The DOI matches its Crossref record; 16 of the 16 references it cites were found in a registry or an index.
The file drawer problem and tolerance for null results.
Abstract
For any given research area, one cannot tell how many studies have been con-ducted but never reported. The extreme view of the "file drawer problem " is that journals are filled with the 5 % of the studies that show Type I errors, while the file drawers are filled with the 95 % of the studies that show non-significant results. Quantitative procedures for computing the tolerance for filed and future null results are reported and illustrated, and the implications are discussed. Both behavioral researchers and statisti-cians have long suspected that the studies published in the behavioral sciences are a biased sample of the studies that are actually carried out (Bakan, 1967; McNemar, 1960; Smart, 1964; Sterling, 1959). The extreme view of this problem, the "file drawer prob-lem, " is that the journals are filled with the 5 % of the studies that show Type I errors, while the file drawers back at the lab are filled with the 95 % of the studies that show nonsignificant (e.g., p>.05) results. In the past there was very little one could do to assess the net effect of studies, tucked away in file drawers, that did not make the magic.05 level (Rosenthal & Gaito, 1963, 1964). Now, however, although no definitive solution to the problem is available, one can establish reasonable boundaries on the prob-lem and estimate the degree of damage to any research conclusion that could be done by the file drawer problem. This advance in our ability to cope with the file drawer is an outgrowth of the in-creasing interest of behavioral scientists in summarizing bodies of research literature sys-Preparation of this article was supported in part by the National Science Foundation. I would like to thank Judith A. Hall and Donald B. Rubin for their valuable improvements of an earlier version of this article. Requests for reprints should be sent to Robert
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In the citing paper
“We then calculated Rosenthal’s fail-safe N (Rosenthal, 1979), and determined that 2,153,789 effects evidencing no relationship between SA and psychopathology (g = 0) would be needed to reduce the significance level of the summary effect size to .05.”
From Sexual assault victimization and psychopathology: A review and meta-analysis (2017) · cites this paper as Rosenthal, 1979
In the citing paper
“The file drawer effect is a perennial problem in the academic literature (Rosenthal, 1979)”
From Sexual assault victimization and psychopathology: A review and meta-analysis (2017) · cites this paper as Rosenthal, 1979
In the citing paper
“First, we calculated the fail-safe N [177] to be 4,274, which is the theoretical number of unpublished studies with effect sizes averaging zero (no effect) that would be needed to render negligible the omnibus results.”
From Social Relationships and Mortality Risk: A Meta-analytic Review (2010) · cites this paper as [177]
In the citing paper
“As we did not include unpublished work in our meta-analyses we tested for publication bias in the following ways.Firstly, funnel plots were examined.demonstrating no systematic publication biases (tables available from first author on request).Secondly..Fail-safe N (Rosenthal, 1979) values ranged from k=2048 to k=6708 studies for the primary study aims, suggesting absence of publication bias.”
From Acceptance and commitment therapy - Do we know enough? Cumulative and sequential meta-analyses of randomized controlled trials. (2016) · cites this paper as Rosenthal, 1979
In the citing paper
“Fail-safe N (Rosenthal, 1979) values ranged from k=2048 to k=6708 studies for the primary study aims, suggesting absence of publication bias.”
From Acceptance and commitment therapy - Do we know enough? Cumulative and sequential meta-analyses of randomized controlled trials. (2016) · cites this paper as Rosenthal, 1979
In the citing paper
“Presence of publication bias was assessed with funnel plots, 22 Rosenthal's fail-safe N , 23 and Egger's regression intercept. 24”
From Light Therapy for Patients With Bipolar Depression: Systematic Review and Meta-Analysis of Randomized Controlled Trials (2020) · cites this paper as [23]
In the citing paper
“In terms of study quality, there was some indication of publication bias whereby some associations between racism and health outcomes were stronger in published versus unpublished studies, consistent with the tendency for ‘null’ studies to remain unpublished (i.e., the ‘file drawer’ problem [418]).”
From Racism as a Determinant of Health: A Systematic Review and Meta-Analysis (2015) · cites this paper as [418]
In the citing paper
“An alternative, perhaps more plausible, explanation is that there could be a significant amount of unpublished negative or inconclusive results, a phenomenon referred to as the “file-drawer effect” or publication bias (23).”
From Statistical and Methodological Considerations for the Interpretation of Intranasal Oxytocin Studies (2016) · cites this paper as [23]
In the citing paper
“If either of the two last hypotheses is true, there should exist many unpublished studies with null results lying in laboratories' drawers (32).”
From Is there a Publication Bias in Behavioural Intranasal Oxytocin Research on Humans? Opening the File Drawer of One Laboratory (2016) · cites this paper as [32]
In the citing paper
“Even if the first REM episode occurs about 70 minutes after falling asleep (33), some subjects may present a REM EEG and occulomotor pattern a way farster.The REM sleep can actually occur pretty rapidly in some individuals according to the MD (sleep specialist) who co-supervised this study.Furthermore, the MSLT has specialy been built for this puporse (see32)”
From Is there a Publication Bias in Behavioural Intranasal Oxytocin Research on Humans? Opening the File Drawer of One Laboratory (2016) · cites this paper as [32]
In the citing paper
“Publication bias was evaluated using Rosenthal's file drawer analysis (Rosenthal, 1979) and Egger's linear regression (Card, 2012), and applying ANOVA to compare the mean effect size of the published versus unpublished studies.”
