Podcast
Questions and Answers
What is a primary goal of open science practices?
What is a primary goal of open science practices?
- To enhance the transparency and reliability of research (correct)
- To increase publication rates of positive findings only
- To support secretive research methodologies
- To limit access to scientific data
What distinguishes a registered report from pre-registration of research methods?
What distinguishes a registered report from pre-registration of research methods?
- Registered reports undergo peer review prior to data collection. (correct)
- Registered reports are published before data collection begins.
- Registered reports can be modified at any time before publication.
- Registered reports do not require a DOI for identification.
What is required when pre-registering research methods?
What is required when pre-registering research methods?
- A summary of previous findings
- Detailed information on hypotheses and methodologies (correct)
- Approval from a government agency
- A preliminary literature review
What does DOI stand for in the context of pre-registration?
What does DOI stand for in the context of pre-registration?
What happens to the research methods outlined in pre-registration?
What happens to the research methods outlined in pre-registration?
What percentage of findings were able to be reproduced in Artner et al.'s analysis?
What percentage of findings were able to be reproduced in Artner et al.'s analysis?
What was one specific reason given for outcome reproducibility failure in Artner et al.'s study?
What was one specific reason given for outcome reproducibility failure in Artner et al.'s study?
What is referred to as process reproducibility failure?
What is referred to as process reproducibility failure?
In the Open Science Collaboration study, what was the average number of studies that replicated major findings?
In the Open Science Collaboration study, what was the average number of studies that replicated major findings?
Which area of psychology had the highest replication rate according to the reported data?
Which area of psychology had the highest replication rate according to the reported data?
What was the percentage of replication reported by scientists in Baker's survey?
What was the percentage of replication reported by scientists in Baker's survey?
What is outcome reproducibility failure?
What is outcome reproducibility failure?
What action has been increasingly required by many scientific journals prior to publication?
What action has been increasingly required by many scientific journals prior to publication?
What is the purpose of pre-registration in research methods?
What is the purpose of pre-registration in research methods?
What is included in the 'Methods' section of a pre-registration template?
What is included in the 'Methods' section of a pre-registration template?
Which of the following is NOT included in a pre-registration template for quantitative research?
Which of the following is NOT included in a pre-registration template for quantitative research?
What is a registered report?
What is a registered report?
What section of a pre-registration template would include the planned analyses?
What section of a pre-registration template would include the planned analyses?
Which element is critical for ensuring ethical standards prior to research?
Which element is critical for ensuring ethical standards prior to research?
How should participant dropout be addressed in a research proposal?
How should participant dropout be addressed in a research proposal?
Which aspect does not relate to a registered report's peer review process?
Which aspect does not relate to a registered report's peer review process?
What does the null hypothesis in Null Hypothesis Significance Testing (NHST) assume?
What does the null hypothesis in Null Hypothesis Significance Testing (NHST) assume?
What is a potential risk of p-hacking in research?
What is a potential risk of p-hacking in research?
Which of the following is NOT an example of p-hacking?
Which of the following is NOT an example of p-hacking?
How does having a large sample size (N) affect the results of studies?
How does having a large sample size (N) affect the results of studies?
According to Tukey, what is his perspective on the differences between conditions?
According to Tukey, what is his perspective on the differences between conditions?
Which practice could lead to a false positive without true significant effects?
Which practice could lead to a false positive without true significant effects?
What is meant by 'dramatically different results' in research context?
What is meant by 'dramatically different results' in research context?
What could be a reason why researchers engage in p-hacking?
What could be a reason why researchers engage in p-hacking?
What is HARKing in the context of research?
What is HARKing in the context of research?
Which of the following best describes SHARKing?
Which of the following best describes SHARKing?
What does THARKing involve?
What does THARKing involve?
Why is HARKing considered unethical in scientific research?
Why is HARKing considered unethical in scientific research?
What is the potential issue with using post hoc analyses in hypothesis formulation?
What is the potential issue with using post hoc analyses in hypothesis formulation?
What outcome is associated with the first case study discussed by Hollenbeck (2017)?
What outcome is associated with the first case study discussed by Hollenbeck (2017)?
What is indicated by an 'r' value of 0.1 in the second case study involving epidemiologists and a new drug?
What is indicated by an 'r' value of 0.1 in the second case study involving epidemiologists and a new drug?
What is a key difference between a priori hypotheses and post hoc hypotheses?
What is a key difference between a priori hypotheses and post hoc hypotheses?
What is a key feature of the registered report method compared to traditional review methods?
What is a key feature of the registered report method compared to traditional review methods?
What evidence is associated with registered reports compared to regular articles?
What evidence is associated with registered reports compared to regular articles?
What is the main disadvantage of pre-registration according to the findings?
What is the main disadvantage of pre-registration according to the findings?
How many stages of review do registered reports undergo?
How many stages of review do registered reports undergo?
Which method has more examples in practice, pre-registration or registered reports?
Which method has more examples in practice, pre-registration or registered reports?
What is the purpose of In-Principle Acceptance in the registered report method?
What is the purpose of In-Principle Acceptance in the registered report method?
Which statement correctly describes the limitations of registered reports?
