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- Design
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1. An introduction to randomization for clinical trials 1
- Prof. William Rosenberger
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2. An introduction to randomization for clinical trials 2
- Prof. William Rosenberger
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3. Randomisation, blinding and drug supply in interactive voice response trials
- Mr. Damian McEntegart
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4. Randomization in clinical trials: time for fresh consideration?
- Dr. Alex Sverdlov
- Analysis
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5. Design and conduct of non-inferiority trials
- Prof. Valerie Durkalski-Mauldin
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6. Nonparametric covariate adjustment
- Prof. Michael Akritas
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7. The impact of randomization on the evidence of a clinical trial
- Prof. Nicole Heussen
- Theory
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8. Historical and ethical issues in trial design
- Dr. J. Rosser Matthews
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9. Likelihood ratios and the strength of statistical evidence
- Prof. Jeffrey Blume
- Randomization, Masking and Allocation Concealment
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11. Detection of and adjustment for selection bias in randomized controlled clinical trials
- Prof. Lieven Nils Kennes
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12. Innovative and effective subject randomization methods
- Prof. Wenle Zhao
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13. Selection bias in studies with unequal allocation
- Dr. Olga M. Kuznetsova
- Archived Lectures *These may not cover the latest advances in the field
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14. Design and conduct of equivalence trials
- Prof. Valerie Durkalski-Mauldin
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15. Dose-finding trials in oncology
- Prof. Anastasia Ivanova
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16. Allocation concealment, prediction and selection bias
- Prof. David Torgerson
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17. Pseudo cluster randomization
- Dr. George Borm
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18. Introduction to flexible, adaptive trial design
- Dr. Cyrus Mehta
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19. Randomization in clinical trials
- Prof. William Rosenberger
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20. Novel methods for randomizing
- Dr. William Grant
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21. Permutation tests
- Dr. YanYan Zhou
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23. Multiple analyses in clinical trials
- Prof. Lemuel Moye
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24. Handling of missing data in clinical trials
- Dr. Linda Yau
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26. N-of-1 randomized clinical trials
- Prof. Patrick Onghena
Printable Handouts
Navigable Slide Index
- Introduction
- Basic questions: randomization
- Basic questions: restricted randomization
- Possible randomization obstacles
- Predictability-reducing methods
- Covariate-adaptive methods
- Response-adaptive methods
- The need to reduce predictability
- Considering randomization in 2-dimensional space
- Efron-type biased coins
- Efron-type biased coin randomization
- Adaptive biased coins as draws from an urn
- Adaptive biased coin randomization (urn method)
- Big-stick rule
- Biased-coin with imbalance tolerance
- Nash-equilibrium-based randomization (1)
- Nash-equilibrium-based randomization (2)
- Nash-based procedure for MTI = 2, k = 1/8, N = 8
- The maximal procedure (MP)
- MP: each allowable path is equally likely
- MP: resulting probabilities for N = 8, MTI = 2
- The maximal procedure: conclusions
- Part 2: covariate-adaptive randomization
- Covariate-adaptive randomization
- Minimization (Taves)
- Biased-coin minimization (Pocock and Simon)
- Hierarchical covariate-adaptive methods
- Optimal biased-coin covariate-adaptive methods
- Part 3: response-adaptive randomization (RAR)
- Play-the-winner (Zelen)
- Modified play-the-winner
- Randomized play-the-winner (1)
- Randomized play-the-winner (Wei & Duham)
- Randomized play-the-winner (2)
- Objections to RAR methods
- Conclusions
- References (1)
- References (2)
Topics Covered
- Obstacles to standard methods of restricted randomization
- Biased coin methods
- Nash equilibrium
- The maximal procedure
- Covariate adaptive methods
- Response adaptive randomization
- Predictability and the potential for selection bias
- Efficiency of treatment effect estimators
- Patient welfare issues
- Optimal randomization
Links
Series:
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Talk Citation
Grant, W. (2007, October 1). Novel methods for randomizing [Video file]. In The Biomedical & Life Sciences Collection, Henry Stewart Talks. Retrieved December 26, 2024, from https://doi.org/10.69645/SBUD6323.Export Citation (RIS)
Publication History
Financial Disclosures
- Dr. William Grant has not informed HSTalks of any commercial/financial relationship that it is appropriate to disclose.