From Don't throw away your printed books: A meta-analysis on the effects of reading media on reading comprehension (2018) · cites this paper as Rosenthal, 1979
In the citing paper
“Rosenthal (1979) suggested a fail-safe N value above 5; k + 10 reflects results that are tolerant to contradicting studies”
From Emotional processes, collective behavior, and social movements: A meta-analytic review of collective effervescence outcomes during collective gatherings and demonstrations (2022) · cites this paper as Rosenthal, 1979
In the citing paper
“We applied random-effects models to fit the relations between CE and the criterion variables, following the guidelines proposed by Rosenthal (1979), Hunter and Schmidt (2004) and Cumming (2013).”
From Emotional processes, collective behavior, and social movements: A meta-analytic review of collective effervescence outcomes during collective gatherings and demonstrations (2022) · cites this paper as Rosenthal (1979)
In the citing paper
“The fail-safe value for this meta-analysis was computed to be 3001, which is more than 5(36) + 10.”
From Effects of digital game-based STEM education on students’ learning achievement: a meta-analysis (2022) · cites this paper as Rosenthal, 1979
In the citing paper
“Moreover, we suggest our results may look like a lot of studies that ended up in the so-called “file drawer” [57].”
From Not so terrifying after all? A set of failed replications of the mortality salience effects of Terror Management Theory (2023) · cites this paper as [57]
In the citing paper
“Finally, publication bias was addressed by computing the fail-safe N for the correlation coefficients (Hunter & Schmidt, 2004;Rosenthal, 1979), which reports the number of field effect sizes or the tolerance for future null results, to check whether a publication bias affected our results.”
From Drivers of Consumer Adoption of e-Commerce: a Meta-Analysis (2022) · cites this paper as Rosenthal, 1979
In the citing paper
“Using Rosenthal’s (1979) fail-safe N criterion that the value should be over five times greater than the number of studies included in the meta-analysis, the fail-safe N for all outcome groups were at least eight times larger than the criterion value, suggesting that the effect sizes are unlikely to be an artifact of bias.”
From Racism as a Determinant of Health: A Systematic Review and Meta-Analysis (2015) · cites this paper as Rosenthal (1979)
In the citing paper
“A possible interpretation of these results is that the missing effect sizes are mainly a file‐drawer problem (Rosenthal, 1979). This interpretation is consistent with the evidence presented in Franco et al. (2014), which indicates that the file‐drawer problem is the main culprit behind publication bias in the social sciences.”
From Targeted school‐based interventions for improving reading and mathematics for students with or at risk of academic difficulties in Grades K‐6: A systematic review (2021) · cites this paper as Rosenthal, 1979
In the citing paper
“Moreover, Rosenthal (1979) opined that a Fail-safe N exceeding the number of studies by fivefold would provide strong support for the robustness of the significant effects.”
From Extending the Theory of Planned Behavior in the Social Commerce Context: A Meta-Analytic SEM (MASEM) Approach (2023) · cites this paper as Rosenthal (1979)
In the citing paper
“The trim-and-fill method (Duval & Tweedie, 2000) tends to adjust too little when bias is strong (Carter et al., 2019), and Fail-Safe N (Rosenthal, 1979) neither tests nor adjusts for the presence of bias.”
From Do Salient Social Norms Moderate Mortality Salience Effects? A (Challenging) Meta-Analysis of Terror Management Studies (2023) · cites this paper as Rosenthal, 1979
In the citing paper
“Not including these studies may lead to an overestimation of the true effect size, a phenomenon known as ' publication bias ' (Rosenthal 1979).”
From The Effects of Youth Mentoring Programs: A Meta-analysis of Outcome Studies (2019) · cites this paper as Rosenthal 1979
In the citing paper
“However, a common problem is that results may not have been reported in dissertations or research reports, or published in scienti fi c (peer-reviewed) journals, due to non-signi fi cant or unfavorable fi ndings and, therefore, are dif fi cult to locate.”
From The Effects of Youth Mentoring Programs: A Meta-analysis of Outcome Studies (2019) · cites this paper as Rosenthal 1979
In the citing paper
“Potentially problematic practices include selective reporting, selective analysis, and insufficient specification of the conditions necessary or sufficient to obtain the results ( 1223 ).”
From Estimating the reproducibility of psychological science (2015) · cites this paper as [21]
In the citing paper
“The traditional fail-safe value is 1904, which is higher than the threshold value of 100, i.e., [5(18) + 10], indicating that publication bias is insignificant, and the study's results are reliable.”
From A meta-analysis to explore the role of design thinking in enhancing creativity as learning outcomes in STEM education (2026) · cites this paper as Rosenthal, 1979
In the citing paper
“The Q statistic was used to assess heterogeneity30, and publication bias was estimated using Rosenthal’s fail-safe number with α = 0.0531.”
From The limited prosocial effects of meditation: A systematic review and meta-analysis (2018) · cites this paper as [31]
In the citing paper
“Rosenthal's fail-safe number (NR) was calculated, estimating the number of unpublished studies with non-significant results needed to bring an observed result to non-significance (NR ⩾ 5k + 10 to rule out a file drawer problem) (Rosenthal, 1979).”