Which statement correctly describes the limitations of registered reports?
Why might authors prefer registered reports over traditional review methods?
Why might authors prefer registered reports over traditional review methods?
Flashcards
Reproducibility Failure
Reproducibility Failure
When a study's results cannot be duplicated or validated using the original data or methods.
Process Reproducibility Failure
Process Reproducibility Failure
Reproducing a result but needing to change the analysis method from the original study to get that result.
Outcome Reproducibility Failure
Outcome Reproducibility Failure
A study's reported significant results do not appear when reanalyzing the same data.
Open Science Collaboration
Open Science Collaboration
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Replication Rate
Replication Rate
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Cognitive Psychology Replication
Cognitive Psychology Replication
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Social Psychology Replication
Social Psychology Replication
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Incomplete Research Data Disclosure
Incomplete Research Data Disclosure
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Pre-Registration of Research Methods
Pre-Registration of Research Methods
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Registered Report
Registered Report
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Why Pre-register?
Why Pre-register?
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DOI
DOI
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Pre-registration for Existing Data
Pre-registration for Existing Data
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Null Hypothesis Significance Testing (NHST)
Null Hypothesis Significance Testing (NHST)
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P-value
P-value
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P-hacking
P-hacking
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False Positive
False Positive
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Data Manipulation Example
Data Manipulation Example
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Multiple Comparisons
Multiple Comparisons
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Covariate Addition
Covariate Addition
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Participant Exclusion
Participant Exclusion
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Why is THARKing acceptable?
Why is THARKing acceptable?
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What's wrong with HARKing?
What's wrong with HARKing?
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Case Study 1: HARKing?
Case Study 1: HARKing?
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Case Study 2: HARKing?
Case Study 2: HARKing?
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How can you avoid HARKing?
How can you avoid HARKing?
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Preregistration
Preregistration
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PRP-QUANT
PRP-QUANT
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Data Accessibility Statement
Data Accessibility Statement
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Time Point of Registration
Time Point of Registration
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IRB Status
IRB Status
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Stage 1 Review
Stage 1 Review
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In-Principle Acceptance
In-Principle Acceptance
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Stage 2 Review
Stage 2 Review
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Pre-Registered Report
Pre-Registered Report
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Traditional Review
Traditional Review
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Pre-registration vs. Registered Report
Pre-registration vs. Registered Report
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Publication Bias
Publication Bias
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Study Notes
Replication Crisis in Psychology
- The replication crisis highlights the challenge of consistently replicating research findings in psychology.
- Replicability refers to the ability to repeat a study's findings in a different lab with similar methods.
- The crisis arises when published research findings cannot be repeated.
- Replicability is distinct from reproducibility. Reproducibility is the ability for another researcher to replicate analyses using the original data and code.
Causes of Reproducibility Failure
-
Process reproducibility failure occurs when the original analysis cannot be replicated due to missing data, code, necessary software, or tools.
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Outcome reproducibility failure happens when a reanalysis produces different results from the original study, potentially due to errors in either the original study or the replication attempt.
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Factors contributing to replication failures include publication pressures, insufficient data or analyses, and insufficient research methods.
Case Study Examples of Failed Replication
- Studies like the Stanford Prison Experiment have been criticized for methodological and ethical concerns.
- The "bystander effect," suggesting reduced help in emergencies when others are present, has seen mixed replication results.
- Theories concerning stereotype threat and its effects on underperformance have experienced mixed replication.
- Concepts in cognitive psychology and developmental psychology like spotlight attention, the dual-process model of memory, the mirror neuron system, and the Mozart Effect have faced challenges in replication.
- Clinical psychology theories have had mixed success with replications regarding the Dodo bird verdict, the power of optimism on health outcomes, and the efficacy of memory recovery techniques.
- Neuroscientific studies regarding the amygdala and left-brain/right-brain distinction have had variations reported.
Statistical Assumptions and Practices
- Misunderstanding statistical concepts like null hypotheses or the meaning of p-values can lead to erroneous conclusions.
- Small sample sizes reduce power, meaning it becomes harder to detect true effects.
- Publication bias favors the publication of studies with significant findings, often overlooking non-significant or null results.
- P-hacking is the unethical practice of manipulating statistical analyses to achieve significant results, often leading to false positives.
- Cherry-picking data involves selectively reporting only the data supporting the hypothesis, while ignoring contradictory data.
Proposed Solutions for the Replication Crisis
- Pre-registration: involves detailing research methods, hypotheses, and analysis plans before data collection, increasing transparency and reducing potential bias.
- Registered reports: involve peer review of the research protocol before data collection, making the methodology more scrutinized.
- Open science practices: like open data and open-source methodologies can increase transparency and aid replication attempts.
Role of Social/Cultural Norms
- Scientific policies must also be adopted to foster changes in behavior around data analysis and replication.
Review Methods
- Systematic reviews assess the validity of research methods to find evidence on a topic based on pre-defined criteria without combining the results statistically.
- Meta-analyses statistically combine the results of multiple studies to examine a similar research question and potentially answer findings definitively.
Future Directions
- Future research should focus on open-source methods and web-based data sources for more transparent, accessible research.
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