use.
    • For each additional drug injecting sex partner, the probability of condom use decreased by approximately 1%.

    Conclusions:

    • Tobit regression offers a valuable method for analyzing censored condom use data in HIV prevention research.
    • The findings highlight a concerning trend where increased numbers of drug injecting sex partners are associated with reduced condom use.
    • This underscores the need for targeted interventions to promote consistent condom use among high-risk populations.