From Efficacy of non-invasive brain stimulation on cognitive functioning in brain disorders: a meta-analysis (2020) · cites this paper as Rosenthal, 1979
In the citing paper
“In case of statistically significant effect sizes, it was planned to examine the robustness of findings by calculating the Failsafe N (number of non‐significant studies that would bring the p‐value to non‐significant (p > 0.05)) 40.”
From Cognitive behavioral therapies for informal caregivers of patients with cancer and cancer survivors: a systematic review and meta-analysis (2017) · cites this paper as [40]
In the citing paper
“With negative results buried in file drawers (55), conclusions drawn from the published record can be misleading, and 'false facts' can become canonized in the literature (56).”
From Misinformation in and about science (2021) · cites this paper as [55]
In the citing paper
“the fail-safe N (i.e. the file drawer statistic) was used to determine how many additional studies would be necessary to turn a significant ES non-significant (32).”
From Peripheral cytokine and chemokine alterations in depression: a meta‐analysis of 82 studies (2017) · cites this paper as [32]
In the citing paper
“File drawer analysis (Rosenthal, 1979) revealed that 1919 unpublished, filed, or unretrieved studies averaging null results would be required to bring the average unweighted effect size to nonsignificance.”
From Happy to help? A systematic review and meta-analysis of the effects of performing acts of kindness on the well-being of the actor (2018) · cites this paper as Rosenthal, 1979
In the citing paper
“Rosenthal's (1979) fail-safe N analysis reveals 186 unpublished papers (i.e., null effect) are needed to be included in the meta-analysis in order to invalidate the population effect size of small to medium (i.e., .235)found in this review.”
From A meta-analytic review of the efficacy of physical exercise interventions on cognition in individuals with autism spectrum disorder and ADHD (2016) · cites this paper as Rosenthal's (1979)
In the citing paper
“Not including these studies may lead to an overestimation of the true effect size, the so called ' publication bias ' (Rosenthal, 1979).”
From The effects of physical activity interventions on psychosocial outcomes in adolescents: a meta-analytic review (2016) · cites this paper as Rosenthal, 1979
In the citing paper
“Rosenthal's fail-safe N 37 calculated 115 missing studies would be required to increase the two-tailed p-value to above .05.”
From Anxiety in Informal Dementia Carers: A Meta-Analysis of Prevalence (2020) · cites this paper as [37]
In the citing paper
“Publication bias was investigated with Begg's rank correlation test for funnel plot asymmetry (Begg and Mazumdar, 1994) and where significant effects were present Rosenthal's file drawer analysis was also conducted (Rosenthal, 1979).”
From Meta-analysis of the effects of intranasal oxytocin on interpretation and expression of emotions (2017) · cites this paper as Rosenthal, 1979
In the citing paper
“Over time, this practice artificially inflates Type I error and may make it appear that relationships exist when in reality they do not (Rosenthal et al., 1979).”
From Psychosocial functioning and the cortisol awakening response: meta-analysis, P-curve analysis, and evaluation of the evidential value in existing studies (2017) · cites this paper as Rosenthal et al., 1979
In the citing paper
“However, a potential problem with meta-analysis is the file drawer problem, where studies are “filed away” unpublished if they fail to find statistically significant relationships.”
From Psychosocial functioning and the cortisol awakening response: meta-analysis, P-curve analysis, and evaluation of the evidential value in existing studies (2017) · cites this paper as Rosenthal et al., 1979
In the citing paper
“Meta-analyses are necessarily based on the available literature and hence may be affected by the potential publication-bias disfavoring null results (Rosenthal 1979).”
From Parsing the neural correlates of moral cognition: ALE meta-analysis on morality, theory of mind, and empathy (2012) · cites this paper as Rosenthal 1979
In the citing paper
“there is good evidence that journals, especially prestigious ones with higher impact factors, disproportionately publish statistically significant results [ 4 – 10 ].”
From The Extent and Consequences of P-Hacking in Science (2015) · cites this paper as [7]
Citations
Cites
Statistical power analysis for the behavioral sciences
Cohen, J. (1990) · Computers Environment and Urban Systems · doi:10.1016/0198-9715(90)90050-4 · Cited by 65,417
The Handbook of Social Psychology
Gravatt, A. E., Lindzey, G. E., & Aronson, F. (1969) · The Family Coordinator · doi:10.2307/582242 · Cited by 12,518
Some Methods for Strengthening the Common χ 2 Tests
Cochran, W. G. (1954) · Biometrics · doi:10.2307/3001616 · Cited by 3,718 · cited 1×
“Perhaps the simplest, most useful way of computing the overall p of a, set of research studies is the method of adding Zs (Cochran, 1954; Mosteller & Bush, 1954; Rosenthal, 1978).”
MethodMeta-analysis of psychotherapy outcome studies.
Smith, M. L., & Glass, G. V. (1977) · American Psychologist · doi:10.1037/0003-066x.32.9.752 · Cited by 2,154
Experimenter Effects in Behavioral Research
McGuigan, F. J., & Rosenthal, R. (1968) · The American Journal of Psychology · doi:10.2307/1420816 · Cited by 1,633
Self-citationArtifact in behavioral research
Rosenthal, R., & Rosnow, R. L. (1969) · Medical Entomology and Zoology · Cited by 1,186
Self-citationSterling, T. D. (1959) · Journal of the American Statistical Association · doi:10.1080/01621459.1959.10501497 · Cited by 964
Combining results of independent studies.
