Incongruence between test statistics and P values in medical papers
Open accessAbstract
BACKGROUND: Given an observed test statistic and its degrees of freedom, one may compute the observed P value with most statistical packages. It is unknown to what extent test statistics and P values are congruent in published medical papers. METHODS: We checked the congruence of statistical results reported in all the papers of volumes 409-412 of Nature (2001) and a random sample of 63 results from volumes 322-323 of BMJ (2001). We also tested whether the frequencies of the last digit of a sample of 610 test statistics deviated from a uniform distribution (i.e., equally probable digits). RESULTS: 11.6% (21 of 181) and 11.1% (7 of 63) of the statistical results published in Nature and BMJ respectively during 2001 were incongruent, probably mostly due to rounding, transcription, or type-setting errors. At least one such error appeared in 38% and 25% of the papers of Nature and BMJ, respectively. In 12% of the cases, the significance level might change one or more orders of magnitude. The frequencies of the last digit of statistics deviated from the uniform distribution and suggested digit preference in rounding and reporting. CONCLUSIONS: This incongruence of test statistics and P values is another example that statistical practice is generally poor, even in the most renowned scientific journals, and that quality of papers should be more controlled and valued.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Two studies evaluated p-values in the medical field (Garcia-Berthou & Alcaraz, 2004) and in psychiatry (Berle & Starcevic, 2007) instead of in psychology.
“two studies evaluated p-values in the medical field (Garcia-Berthou & Alcaraz, 2004) and in psychiatry (Berle & Starcevic, 2007) instead of in psychology.”
From The prevalence of statistical reporting errors in psychology (1985–2013) (2016) · cites this paper as Garcia-Berthou & Alcaraz, 2004
The percentage of gross inconsistencies ranged from .4% (Garcia-Berthou & Alcaraz, 2004) to 2.3% (Caperos & Pardo, 2013), with a median of 1.1%, .3 percentage points lower than the 1.4% found in the current study.
“The percentage of gross inconsistencies ranged from .4 % (Garcia-Berthou & Alcaraz, 2004) to 2.3 % (Caperos & Pardo, 2013), with a median of 1.1 % (.3 percentage points lower than the 1.4 % found in the current study).”
From The prevalence of statistical reporting errors in psychology (1985–2013) (2016) · cites this paper as Garcia-Berthou & Alcaraz, 2004
Twenty-five to 38% of medical articles, and up to 50% of psychology papers, contain p-values that do not match the reported test statistic and degrees of freedom.
“Twenty-five to 38% of medical articles (74), and up to 50% in psychology papers (47), contain p-values that don't match the reported test-statistic and degrees of freedom.”
From The devil is in the details: Reporting and transparent research practices in sports medicine and orthopedic clinical trials (2021) · cites this paper as [74]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
The Revised CONSORT Statement for Reporting Randomized Trials: Explanation and Elaboration
Altman, D. G., Schulz, K. F., Moher, D., Egger, M., Davidoff, F., Elbourne, D., Gøtzsche, P. C., Lang, T., & for the CONSORT Group (2001) · Annals of Internal Medicine · doi:10.7326/0003-4819-134-8-200104170-00012 · Cited by 3,835 · see citing works
The scandal of poor medical research.
Altman, D. G. (1994) · BMJ · doi:10.1136/bmj.308.6924.283 · Cited by 897 · see citing works
Statistical guidelines for contributors to medical journals.
Altman, D. G., Gore, S. M., Gardner, M. J., & Pocock, S. (1983) · BMJ · doi:10.1136/bmj.286.6376.1489 · Cited by 662 · see citing works
Comparison of pregnancy dating by last menstrual period, ultrasound scanning, and their combination
Savitz, D. A., Terry, J. W., Dole, N., Thorp, J. M., Siega-Riz, A. M., & Herring, A. H. (2002) · American Journal of Obstetrics and Gynecology · doi:10.1067/mob.2002.127601 · Cited by 437 · see citing works
Guidelines for Statistical Reporting in Articles for Medical Journals
Bailar, J. C., & MOSTELLER, F. (1988) · Annals of Internal Medicine · doi:10.7326/0003-4819-108-2-266 · Cited by 387 · see citing works
On the accuracy of statistical procedures in Microsoft Excel 2003
McCullough, B., & Wilson, B. K. (1999) · Computational Statistics & Data Analysis · doi:10.1016/s0167-9473(99)00004-3 · Cited by 300 · see citing works
Statistics in medical journals: developments in the 1980s.
