Search: onr:"swepub:oai:gup.ub.gu.se/134609" >
Bias in odds ratios...
Bias in odds ratios by logistic regression modelling and sample size.
-
- Nemes, Szilard, 1977 (author)
- Gothenburg University,Göteborgs universitet,Institutionen för kliniska vetenskaper,Institute of Clinical Sciences
-
- Miao Jonasson, Junmei, 1972 (author)
- Karolinska Institutet,Gothenburg University,Göteborgs universitet,Institutionen för kliniska vetenskaper,Institute of Clinical Sciences
-
- Genell, Anna (author)
- Gothenburg University,Göteborgs universitet,Institutionen för kliniska vetenskaper,Institute of Clinical Sciences
-
show more...
-
- Steineck, Gunnar, 1952 (author)
- Karolinska Institutet,Gothenburg University,Göteborgs universitet,Institutionen för kliniska vetenskaper,Institute of Clinical Sciences
-
show less...
-
(creator_code:org_t)
- 2009-07-27
- 2009
- English.
-
In: BMC medical research methodology. - : Springer Science and Business Media LLC. - 1471-2288. ; 9
- Related links:
-
https://gup.ub.gu.se... (primary) (free)
-
show more...
-
https://bmcmedresmet...
-
https://gup.ub.gu.se...
-
https://doi.org/10.1...
-
http://kipublication...
-
show less...
Abstract
Subject headings
Close
- Background: In epidemiological studies researchers use logistic regression as an analytical tool to study the association of a binary outcome to a set of possible exposures. Methods: Using a simulation study we illustrate how the analytically derived bias of odds ratios modelling in logistic regression varies as a function of the sample size. Results: Logistic regression overestimates odds ratios in studies with small to moderate samples size. The small sample size induced bias is a systematic one, bias away from null. Regression coefficient estimates shifts away from zero, odds ratios from one. Conclusion: If several small studies are pooled without consideration of the bias introduced by the inherent mathematical properties of the logistic regression model, researchers may be mislead to erroneous interpretation of the results.
Subject headings
- MEDICIN OCH HÄLSOVETENSKAP -- Klinisk medicin -- Cancer och onkologi (hsv//swe)
- MEDICAL AND HEALTH SCIENCES -- Clinical Medicine -- Cancer and Oncology (hsv//eng)
Keyword
- Bias (Epidemiology)
- Computer Simulation
- Female
- Humans
- Logistic Models
- Models
- Statistical
- Odds Ratio
- Pregnancy
- Sample Size
Publication and Content Type
- ref (subject category)
- art (subject category)
Find in a library
To the university's database