Rosenthal, R. (1978) · Psychological Bulletin · doi:10.1037/0033-2909.85.1.185 · Cited by 910
Self-citationGender effects in decoding nonverbal cues.
Hall, J. A. (1978) · Psychological Bulletin · doi:10.1037/0033-2909.85.4.845 · Cited by 766
Wortman, C. B., Rosenthal, R., & Rosnow, R. L. (1976) · The American Journal of Psychology · doi:10.2307/1421418 · Cited by 428
Self-citation
Cited by
Sorted by citations
Meta-analysis of Observational Studies in Epidemiology<SUBTITLE>A Proposal for Reporting</SUBTITLE>
Stroup, D. F. (2000) · JAMA · doi:10.1001/jama.283.15.2008 · Cited by 20,623
Duval, S., & Tweedie, R. (2000) · Biometrics · doi:10.1111/j.0006-341x.2000.00455.x · Cited by 14,099
Estimating the reproducibility of psychological science
Open Science Collaboration (2015) · Science · doi:10.1126/science.aac4716 · Cited by 8,515
“Concernsaboutreproducibilityarewidespread acrossdisciplines( 9 – 21 ).”
Sterne, J. A. C., Sutton, A. J., Ioannidis, J. P. A., Terrin, N., Jones, D. R., Lau, J., Carpenter, J., Rucker, G., Harbord, R. M., Schmid, C. H., et al. (2011) · BMJ · doi:10.1136/bmj.d4002 · Cited by 7,709
Social Relationships and Mortality Risk: A Meta-analytic Review
Holt-Lunstad, J., Smith, T. B., & Layton, J. B. (2010) · PLoS Medicine · doi:10.1371/journal.pmed.1000316 · Cited by 7,272
Emotion-regulation strategies across psychopathology: A meta-analytic review
Aldao, A., Nolen-Hoeksema, S., & Schweizer, S. (2010) · Clinical Psychology Review · doi:10.1016/j.cpr.2009.11.004 · Cited by 6,686
Perceived organizational support: a review of the literature.
Rhoades, L., & Eisenberger, R. (2002) · Journal of Applied Psychology · doi:10.1037/0021-9010.87.4.698 · Cited by 7,592
ESG and financial performance: aggregated evidence from more than 2000 empirical studies
Friede, G., Busch, T., & Bassen, A. (2015) · Journal of Sustainable Finance & Investment · doi:10.1080/20430795.2015.1118917 · Cited by 6,278
Socioeconomic Status and Academic Achievement: A Meta-Analytic Review of Research
Sirin, S. R. (2005) · Review of Educational Research · doi:10.3102/00346543075003417 · Cited by 4,687
Putnick, D. L., & Bornstein, M. H. (2016) · Developmental Review · doi:10.1016/j.dr.2016.06.004 · Cited by 4,369
“Perhaps tests of many groups rarely appear in the literature because fewer researchers study many groups, measurement invariance is not achieved (e.g., the file drawer problem; Rosenthal, 1979), or model complexity causes researchers to shy away from tests with many groups.”
BackgroundBamberg, S., & Möser, G. (2007) · Journal of Environmental Psychology · doi:10.1016/j.jenvp.2006.12.002 · Cited by 4,140
Systematic reviews in the social sciences: a practical guide
(2006) · Choice Reviews Online · doi:10.5860/choice.43-5664 · Cited by 4,081
Cohen, J. (1994) · American Psychologist · doi:10.1037/0003-066x.49.12.997 · Cited by 4,003
Webb, T. L., & Sheeran, P. (2006) · Psychological Bulletin · doi:10.1037/0033-2909.132.2.249 · Cited by 3,732
Richardson, M., Abraham, C., & Bond, R. (2012) · Psychological Bulletin · doi:10.1037/a0026838 · Cited by 3,646
“The decision to include only published studies could have artificially inflated effect size estimates (Rosenthal, 1979), but with the exception of two measures, namely, ACT and metacognition, Duval and Tweedie’s (2000) trim and fill analysis indicated that, in general, publication bias is not a…”
MethodResultA manifesto for reproducible science
Munafò, M. R., Nosek, B. A., Bishop, D. V. M., Button, K. S., Chambers, C. D., Percie du Sert, N., Simonsohn, U., Wagenmakers, E.-J., Ware, J. J., & Ioannidis, J. P. A. (2017) · Nature Human Behaviour · doi:10.1038/s41562-016-0021 · Cited by 3,397
“Publication bias 47 , also known as the file drawer problem 48 , refers to the fact that many more studies are conducted than published.”
Predictors of posttraumatic stress disorder and symptoms in adults: a meta-analysis
Ozer, E. J., Best, S. R., Lipsey, T. L., & Weiss, D. S. (2003) · Psychological Bulletin · doi:10.1037/0033-2909.129.1.52 · Cited by 3,322
Publication bias in clinical research
Easterbrook, P. J., Gopalan, R., Berlin, J. A., & Matthews, D. R. (1991) · The Lancet · doi:10.1016/0140-6736(91)90201-y · Cited by 3,109
Sin, N. L., & Lyubomirsky, S. (2009) · Journal of Clinical Psychology · doi:10.1002/jclp.20593 · Cited by 2,955
Emergence and Characterization of Sex Differences in Spatial Ability: A Meta-Analysis
Linn, M. C., & Petersen, A. C. (1985) · Child Development · doi:10.2307/1130467 · Cited by 3,234
CHRISTIAN, M. S., GARZA, A. S., & SLAUGHTER, J. E. (2011) · Personnel Psychology · doi:10.1111/j.1744-6570.2010.01203.x · Cited by 2,903
Promoting an open research culture
Nosek, B. A., Alter, G., Banks, G. C., Borsboom, D., Bowman, S. D., Breckler, S. J., Buck, S., Chambers, C. D., Chin, G., Christensen, G., et al. (2015) · Science · doi:10.1126/science.aab2374 · Cited by 2,708
Neurocognitive deficit in schizophrenia: A quantitative review of the evidence.
