CLINICIAN PREFERENCES AND THE ESTIMATION OF CAUSAL TREATMENT DIFFERENCES

Citation
El. Korn et S. Baumrind, CLINICIAN PREFERENCES AND THE ESTIMATION OF CAUSAL TREATMENT DIFFERENCES, Statistical science, 13(3), 1998, pp. 209-227
Citations number
90
Categorie Soggetti
Statistic & Probability","Statistic & Probability
Journal title
ISSN journal
08834237
Volume
13
Issue
3
Year of publication
1998
Pages
209 - 227
Database
ISI
SICI code
0883-4237(1998)13:3<209:CPATEO>2.0.ZU;2-D
Abstract
Clinician treatment preferences affect the ability to perform randomiz ed clinical trials and the ability to analyze observational data for t reatment effects. In clinical trials, clinician preferences that are b ased on a subjective analysis of the patient can make it difficult to define eligibility criteria for which clinicians would agree to random ize all patients who satisfy the criteria. In addition, since each cli nician typically has some preference for the choice of treatment for a given patient, there are concerns about how strong that preference ne eds to be before it is inappropriate for him to randomize the choice o f treatment. In observational studies, the fact that clinician prefere nces affect the choice of treatment is a major source of selection bia s when estimating treatment effects. In this paper we review alternati ve designs that have been proposed in the literature for randomized cl inical trials that utilize clinician preferences differently than the standard randomized trial design. We also examine the effects of clini cian preferences on the ability to estimate causal treatment differenc es from observational data, and propose an alternative method of analy sis for observational data that uses clinician preferences explicitly. We report on our experience to date in using our alternative randomiz ed clinical trial design and our new method of observational analysis to compare two treatments at the orthodontic clinics at the University of California San Francisco and the University of the Pacific, San Fr ancisco.