Benchmarking Studies
Benchmarking for Clustering Methods Based on Real Data: A Statistical View (2017)
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Paper
Towards evidence-based computational statistics: lessons from clinical research on the
role and design of real-data benchmark studies (2017)
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Random forest versus logistic regression: a large-scale benchmark experiment
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Large-scale benchmark study of survival prediction methods using multi-omics data
(2020)
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The Design and Analysis of Benchmark Experiments (2005)
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STRengthening Analytical Thinking for Observational Studies: the
STRATOS initiative (2014)
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Increase Sample Size
Sample-Size Planning for More Accurate Statistical Power: A Method Adjusting Sample
Effect Sizes for Publication Bias and Uncertainty (2017)
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Power failure: why small sample
size undermines the reliability of
neuroscience (2013)
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Low statistical power in biomedical science: a review of three human research domains
(2017)
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Estimating statistical power, posterior probability and publication bias of
psychological research using the observed replication rate (2018)
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The persistence of underpowered studies in psychological research: causes,
consequences, and remedies (2004)
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At what sample size do correlations stabilize? (2013)
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Empirical assessment of published effect sizes and power in the recent cognitive
neuroscience and psychology literature (2017)
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On the Persistence of Low Power in Psychological Science (2014)
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Integrate Existing Knowledge
Subjective Bayesian Analysis: Principles and
Practice (2006)
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Use of historical control data for assessing treatment effects in clinical trials
(2014)
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Borrowing strength from external trials in a meta-analysis (1996)
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Integrating Functional Data to Prioritize Causal Variants in Statistical Fine-Mapping
Studies (2014)
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An empirical Bayes approach to network recovery using external knowledge (2017)
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More Precise Theories
What can recent replication failures tell us about the theoretical commitments
of psychology? (2014)
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The empirical benefits of conceptual rigor: Systematic articulation of conceptual
hypotheses can reduce the risk of non-replicable results (and facilitate novel discoveries too) (2016)
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Increasing Transparency Through a Multiverse Analysis (2016)
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Standardize Experimental Conditions
Reproducibility crisis: Blame it on the antibodies (2015)
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A Genecentric Human Protein Atlas for Expression Profiles Based on Antibodies (2008)
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Research antibodies: do not use them to stain your reputation (2015)
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Standards for design and measurement would make clinical research reproducible and
usable (2018)
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Irreproducibility in Preclinical Biomedical Research: Perceptions, Uncertainties,
and Knowledge Gaps (2016)
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Never Waste a Good Crisis: Confronting Reproducibility in Translational Research (2016)
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Press CRTT to Measure Aggressive Behavior: The Unstandardized Use of the Competitive
Reaction Time Task in Aggression Research (2014)
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Preclinical research: Make mouse studies work (2013)
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Fearing the Future of Empirical Psychology: Bem's (2011) Evidence of Psi as a Case
Study of Deficiencies in Modal Research Practice (2011)
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On the reproducibility of science: unique identification of research resources in the biomedical literature (2013)
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Improve Measurements
We need more replication research – A case for test-retest reliability (2017)
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Measurement error and the replication crisis (2017)
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