Heinrichs, R. W., & Zakzanis, K. K. (1998) · Neuropsychology · doi:10.1037/0894-4105.12.3.426 · Cited by 2,798
Associations of depression with C-reactive protein, IL-1, and IL-6: a meta-analysis.
Howren, M. B., Lamkin, D. M., & Suls, J. (2009) · Psychosomatic Medicine · doi:10.1097/psy.0b013e3181907c1b · Cited by 2,766
NITROGEN LIMITATION OF NET PRIMARY PRODUCTIVITY IN TERRESTRIAL ECOSYSTEMS IS GLOBALLY DISTRIBUTED
LeBauer, D. S., & Treseder, K. K. (2008) · Ecology · doi:10.1890/06-2057.1 · Cited by 2,764
Lowe, K. B., Kroeck, K. G., & Sivasubramaniam, N. (1996) · The Leadership Quarterly · doi:10.1016/s1048-9843(96)90027-2 · Cited by 2,765
Moher, D., Schulz, K. F., & Altman, D. G. (2001) · BMC Medical Research Methodology · doi:10.1186/1471-2288-1-2 · Cited by 2,755
van Zomeren, M., Postmes, T., & Spears, R. (2008) · Psychological Bulletin · doi:10.1037/0033-2909.134.4.504 · Cited by 2,714
Salk, R. H., Hyde, J. S., & Abramson, L. Y. (2017) · Psychological Bulletin · doi:10.1037/bul0000102 · Cited by 2,622
“We guarded against sample bias, publication bias, and file drawer effects (Rosenthal, 1979) in several ways.”
Moving to a World Beyond “ p < 0.05”
Wasserstein, R. L., Schirm, A. L., & Lazar, N. A. (2019) · The American Statistician · doi:10.1080/00031305.2019.1583913 · Cited by 2,976
“Furthermore, this false split into “worthy” and “unworthy” results leads to the selective reporting and publishing of results based on their statistical significance—the so-called “file drawer problem” (Rosenthal 1979).”
Vilà, M., Espinar, J. L., Hejda, M., Hulme, P. E., Jarošík, V., Maron, J. L., Pergl, J., Schaffner, U., Sun, Y., & Pyšek, P. (2011) · Ecology Letters · doi:10.1111/j.1461-0248.2011.01628.x · Cited by 3,068
Racism as a Determinant of Health: A Systematic Review and Meta-Analysis
Paradies, Y., Ben, J., Denson, N., Elias, A., Priest, N., Pieterse, A., Gupta, A., Kelaher, M., & Gee, G. (2015) · PLOS ONE · doi:10.1371/journal.pone.0138511 · Cited by 2,610
Maternal depression and parenting behavior
Lovejoy, M. C., Graczyk, P. A., O'Hare, E., & Neuman, G. (2000) · Clinical Psychology Review · doi:10.1016/s0272-7358(98)00100-7 · Cited by 2,667
Factors Influencing the Effectiveness of Relationship Marketing: A Meta-Analysis
Palmatier, R. W., Dant, R. P., Grewal, D., & Evans, K. R. (2006) · Journal of Marketing · doi:10.1509/jmkg.70.4.136 · Cited by 2,601
Siddaway, A. P., Wood, A. M., & Hedges, L. V. (2019) · Annual Review of Psychology · doi:10.1146/annurev-psych-010418-102803 · Cited by 2,550
The relation of empathy to prosocial and related behaviors
Eisenberg, N., & Miller, P. A. (1987) · Psychological Bulletin · doi:10.1037/0033-2909.101.1.91 · Cited by 2,672
Sensitivity and attachment: A meta-analysis on parental antecedents of infant attachment
De Wolff, M. S., & van Ijzendoorn, M. H. (1997) · Child Development · doi:10.1111/j.1467-8624.1997.tb04218.x · Cited by 2,526
Meta-analysis of the heritability of human traits based on fifty years of twin studies
Polderman, T. J. C., Benyamin, B., de Leeuw, C. A., Sullivan, P. F., van Bochoven, A., Visscher, P. M., & Posthuma, D. (2015) · Nature Genetics · doi:10.1038/ng.3285 · Cited by 2,467
Sex differences in aggression between heterosexual partners: a meta-analytic review
Archer, J. (2000) · Psychological Bulletin · doi:10.1037/0033-2909.126.5.651 · Cited by 2,507
Ellis, P. D. (2010) · doi:10.1017/cbo9780511761676 · Cited by 2,461
Effectiveness of L2 instruction: A research synthesis and quantitative meta-analysis
Norris, J. M., & Ortega, L. (2000) · Language Learning · doi:10.1111/0023-8333.00136 · Cited by 2,569
Trust in leadership: Meta-analytic findings and implications for research and practice.
