Replication Crisis in Psychology

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Questions and Answers

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?

  • 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?

  • 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?

<p>Digital Object Identifier (B)</p> Signup and view all the answers

What happens to the research methods outlined in pre-registration?

<p>They are set in stone and unchangeable. (A)</p> Signup and view all the answers

What percentage of findings were able to be reproduced in Artner et al.'s analysis?

<p>70% (B)</p> Signup and view all the answers

What was one specific reason given for outcome reproducibility failure in Artner et al.'s study?

<p>Authors did not provide enough information about methods (C)</p> Signup and view all the answers

What is referred to as process reproducibility failure?

<p>When reproducing findings requires a different methodology (C)</p> Signup and view all the answers

In the Open Science Collaboration study, what was the average number of studies that replicated major findings?

<p>36 (A)</p> Signup and view all the answers

Which area of psychology had the highest replication rate according to the reported data?

<p>Cognitive psychology (D)</p> Signup and view all the answers

What was the percentage of replication reported by scientists in Baker's survey?

<p>70% (A)</p> Signup and view all the answers

What is outcome reproducibility failure?

<p>When reanalysis produces different results than originally reported (B)</p> Signup and view all the answers

What action has been increasingly required by many scientific journals prior to publication?

<p>Data and analysis code uploads (C)</p> Signup and view all the answers

What is the purpose of pre-registration in research methods?

<p>To ensure transparency and improve research quality (C)</p> Signup and view all the answers

What is included in the 'Methods' section of a pre-registration template?

<p>Participant recruitment, selection, and compensation (D)</p> Signup and view all the answers

Which of the following is NOT included in a pre-registration template for quantitative research?

<p>Results and conclusions (B)</p> Signup and view all the answers

What is a registered report?

<p>A peer review of research methods prior to data collection (A)</p> Signup and view all the answers

What section of a pre-registration template would include the planned analyses?

<p>Methods (B)</p> Signup and view all the answers

Which element is critical for ensuring ethical standards prior to research?

<p>Conflict of Interest Statement (B)</p> Signup and view all the answers

How should participant dropout be addressed in a research proposal?

<p>Outlining a clear plan for handling missing data (A)</p> Signup and view all the answers

Which aspect does not relate to a registered report's peer review process?

<p>Statistical results interpretation (B)</p> Signup and view all the answers

What does the null hypothesis in Null Hypothesis Significance Testing (NHST) assume?

<p>There is no significant difference between the groups being compared. (C)</p> Signup and view all the answers

What is a potential risk of p-hacking in research?

<p>It can result in false-positive findings. (B)</p> Signup and view all the answers

Which of the following is NOT an example of p-hacking?

<p>Collecting data from all participants and reporting all findings. (C)</p> Signup and view all the answers

How does having a large sample size (N) affect the results of studies?

<p>It allows for trivial differences to appear significant. (C)</p> Signup and view all the answers

According to Tukey, what is his perspective on the differences between conditions?

<p>Effects are always different, even if only by a small margin. (D)</p> Signup and view all the answers

Which practice could lead to a false positive without true significant effects?

<p>P-hacking through selective reporting. (D)</p> Signup and view all the answers

What is meant by 'dramatically different results' in research context?

<p>Results that lead to major conclusions and implications. (B)</p> Signup and view all the answers

What could be a reason why researchers engage in p-hacking?

<p>To publish results that reflect what they aim to show. (D)</p> Signup and view all the answers

What is HARKing in the context of research?

<p>Generating new hypotheses based on results observed after the analysis. (A)</p> Signup and view all the answers

Which of the following best describes SHARKing?

<p>Publicly presenting post hoc hypotheses in the introduction as if they were pre-planned. (B)</p> Signup and view all the answers

What does THARKing involve?

<p>Presenting hypotheses from post hoc reviews in a transparent manner in the discussion section. (B)</p> Signup and view all the answers

Why is HARKing considered unethical in scientific research?

<p>It undermines the validity of scientific findings. (C)</p> Signup and view all the answers

What is the potential issue with using post hoc analyses in hypothesis formulation?

<p>They can lead to misleading conclusions if not transparent. (C)</p> Signup and view all the answers

What outcome is associated with the first case study discussed by Hollenbeck (2017)?

<p>Inability to replicate findings from published research. (A)</p> Signup and view all the answers

What is indicated by an 'r' value of 0.1 in the second case study involving epidemiologists and a new drug?

<p>A small correlation indicating minimal impact of the drug. (D)</p> Signup and view all the answers

What is a key difference between a priori hypotheses and post hoc hypotheses?

<p>A priori hypotheses are developed before data collection, whereas post hoc hypotheses arise after analyzing data. (B)</p> Signup and view all the answers

What is a key feature of the registered report method compared to traditional review methods?

<p>It includes a Stage 1 review and In-Principle Acceptance. (C)</p> Signup and view all the answers

What evidence is associated with registered reports compared to regular articles?

<p>They are more likely to fail to reject the null hypothesis. (A)</p> Signup and view all the answers

What is the main disadvantage of pre-registration according to the findings?