Altman, D. (1991) · Statistics in Medicine · doi:10.1002/sim.4780101206 · Cited by 267 · see citing works
Statistics in medical journals: some recent trends
Altman, D. G. (2000) · Statistics in Medicine · doi:10.1002/1097-0258(20001215)19:23 · Cited by 252 · see citing works
On the accuracy of statistical procedures in Microsoft Excel 2007
McCullough, B. D., & Heiser, D. A. (2008) · Computational Statistics & Data Analysis · doi:10.1016/j.csda.2008.03.004 · Cited by 238 · see citing works
On the accuracy of statistical procedures in Microsoft Excel 2010
Mélard, G. (2014) · Computational Statistics · doi:10.1007/s00180-014-0482-5 · Cited by 234 · see citing works
Statistics in medical journals
Altman, D. G. (1982) · Statistics in Medicine · doi:10.1002/sim.4780010109 · Cited by 227 · see citing works
Improving Doctors' Understanding of Statistics
Altman, D. G., & Bland, J. M. (1991) · Journal of the Royal Statistical Society Series A (Statistics in Society) · doi:10.2307/2983040 · Cited by 193 · see citing works
Statistical reviewing for medical journals
Altman, D. G. (1998) · Statistics in Medicine · doi:10.1002/(sici)1097-0258(19981215)17:23 · Cited by 157 · see citing works
Ehrenberg, A. S. C. (1977) · Journal of the Royal Statistical Society Series A (General) · doi:10.2307/2344922 · Cited by 153 · see citing works
Assessing the Reliability of Statistical Software: Part I
McCullough, B. D. (1998) · The American Statistician · doi:10.1080/00031305.1998.10480597 · Cited by 144 · see citing works
The Reporting of Computation-Based Results in Statistics
Hoaglin, D. C., & Andrews, D. F. (1975) · The American Statistician · doi:10.1080/00031305.1975.10477393 · Cited by 90 · see citing works
Ehrenberg, A. S. C. (1981) · The American Statistician · doi:10.1080/00031305.1981.10479310 · Cited by 75 · see citing works
Diaconis, P. W., & Freedman, D. A. (1979) · Journal of the American Statistical Association · doi:10.1080/01621459.1979.10482518 · Cited by 68 · see citing works
Statistics Notes: Presentation of numerical data
Altman, D. G., & Bland, J. M. (1996) · BMJ · doi:10.1136/bmj.312.7030.572 · Cited by 67 · see citing works
Observer error and birthweight: digit preference in recording
Edouard, L., & Senthilselvan, A. (1997) · Public Health · doi:10.1016/s0033-3506(97)90004-4 · Cited by 65 · see citing works
Assessing the Reliability of Statistical Software: Part II
McCullough, B. D. (1999) · The American Statistician · doi:10.2307/2685736 · Cited by 51 · see citing works
Should There Be Statistical Guidelines for Medical Research Papers?
O'Fallon, J. R., Dubey, S. D., Salsburg, D. S., Edmonson, J. H., Soffer, A., & Colton, T. (1978) · Biometrics · doi:10.2307/2530390 · Cited by 50 · see citing works
Assessing the Reliability of Statistical Software: Part II
McCullough, B. D. (1999) · The American Statistician · doi:10.1080/00031305.1999.10474450 · Cited by 44 · see citing works
Increasing the accessibility of data
Smith, G. D. (1994) · BMJ · doi:10.1136/bmj.308.6943.1519 · Cited by 43 · see citing works
Publishing raw data and real time statistical analysis on e-journals
Hutchon, D. J. R. (2001) · BMJ · doi:10.1136/bmj.322.7285.530 · Cited by 37 · see citing works
Poor-Quality Medical Research: What Can Journals Do?