Dirks, K. T., & Ferrin, D. L. (2002) · Journal of Applied Psychology · doi:10.1037/0021-9010.87.4.611 · Cited by 3,550
Maxims or myths of beauty? A meta-analytic and theoretical review
Langlois, J. H., Kalakanis, L., Rubenstein, A. J., Larson, A., Hallam, M., & Smoot, M. (2000) · Psychological Bulletin · doi:10.1037/0033-2909.126.3.390 · Cited by 2,429
… and the Cross-Section of Expected Returns
Harvey, C. R., Liu, Y., & Zhu, H. (2016) · Review of Financial Studies · doi:10.1093/rfs/hhv059 · Cited by 2,119
DiMatteo, M. R. (2004) · Medical Care · doi:10.1097/01.mlr.0000114908.90348.f9 · Cited by 2,169
Research design in clinical psychology
Kazdin, A. E. (1952) · Journal of Clinical Psychology · doi:10.1002/1097-4679(195201)8:1 · Cited by 2,153
The repeatability of behaviour: a meta-analysis
Bell, A. M., Hankison, S. J., & Laskowski, K. L. (2009) · Animal Behaviour · doi:10.1016/j.anbehav.2008.12.022 · Cited by 2,146
Dwivedi, Y. K., Rana, N. P., Jeyaraj, A., Clement, M., & Williams, M. D. (2019) · Information Systems Frontiers · doi:10.1007/s10796-017-9774-y · Cited by 2,137
“studies with significant results (Rosenthal 1979; Sharma and Yetton 2003), it is important to consider studies from the nonjournal sources (Wu and Du 2012) as well.”
BackgroundResultSocial support and patient adherence to medical treatment: a meta-analysis.
DiMatteo, M. R. (2004) · Health Psychology · doi:10.1037/0278-6133.23.2.207 · Cited by 2,107
Gershoff, E. T. (2002) · Psychological Bulletin · doi:10.1037/0033-2909.128.4.539 · Cited by 2,165
Grabe, S., Ward, L. M., & Hyde, J. S. (2008) · Psychological Bulletin · doi:10.1037/0033-2909.134.3.460 · Cited by 2,053
Voyer, D., Voyer, S., & Bryden, M. P. (1995) · Psychological Bulletin · doi:10.1037/0033-2909.117.2.250 · Cited by 2,868
Alliance in individual psychotherapy
Horvath, A. O., Del Re, A. C., Flückiger, C., & Symonds, D. (2011) · Psychotherapy · doi:10.1037/a0022186 · Cited by 2,072
Human capital and entrepreneurial success: A meta-analytical review
Unger, J., Rauch, A., Fresé, M., & Rosenbusch, N. (2009) · Journal of Business Venturing · doi:10.1016/j.jbusvent.2009.09.004 · Cited by 2,081
THE EMPIRICAL STATUS OF GOTTFREDSON AND HIRSCHI'S GENERAL THEORY OF CRIME: A META‐ANALYSIS
Pratt, T. C., & Cullen, F. T. (2000) · Criminology · doi:10.1111/j.1745-9125.2000.tb00911.x · Cited by 2,052
Webb, T. L., Miles, E., & Sheeran, P. (2012) · Psychological Bulletin · doi:10.1037/a0027600 · Cited by 2,006
“On the one hand, studies with large effect sizes may have a better chance of publication compared with studies with small or nonsignificant effects (the “file drawer problem”; Rosenthal, 1979).”
BackgroundResultParental divorce and the well-being of children: A meta-analysis.
Amato, P. R., & Keith, B. (1991) · Psychological Bulletin · doi:10.1037/0033-2909.110.1.26 · Cited by 2,029
Self-Determination Theory Applied to Health Contexts: A Meta-Analysis
Ng, J. Y. Y., Ntoumanis, N., Thøgersen-Ntoumani, C., Deci, E. L., Ryan, R. M., Duda, J. L., & Williams, G. C. (2012) · Perspectives on Psychological Science · doi:10.1177/1745691612447309 · Cited by 1,959
“To address the file drawer problem (Rosenthal, 1979), we used the formula provided by Hunter and Schmidt to calculate the number of “lost” studies (i.”
MethodThe preregistration revolution
Nosek, B. A., Ebersole, C. R., DeHaven, A. C., & Mellor, D. T. (2018) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1708274114 · Cited by 1,998
Factors Influencing the Effectiveness of Relationship Marketing: A Meta-AnalysisPreprint
Palmatier, R. W., Dant, R. P., Grewal, D., & Evans, K. R. (2006) · SSRN Electronic Journal · doi:10.2139/ssrn.904647 · Cited by 1,997
Exposure and affect: Overview and meta-analysis of research, 1968–1987.
Bornstein, R. F. (1989) · Psychological Bulletin · doi:10.1037/0033-2909.106.2.265 · Cited by 1,970
The malleability of spatial skills: A meta-analysis of training studies.
Uttal, D. H., Meadow, N. G., Tipton, E., Hand, L. L., Alden, A. R., Warren, C. M., & Newcombe, N. S. (2012) · Psychological Bulletin · doi:10.1037/a0028446 · Cited by 2,188
Card, N. A., Stucky, B. D., Sawalani, G. M., & Little, T. D. (2008) · Child Development · doi:10.1111/j.1467-8624.2008.01184.x · Cited by 1,917
Predictors of Postpartum Depression
Beck, C. T. (2001) · Nursing Research · doi:10.1097/00006199-200109000-00004 · Cited by 1,960
Distributed practice in verbal recall tasks: A review and quantitative synthesis.