<p>It improves perceptions of research quality, but not replication rates. (B)</p> Signup and view all the answers

How many stages of review do registered reports undergo?

<p>Two stages of review. (B)</p> Signup and view all the answers

Which method has more examples in practice, pre-registration or registered reports?

<p>Pre-registration is more common. (A)</p> Signup and view all the answers

What is the purpose of In-Principle Acceptance in the registered report method?

<p>To confirm the research design before data collection. (B)</p> Signup and view all the answers

Which statement correctly describes the limitations of registered reports?

<p>They reduce but do not eliminate publication bias. (C)</p> Signup and view all the answers

Why might authors prefer registered reports over traditional review methods?

<p>They provide acceptance prior to data collection, enhancing credibility. (A)</p> Signup and view all the answers

Flashcards

Reproducibility Failure

When a study's results cannot be duplicated or validated using the original data or methods.

Process Reproducibility Failure

Reproducing a result but needing to change the analysis method from the original study to get that result.

Outcome Reproducibility Failure

A study's reported significant results do not appear when reanalyzing the same data.

Open Science Collaboration

An effort to reproduce the results of 100 scientific studies across different laboratories.

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Replication Rate

The percentage of studies that successfully replicated the original findings.

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Cognitive Psychology Replication

Cognitive psychology studies have a 50% replication success rate.

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Social Psychology Replication

Social psychology studies have a 26% replication success rate.

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Incomplete Research Data Disclosure

A common reason for reproducibility failure, insufficient information is given about data collection methods and the analysis performed.

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Pre-Registration of Research Methods

A detailed plan for research methods filed online before data collection, including hypotheses, methodologies, and analyses. This plan is set in stone and cannot be changed.

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Registered Report

A detailed research plan submitted for peer review before data collection. High-quality protocols are provisionally accepted for publication if the authors follow the registered methodology.

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Why Pre-register?

Pre-registration reduces bias by preventing researchers from changing their methods after seeing the data, thus improving the reliability of research findings.

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DOI

A unique and permanent string of letters and numbers assigned to articles filed online, allowing easy access and identification.

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Pre-registration for Existing Data

Pre-registration can be applied to studies using existing or secondary data, ensuring transparency and reproducibility of analysis methods.

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Null Hypothesis Significance Testing (NHST)

A statistical method used to determine if there's a significant difference between groups or conditions. It assumes there is no difference.

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P-value

The probability of obtaining the observed results if the null hypothesis is true. A small p-value suggests evidence against the null hypothesis.

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P-hacking

Unethical practice of manipulating data or analysis to achieve statistically significant results.

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False Positive

A result that indicates an effect when there is none. Occurs when p-hacking leads to accepting a false hypothesis.

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Data Manipulation Example

Stopping data collection when p < .05 to ensure significance.

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Multiple Comparisons

Analyzing many measures but only reporting those with p < .05.

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Covariate Addition

Adding variables to the analysis until p < .05.

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Participant Exclusion

Removing participants until p < .05.

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Why is THARKing acceptable?

THARKing can be justified in science because it can lead to more efficient and effective research by focusing on areas that show unexpected or interesting results.

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What's wrong with HARKing?

HARKing is unethical because it deceives readers into thinking the hypothesis was a priori, which can lead to misleading scientific conclusions.

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Case Study 1: HARKing?

A researcher created long questionnaires and found significant correlations. These findings were presented as a priori hypotheses, but the hypothesis actually came after analyzing the data.

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Case Study 2: HARKing?

Researchers found a small correlation between a drug and survival rate, but they noticed a difference between male and female patients. Some researchers may try to present this difference as an a priori hypothesis.

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How can you avoid HARKing?

Formulate hypotheses based on existing research and theory before collecting any data. This ensures that the research process proceeds in a logical, scientific manner.

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Preregistration

A detailed plan for a research study, outlining methods, hypotheses, and analyses, filed online before data collection.

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PRP-QUANT

A template for preregistering quantitative psychology research, emphasizing transparency and reproducibility.

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Data Accessibility Statement

A section in a preregistration plan that outlines how and where the study data will be made available to other researchers.

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Time Point of Registration

The date and time when the research plan was preregistered, providing a timestamp for the protocol.

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IRB Status

A section in a preregistration plan that indicates whether the research protocol has been approved by the Institutional Review Board (IRB).

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Stage 1 Review

The initial review of a Registered Report's proposed methodology and research plan.

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In-Principle Acceptance

The approval of a Registered Report's methodology and research plan, guaranteeing publication if the research is conducted as planned.

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Stage 2 Review

The final review of a Registered Report after the research is completed, verifying if the methods were followed accurately.

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Pre-Registered Report

A research plan that includes methods and hypotheses but doesn't undergo a formal Stage 1 review.

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Traditional Review

The traditional peer review system that occurs after a research study has been completed.

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Pre-registration vs. Registered Report

Pre-registration only plans the study beforehand. Registered Reports also have a Stage 1 review and 'In-Principle' acceptance, guaranteeing publication if the study is conducted according to the plan.

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Publication Bias

The tendency for studies with statistically significant results to be published more often, skewing the scientific literature.

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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.

  • 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.

  • 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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