Altman, D. G. (2002) · JAMA · doi:10.1001/jama.287.21.2765 · Cited by 34 · see citing works
Delamothe, T. (1996) · BMJ · doi:10.1136/bmj.312.7041.1241 · Cited by 31 · see citing works
Quality assessment of data on blood pressure in the WHO MONICA Project
Kuulasmaa, K., Hense, H., & Tolonen, H. K. (1998) · STM:n Hallinnonalan avoin julkaisuarkisto (Julkari) · Cited by 15 · see citing works
Hawkins, B. A. (1999) · Nature · doi:10.1038/22862 · Cited by 9 · see citing works
Editorial Code for Presentation of Statistical Analyses
Finney, D. J., & Harper, J. L. (1994) · Experimental Agriculture · doi:10.1017/s0014479700024637 · Cited by 7 · see citing works
Preprocessing histograms of age at menopause using the fast Fourier transform
Greer, W. (2003) · Maturitas · doi:10.1016/s0378-5122(03)00039-2 · Cited by 7 · see citing works
Clemons, T. E., & Pagano, M. (1999) · The American Statistician · doi:10.1080/00031305.1999.10474480 · Cited by 3 · see citing works
Eliminating Bias Due to Rounding
Green, D. (1990) · Teaching Statistics · doi:10.1111/j.1467-9639.1990.tb00119.x · Cited by 2 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Increasing value and reducing waste in research design, conduct, and analysis
Ioannidis, J. P. A., Greenland, S., Hlatky, M. A., Khoury, M. J., Macleod, M. R., Moher, D., Schulz, K. F., & Tibshirani, R. (2014) · The Lancet · doi:10.1016/s0140-6736(13)62227-8 · Cited by 1,597 · see citing works
Serdar, C. C., Cihan, M., Yücel, D., & Serdar, M. A. (2020) · Biochemia Medica · doi:10.11613/bm.2021.010502 · Cited by 1,680 · see citing works
A dirty dozen: twelve p-value misconceptions.
Goodman, S. (2008) · Seminars in hematology (Print) · doi:10.1053/j.seminhematol.2008.04.003 · Cited by 694 · see citing works
The prevalence of statistical reporting errors in psychology (1985–2013)
Nuijten, M. B., Hartgerink, C. H. J., van Assen, M. A. L. M., Epskamp, S., & Wicherts, J. M. (2016) · Behavior Research Methods · doi:10.3758/s13428-015-0664-2 · Cited by 510 · see citing works
Nelson, L. D., Simmons, J., & Simonsohn, U. (2018) · Annual Review of Psychology · doi:10.1146/annurev-psych-122216-011836 · Cited by 548 · see citing works
Wicherts, J. M., Bakker, M., & Molenaar, D. (2011) · PLoS ONE · doi:10.1371/journal.pone.0026828 · Cited by 424 · see citing works
Computation of measures of effect size for neuroscience data sets
Hentschke, H., & Stüttgen, M. C. (2011) · European Journal of Neuroscience · doi:10.1111/j.1460-9568.2011.07902.x · Cited by 405 · see citing works
The problem of pseudoreplication in neuroscientific studies: is it affecting your analysis?
Lazic, S. E. (2010) · BMC Neuroscience · doi:10.1186/1471-2202-11-5 · Cited by 381 · see citing works
Scientific Utopia: I. Opening Scientific Communication
Nosek, B. A., & Bar‐Anan, Y. (2012) · Psychological Inquiry · doi:10.1080/1047840x.2012.692215 · Cited by 366 · see citing works
The (mis)reporting of statistical results in psychology journals
Bakker, M., & Wicherts, J. M. (2011) · Behavior Research Methods · doi:10.3758/s13428-011-0089-5 · Cited by 356 · see citing works
Cobo, E., Cortes, J., Ribera, J. M., Cardellach, F., Selva-O'Callaghan, A., Kostov, B., Garcia, L., Cirugeda, L., Altman, D. G., Gonzalez, J. A., et al. (2011) · BMJ · doi:10.1136/bmj.d6783 · Cited by 290 · see citing works
What to use to express the variability of data: Standard deviation or standard error of mean?