Cepeda, N. J., Pashler, H., Vul, E., Wixted, J. T., & Rohrer, D. (2006) · Psychological Bulletin · doi:10.1037/0033-2909.132.3.354 · Cited by 1,888
Metabolic Syndrome and Risk of Incident Cardiovascular Events and Death
Gami, A. S., Witt, B. J., Howard, D. E., Erwin, P. J., Gami, L. A., Somers, V. K., & Montori, V. M. (2007) · Journal of the American College of Cardiology · doi:10.1016/j.jacc.2006.09.032 · Cited by 1,888
A meta-analytic review of benefit finding and growth.
Helgeson, V. S., Reynolds, K. A., & Tomich, P. L. (2006) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.74.5.797 · Cited by 1,864
Meta-Analysis: Recent Developments in Quantitative Methods for Literature Reviews
Rosenthal, R., & DiMatteo, M. R. (2001) · Annual Review of Psychology · doi:10.1146/annurev.psych.52.1.59 · Cited by 1,780
Self-citationPhysical Activity and Incident Depression: A Meta-Analysis of Prospective Cohort Studies
Schuch, F. B., Vancampfort, D., Firth, J., Rosenbaum, S., Ward, P. B., Silva, E. S., Hallgren, M., Ponce De Leon, A., Dunn, A. L., Deslandes, A. C., et al. (2018) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2018.17111194 · Cited by 1,763
“05) the 212 effect size was calculated (28).”
A Fail-Safe N for Effect Size in Meta-Analysis
Orwin, R. G. (1983) · Journal of Educational Statistics · doi:10.2307/1164923 · Cited by 2,064
Biochar and its effects on plant productivity and nutrient cycling: A meta-analysis
Biederman, L. A., & Harpole, W. S. (2013) · GCB Bioenergy · doi:10.1111/gcbb.12037 · Cited by 1,737
Broadbent, J., & Poon, W. L. (2015) · The Internet and Higher Education · doi:10.1016/j.iheduc.2015.04.007 · Cited by 1,692
Hofmann, W., Gawronski, B., Gschwendner, T., Le, H., & Schmitt, M. (2005) · Personality and Social Psychology Bulletin · doi:10.1177/0146167205275613 · Cited by 1,642
On the Use of Beta Coefficients in Meta-Analysis.
Peterson, R. A., & Brown, S. P. (2005) · Journal of Applied Psychology · doi:10.1037/0021-9010.90.1.175 · Cited by 1,643
THE VALIDITY OF THE JOB CHARACTERISTICS MODEL: A REVIEW AND META‐ANALYSIS
Fried, Y., & Ferris, G. R. (1987) · Personnel Psychology · doi:10.1111/j.1744-6570.1987.tb00605.x · Cited by 1,639
Religious coping and psychological adjustment to stress: A meta-analysis
Ano, G. G., & Vasconcelles, E. B. (2005) · Journal of Clinical Psychology · doi:10.1002/jclp.20049 · Cited by 1,627
Publication bias in the social sciences: Unlocking the file drawer
Franco, A., Malhotra, N., & Simonovits, G. (2014) · Science · doi:10.1126/science.1255484 · Cited by 1,542
A Meta-Analytic Review of the Common-Sense Model of Illness Representations
Hagger, M. S., & Orbell, S. (2003) · Psychology & Health · doi:10.1080/088704403100081321 · Cited by 1,607
Sung, Y.-T., Chang, K.-E., & Liu, T.-C. (2016) · Computers & Education · doi:10.1016/j.compedu.2015.11.008 · Cited by 1,574
“The fail-safe N (i.e., classic fail-safe N ) of Rosenthal (1979) was used to estimate how many insigni fi cant effect sizes (unpublished data) would be necessary to reduce the overall effect size to an insigni fi cant level.”
MethodCompas, B. E., Jaser, S. S., Bettis, A. H., Watson, K. H., Gruhn, M. A., Dunbar, J. P., Williams, E., & Thigpen, J. C. (2017) · Psychological Bulletin · doi:10.1037/bul0000110 · Cited by 1,555
Exercise as a treatment for depression: a meta-analysis adjusting for publication bias
Schuch, F. B., Vancampfort, D., Richards, J., Rosenbaum, S., Ward, P. B., & Stubbs, B. (2016) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2016.02.023 · Cited by 1,529
“Finally, the fail safe number of negative studies that would be required to nullify (i.e. make p > 0.05) the ES was calculated (Rosenthal, 1979).”
MethodInfluentialThe evolution of polyandry: multiple mating and female fitness in insects
Arnqvist, G., & Nilsson, T. (2000) · Animal Behaviour · doi:10.1006/anbe.2000.1446 · Cited by 1,570
Puzzlingly High Correlations in fMRI Studies of Emotion, Personality, and Social Cognition
Vul, E., Harris, C., Winkielman, P., & Pashler, H. (2009) · Perspectives on Psychological Science · doi:10.1111/j.1745-6924.2009.01125.x · Cited by 1,475
Research Methods in Psychology
Shaughnessy, J. J. (2016) · doi:10.24926/8668.2201 · Cited by 1,503
Patient Adherence and Medical Treatment Outcomes: A Meta-Analysis
Robin DiMatteo, M., Giordani, P. J., Lepper, H. S., & Croghan, T. W. (2002) · Medical Care · doi:10.1097/00005650-200209000-00009 · Cited by 1,490
P-curve: A key to the file-drawer.
