ArticleSocial psychological and personality science2017
Too True to be Bad: When Sets of Studies With Significant and Nonsignificant Findings Are Probably True.
Article in Social psychological and personality science, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 31 papers, 4 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
31 citing papers in PubMed, 4 syntheses or guidelines pooled it.
- Pooled it
- Characterizing Interoceptive Differences in Autism: A Systematic Review and Meta-analysis of Case-control Studies.Journal of autism and developmental disorders · 2023Pooled it
- Clinical Outcome Following Concussion Among College Athletes with a History of Prior Concussion: A Systematic Review.Sports medicine - open · 2022Pooled it
- Systematic Review of Pre-injury Migraines as a Vulnerability Factor for Worse Outcome Following Sport-Related Concussion.Frontiers in neurology · 2022Pooled it
- Nonsignificance misinterpreted as an effect's absence in psychology: prevalence and temporal analyses.Royal Society open science · 2025Article
- Novelty, Consistency, Transparency: The Trilemma of Psychological Sciences and its Consequences on Open Science Practices.International review of social psychology · 2025Article
- Multiverse analyses of fear acquisition and extinction retention in posttraumatic stress disorder.Psychophysiology · 2023Review
- When History Seems to Repeat Itself: Exposure to Perceived Lessons of the Past Influences Predictions About Current Political Events.Psychologica Belgica · 2022Article
- Person-Message Fit: Racial Identification Moderates the Benefits of Multicultural and Colorblind Diversity Approaches.Personality & social psychology bulletin · 2021Article
- Capturing Fluctuations in Pathogen Avoidance: the Situational Pathogen Avoidance Scale.Evolutionary psychological science · 2021Article
- Revisiting potential associations between brain morphology, fear acquisition and extinction through new data and a literature review.Scientific reports · 2020Review
- Systematic Review of Preinjury Mental Health Problems as a Vulnerability Factor for Worse Outcome After Sport-Related Concussion.Orthopaedic journal of sports medicine · 2020Review
- People with disagreeable personalities (selfish, combative, and manipulative) do not have an advantage in pursuing power at work.Proceedings of the National Academy of Sciences of the United States of America · 2020Article
- Article
- Article
- Article
- Article
- Improving Psychological Science through Transparency and Openness: An Overview.Perspectives on behavior science · 2019Article
- Article
- Would disfluency by any other name still be disfluent? Examining the disfluency effect with cursive handwriting.Memory & cognition · 2018Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Psychology journals rarely publish nonsignificant results. At the same time, it is often very unlikely (or "too good to be true") that a set of studies yields exclusively significant results. Here, we use likelihood ratios to explain when sets of studies that contain a mix of significant and nonsignificant results are likely to be true or "too true to be bad." As we show, mixed results are not only likely to be observed in lines of research but also, when observed, often provide evidence for the alternative hypothesis, given reasonable levels of statistical power and an adequately controlled low Type 1 error rate. Researchers should feel comfortable submitting such lines of research with an internal meta-analysis for publication. A better understanding of probabilities, accompanied by more realistic expectations of what real sets of studies look like, might be an important step in mitigating publication bias in the scientific literature.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.