Barde, P. J., & Barde, M. (2012) · Perspectives in Clinical Research · doi:10.4103/2229-3485.100662 · Cited by 288 · see citing works
Dirty Dozen: Twelve P-Value Misconceptions
Goodman, T. (2008) · Cited by 238 · see citing works
Uttley, J. (2019) · LEUKOS The Journal of the Illuminating Engineering Society of North America · doi:10.1080/15502724.2018.1533851 · Cited by 247 · see citing works
Psychology's Replication Crisis and Clinical Psychological Science
Tackett, J. L., Brandes, C. M., King, K. M., & Markon, K. E. (2019) · Annual Review of Clinical Psychology · doi:10.1146/annurev-clinpsy-050718-095710 · Cited by 196 · see citing works
Bergh, D. D., Sharp, B. M., Aguinis, H., & Li, M. (2017) · Strategic Organization · doi:10.1177/1476127017701076 · Cited by 183 · see citing works
Scientific Utopia III: Crowdsourcing Science
Uhlmann, E. L., Ebersole, C. R., Chartier, C. R., Errington, T. M., Kidwell, M. C., Lai, C. K., McCarthy, R. J., Riegelman, A., Silberzahn, R., & Nosek, B. A. (2019) · Perspectives on Psychological Science · doi:10.1177/1745691619850561 · Cited by 182 · see citing works
Statistical errors in medical research - a review of common pitfalls
Strasak, A. M., Zaman, Q., Pfeiffer, K. P., Göbel, G., & Ulmer, H. (2007) · Swiss Medical Weekly · doi:10.4414/smw.2007.11587 · Cited by 162 · see citing works
Ramirez, F. D., Motazedian, P., Jung, R. G., Di Santo, P., MacDonald, Z. D., Moreland, R., Simard, T., Clancy, A. A., Russo, J. J., Welch, V. A., et al. (2017) · Circulation Research · doi:10.1161/circresaha.117.310628 · Cited by 138 · see citing works
Prior specification in Bayesian statistics: Three cautionary tales
Dongen, S. V. (2006) · Journal of Theoretical Biology · doi:10.1016/j.jtbi.2006.02.002 · Cited by 134 · see citing works
Concentration of the Most-Cited Papers in the Scientific Literature: Analysis of Journal Ecosystems
Ioannidis, J. P. A. (2006) · PLoS ONE · doi:10.1371/journal.pone.0000005 · Cited by 122 · see citing works
The Use of Statistics in Medical Research
Strasak, A. M., Zaman, Q., Marinell, G., Pfeiffer, K. P., & Ulmer, H. (2007) · The American Statistician · doi:10.1198/000313007x170242 · Cited by 104 · see citing works
Addressing the problems with life-science databases for traditional uses and systems biology
Philippi, S., & Köhler, J. (2006) · Nature Reviews Genetics · doi:10.1038/nrg1872 · Cited by 90 · see citing works
Distributions of p -values smaller than .05 in psychology: what is going on?