Simonsohn, U., Nelson, L. D., & Simmons, J. P. (2014) · Journal of Experimental Psychology: General · doi:10.1037/a0033242 · Cited by 1,500
Transfer of Training: A Meta-Analytic Review
Blume, B. D., Ford, J. K., Baldwin, T. T., & Huang, J. L. (2010) · Journal of Management · doi:10.1177/0149206309352880 · Cited by 1,477
Peripheral cytokine and chemokine alterations in depression: a meta‐analysis of 82 studies
Köhler, C. A., Freitas, T. H., Maes, M., de Andrade, N. Q., Liu, C. S., Fernandes, B. S., Stubbs, B., Solmi, M., Veronese, N., Herrmann, N., et al. (2017) · Acta Psychiatrica Scandinavica · doi:10.1111/acps.12698 · Cited by 1,443
“, the file drawer statistic) was used to determine how many additional studies would be necessary to turn a significant ES non-significant (32).”
MethodJob satisfaction and job performance: A meta-analysis.
Graef, M. I., & Muchinsky, P. M. (1985) · Psychological Bulletin · doi:10.1037/0033-2909.97.2.251 · Cited by 1,535
Porter, M., & Haslam, N. (2005) · JAMA · doi:10.1001/jama.294.5.602 · Cited by 1,793
Fortunato, S., Bergstrom, C. T., Börner, K., Evans, J. A., Helbing, D., Milojević, S., Petersen, A. M., Radicchi, F., Sinatra, R., Uzzi, B., et al. (2018) · Science · doi:10.1126/science.aao0185 · Cited by 1,497
A Review of Self-Determination Theory’s Basic Psychological Needs at Work
Van den Broeck, A., Ferris, D. L., Chang, C.-H., & Rosen, C. C. (2016) · Journal of Management · doi:10.1177/0149206316632058 · Cited by 1,465
“As such, our results did not provide evidence of publication bias (Rosenthal, 1979).”
ResultHoffman, S. G., & Smits, J. A. J. (2008) · The Journal of Clinical Psychiatry · doi:10.4088/jcp.v69n0415 · Cited by 1,420
Mind-sets matter: A meta-analytic review of implicit theories and self-regulation.
Burnette, J. L., O'Boyle, E. H., VanEpps, E. M., Pollack, J. M., & Finkel, E. J. (2013) · Psychological Bulletin · doi:10.1037/a0029531 · Cited by 1,367
The Extent and Consequences of P-Hacking in Science
Head, M. L., Holman, L., Lanfear, R., Kahn, A. T., & Jennions, M. D. (2015) · PLOS Biology · doi:10.1371/journal.pbio.1002106 · Cited by 1,388
“There are two widely recognized types of researcher-driven publication bias: selection (also known as the “ file drawer effect ” , where studies with nonsignificant results have lower publication rates [7]) and inflation [12].”
BackgroundDoes culture influence what and how we think? Effects of priming individualism and collectivism.
Oyserman, D., & Lee, S. W. S. (2008) · Psychological Bulletin · doi:10.1037/0033-2909.134.2.311 · Cited by 1,390
meta-analysis bias in location and selection of studies
Egger, M., & Smith, G. D. (1998) · BMJ · doi:10.1136/bmj.316.7124.61 · Cited by 1,374
Pashler, H., & Wagenmakers, E. (2012) · Perspectives on Psychological Science · doi:10.1177/1745691612465253 · Cited by 1,321
The Relationship Between Parenting and Delinquency: A Meta-analysis
Hoeve, M., Dubas, J. S., Eichelsheim, V. I., van der Laan, P. H., Smeenk, W., & Gerris, J. R. M. (2009) · Journal of Abnormal Child Psychology · doi:10.1007/s10802-009-9310-8 · Cited by 1,358
Nosek (2012) · doi:10.1177/1745691612459058 · Cited by 1,301
Metadata
- Authors
- Rosenthal, R.
- Affiliations
- Harvard University (US)
- Corresponding author
- Rosenthal, Robert
- Venue
- Psychological Bulletin
- Published
- 1979-05
- Volume
- 86
- Issue
- 3
- Pages
- 638-641
- ISSN
- 0033-2909 (ISSN-L)
- 1939-1455
- OpenAlex
- W2006546769
- Cited by
- 9,068
- References
- 16
- Citations by year
- 2026: 421 · 2025: 521 · 2024: 509 · 2023: 526 · 2022: 525 · 2021: 536 · 2020: 612 · 2019: 607 · 2018: 492 · 2017: 436 · 2016: 417 · 2015: 392 · 2014: 337 · 2013: 289 · 2012: 252
- FWCI
- 26.44
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Psychological Bulletin (publishedVersion)
- Topics
- Social Sciences › Decision Sciences › Statistics, Probability and Uncertainty › Meta-analysis and systematic reviews
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Psychology Research and Bibliometrics
- Social Sciences › Library and Information Sciences › scientometrics and bibliometrics research
- Keywords
- file drawer problem, negative results, publication bias, non-significant results, type I error, selective reporting, behavioral science, evidence synthesis
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