Open science and meta science Flashcards
What can be the cause of type 1 and type 2 errors?
- Randomly unlucky
- Systematic, consistent errors due to some human factors e.g. publication bias of QRPS
What is meta- science
Using scientific methodology to study the scientific process itself (science about the science)
Why is meta science useful?
- to identify strengths and weaknesses of the process and explore potential solutions
- Became more used since the replication crisis
Can be due to the publication bias (novelty + significance) and the over emphasis on statistical testing
What are the 4 types of replication?
Reproducible
Robust
Replicable
Generalisable
What makes a study reproducible?
A result is reproducible when the same analysis steps performed on the same dataset consistently produces the same answer
What makes a study robust?
- when the same dataset is subjected to different analysis
What makes a study replicable?
- the same analysis is performed on different datasets
What makes a study generalisable?
- New data set and new analysis
What does open science do?
makes it easier to do science that other people can replicate and generalise
E.g. pre- registration, open access to publication, open data, open evaluation etc