Hartgerink, C. H. J., van Aert, R. C. M., Nuijten, M. B., Wicherts, J. M., & van Assen, M. A. L. M. (2016) · PeerJ · doi:10.7717/peerj.1935 · Cited by 90 · see citing works
Putting the Self in Self-Correction: Findings From the Loss-of-Confidence Project
Rohrer, J. M., Tierney, W., Uhlmann, E. L., DeBruine, L. M., Heyman, T., Jones, B. C., Schmukle, S. C., Silberzahn, R., Willén, R. M., Carlsson, R., et al. (2021) · Perspectives on Psychological Science · doi:10.1177/1745691620964106 · Cited by 85 · see citing works
Journal Data Sharing Policies and Statistical Reporting Inconsistencies in Psychology
Nuijten, M. B., Borghuis, J., Veldkamp, C. L. S., Dominguez-Alvarez, L., van Assen, M. A. L. M., & Wicherts, J. M. (2017) · Collabra: Psychology · doi:10.1525/collabra.102 · Cited by 79 · see citing works
Haag, G., Diener, H.-C., May, A., Meyer, C., Morck, H., Straube, A., Wessely, P., & Evers, S. (2011) · The Journal of Headache and Pain · doi:10.1007/s10194-010-0266-4 · Cited by 78 · see citing works
Applied statistics in ecology: common pitfalls and simple solutions
Steel, E. A., Kennedy, M. C., Cunningham, P. G., & Stanovick, J. S. (2013) · Ecosphere · doi:10.1890/es13-00160.1 · Cited by 78 · see citing works
Mills, E. J., Wu, P., Gagnier, J. J., Heels‐Ansdell, D., & Montori, V. M. (2005) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2005.01.004 · Cited by 76 · see citing works
Progesterone for premenstrual syndrome
Ford, O., Lethaby, A. E., Roberts, H., & Mol, B. W. (2009) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd003415.pub3 · Cited by 73 · see citing works
Probing the improbable: methodological challenges for risks with low probabilities and high stakes
Ord, T., Hillerbrand, R., & Sandberg, A. (2010) · Journal of Risk Research · doi:10.1080/13669870903126267 · Cited by 72 · see citing works
Statistical Reporting Errors and Collaboration on Statistical Analyses in Psychological Science
Veldkamp, C. L. S., Nuijten, M. B., Dominguez-Alvarez, L., van Assen, M. A. L. M., & Wicherts, J. M. (2014) · PLoS ONE · doi:10.1371/journal.pone.0114876 · Cited by 69 · see citing works
Progesterone for premenstrual syndrome
Ford, O., Lethaby, A. E., Roberts, H., & Mol, B. W. (2012) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd003415.pub4 · Cited by 69 · see citing works
Reinventing Biostatistics Education for Basic Scientists
Weissgerber, T. L., Garovic, V. D., Milin-Lazovic, J. S., Winham, S. J., Zoran Obradovic, A., Trzeciakowski, J. P., & Milic, N. M. (2016) · PLoS Biology · doi:10.1371/journal.pbio.1002430 · Cited by 68 · see citing works
Artner, R., Verliefde, T., Steegen, S., Gomes, S. L. B. T., Traets, F., Tuerlinckx, F., & Vanpaemel, W. (2020) · Psychological Methods · doi:10.1037/met0000365 · Cited by 63 · see citing works
Letting the daylight in: Reviewing the reviewers and other ways to maximize transparency in science
Wicherts, J. M., Kievit, R., Bakker, M., & Borsboom, D. (2012) · Frontiers in Computational Neuroscience · doi:10.3389/fncom.2012.00020 · Cited by 62 · see citing works
Vesterinen, H. M., Egan, K. J., Deister, A., Schlattmann, P., Macleod, M. R., & Dirnagl, U. (2010) · Journal of Cerebral Blood Flow & Metabolism · doi:10.1038/jcbfm.2010.217 · Cited by 61 · see citing works
The Weak Spots in Contemporary Science (and How to Fix Them)
Wicherts, J. M. (2017) · Animals · doi:10.3390/ani7120090 · Cited by 53 · see citing works
Waltemath, D., & Wolkenhauer, O. (2016) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2016.2555481 · Cited by 49 · see citing works
Gelman, A., & O'Rourke, K. (2013) · Biostatistics · doi:10.1093/biostatistics/kxt034 · Cited by 48 · see citing works
ANALYTIC WEBS SUPPORT THE SYNTHESIS OF ECOLOGICAL DATA SETS
