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Choosing Prediction Over Explanation in Psychology: Lessons From Machine Learning
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References

  • 1992A power primer.42,571 cited
  • 1992A power primer.8,753 cited
  • 2015Estimating the reproducibility of psychological science8,516 cited
  • 2011False-Positive Psychology6,561 cited
  • 2010To Explain or to Predict?2,974 cited
  • 1979The robust beauty of improper linear models in decision making.1,969 cited
  • 2008Systematic Review of the Empirical Evidence of Study Publication Bias and Outcome Reporting Bias1,544 cited
  • 2008Why Most Discovered True Associations Are Inflated1,489 cited
  • 2012Scientific Utopia1,301 cited
  • 2012An Agenda for Purely Confirmatory Research1,041 cited
  • 2014Statistical power and optimal design in experiments in which samples of participants respond to samples of stimuli.928 cited
  • 1990WHY SUMMARIES OF RESEARCH ON PSYCHOLOGICAL THEORIES ARE OFTEN UNINTERPRETABLE912 cited
  • 2012The Rules of the Game Called Psychological Science800 cited
  • 2012A Vast Graveyard of Undead Theories603 cited

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  • 2021Network analysis of multivariate data in psychological science1,366 cited
  • 2017

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Moving Forward: Challenges and Directions for Psychopathological Network Theory and Methodology
948 cited
  • 2024Artificial intelligence and illusions of understanding in scientific research699 cited
  • 2019A primer on two-level dynamic structural equation models for intensive longitudinal data in Mplus.599 cited
  • 2023Can Large Language Models Transform Computational Social Science?582 cited
  • 2022Predictive model assessment and selection in composite-based modeling using PLS-SEM: extensions and guidelines for using CVPAT543 cited
  • 2020Automated assessment of psychiatric disorders using speech: A systematic review514 cited
  • 2019Uncovering the structure of self-regulation through data-driven ontology discovery475 cited
  • 2019Patterns of Implicit and Explicit Attitudes: I. Long-Term Change and Stability From 2007 to 2016466 cited
  • 2019A Review of Psychophysiological Measures to Assess Cognitive States in Real-World Driving349 cited
  • 2019Future Directions in Single-Session Youth Mental Health Interventions335 cited
  • 2017How Performing PCA and CFA on the Same Data Equals Trouble313 cited
  • 2020Machine learning uncovers the most robust self-report predictors of relationship quality across 43 longitudinal couples studies313 cited
  • 2019Machine Learning for Sociology294 cited
  • 2020Predicting Perceived Stress Related to the Covid-19 Outbreak through Stable Psychological Traits and Machine Learning Models291 cited
  • 2020Personalized Models of Psychopathology276 cited