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Effect size and statistical power in the rodent fear conditioning literature - A systematic review
- Source :
- PLoS ONE
- Publication Year :
- 2017
-
Abstract
- Proposals to increase research reproducibility frequently call for focusing on effect sizes instead of p values, as well as for increasing the statistical power of experiments. However, it is unclear to what extent these two concepts are indeed taken into account in basic biomedical science. To study this in a real-case scenario, we performed a systematic review of effect sizes and statistical power in studies on learning of rodent fear conditioning, a widely used behavioral task to evaluate memory. Our search criteria yielded 410 experiments comparing control and treated groups in 122 articles. Interventions had a mean effect size of 29.5%, and amnesia caused by memory-impairing interventions was nearly always partial. Mean statistical power to detect the average effect size observed in well-powered experiments with significant differences (37.2%) was 65%, and was lower among studies with non-significant results. Only one article reported a sample size calculation, and our estimated sample size to achieve 80% power considering typical effect sizes and variances (15 animals per group) was reached in only 12.2% of experiments. Actual effect sizes correlated with effect size inferences made by readers on the basis of textual descriptions of results only when findings were non-significant, and neither effect size nor power correlated with study quality indicators, number of citations or impact factor of the publishing journal. In summary, effect sizes and statistical power have a wide distribution in the rodent fear conditioning literature, but do not seem to have a large influence on how results are described or cited. Failure to take these concepts into consideration might limit attempts to improve reproducibility in this field of science.
- Subjects :
- Science Policy
Statistics as Topic
Publication Ethics
Social Sciences
Rodentia
Research and Analysis Methods
Rodents
Mice
Learning and Memory
Behavioral Conditioning
Conditioning, Psychological
Medicine and Health Sciences
Animals
Learning
Psychology
False Positive Reactions
Research Integrity
Mammals
Pharmacology
Behavior
Models, Statistical
Organisms
Cognitive Psychology
Reproducibility of Results
Biology and Life Sciences
Eukaryota
Fear
Research Assessment
Probability Theory
Rats
Research Design
Bibliometrics
Behavioral Pharmacology
Sample Size
Physical Sciences
Citation Analysis
Vertebrates
Amniotes
Cognitive Science
Journal Impact Factor
Fear Conditioning
Mathematics
Research Article
Statistical Distributions
Neuroscience
Subjects
Details
- ISSN :
- 19326203
- Volume :
- 13
- Issue :
- 4
- Database :
- OpenAIRE
- Journal :
- PloS one
- Accession number :
- edsair.pmid..........aea92c801683034478e4664d825e87e0