Ellison, A. M., Osterweil, L. J., Clarke, L. A., Hadley, J. L., Wise, A., Boose, E. R., Foster, D. R., Hanson, A. R., Jensen, D. D., Kuzeja, P., et al. (2006) · Ecology · doi:10.1890/0012-9658(2006)87[1345:awstso]2.0.co;2 · Cited by 44 · see citing works
Vermeulen, I., Beukeboom, C. J., Batenburg, A., Avrămiea, A.-E., Stoyanov, D. S., van de Velde, B., & Oegema, D. (2015) · Communication Methods and Measures · doi:10.1080/19312458.2015.1096333 · Cited by 41 · see citing works
Inconsistencies between reported test statistics and <i>p‐</i>values in two psychiatry journals
Berle, D., & Starcevic, V. (2007) · International Journal of Methods in Psychiatric Research · doi:10.1002/mpr.225 · Cited by 38 · see citing works
Research Misconduct—Definitions, Manifestations and Extent
Bornmann, L. (2013) · Publications · doi:10.3390/publications1030087 · Cited by 36 · see citing works
Statistical Literacy for Readers ofPediatrics: A Moving Target
Hellems, M. A., Gurka, M. J., & Hayden, G. F. (2007) · PEDIATRICS · doi:10.1542/peds.2006-2330 · Cited by 36 · see citing works
Ridley, J., Kolm, N., FRECKELTON, R. P., & Gage, M. J. G. (2007) · Journal of Evolutionary Biology · doi:10.1111/j.1420-9101.2006.01291.x · Cited by 34 · see citing works
Assessments of Research Competencies for Clinical Investigators: A Systematic Review
Ianni, P. A., Samuels, E. M., Eakin, B. L., Perorazio, T. E., & Ellingrod, V. L. (2019) · Evaluation & the Health Professions · doi:10.1177/0163278719896392 · Cited by 33 · see citing works
Progesterone for premenstrual syndrome
Ford, O., Lethaby, A. E., & Roberts, H. (2006) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd003415.pub2 · Cited by 33 · see citing works
Transparent reporting for reproducible science
Weissgerber, T. L., Garovic, V. D., Winham, S. J., Milic, N. M., & Prager, E. M. (2016) · Journal of Neuroscience Research · doi:10.1002/jnr.23785 · Cited by 32 · see citing works
Yu, Y. M., Pan, D., Zhao, L., Huang, S., Lin, P., Wang, Z., Jia, Y., Wang, H., & Wang, L. (2022) · Advanced Fiber Materials · doi:10.1007/s42765-022-00176-1 · Cited by 32 · see citing works
Common errors in disease mapping
Ocaña‐Riola, R. (2010) · Geospatial health · doi:10.4081/gh.2010.196 · Cited by 32 · see citing works
Evidence appraisal: a scoping review, conceptual framework, and research agenda
Goldstein, A., Venker, E., & Weng, C. (2017) · Journal of the American Medical Informatics Association · doi:10.1093/jamia/ocx050 · Cited by 30 · see citing works
Al‐Benna, S., Alzoubaidi, D., & Al-Ajam, Y. (2010) · Burns · doi:10.1016/j.burns.2010.03.011 · Cited by 29 · see citing works
Use of reproducible research practices in public health: A survey of public health analysts
Harris, J. K., Johnson, K. J., Carothers, B. J., Combs, T., Luke, D. A., & Wang, X. (2018) · PLoS ONE · doi:10.1371/journal.pone.0202447 · Cited by 30 · see citing works
King, K. M., Pullmann, M. D., Lyon, A. R., Dorsey, S., & Lewis, C. C. (2019) · Journal of Abnormal Psychology · doi:10.1037/abn0000417 · Cited by 29 · see citing works
Jin, Z., Yu, D., Zhang, L., Meng, H., Lu, J., Gao, Q.-B., Cao, Y., Ma, X., Wu, C.-C., He, Q., et al. (2010) · PLoS ONE · doi:10.1371/journal.pone.0010822 · Cited by 27 · see citing works
Hensel, W. M. (2020) · European Journal for Philosophy of Science · doi:10.1007/s13194-020-00317-6 · Cited by 26 · see citing works
Statistical errors in articles published in radiology journals
Karadeniz, P. G., UZABACI, E., Atış, S., KESİN, F. K., Can, F. E., Seçil, M., & Ercan, İ. (2018) · Diagnostic and Interventional Radiology · doi:10.5152/dir.2018.18148 · Cited by 26 · see citing works
Basics, common errors and essentials of statistical tools and techniques in anesthesiology research
Bajwa, S. J. (2015) · Journal of Anaesthesiology Clinical Pharmacology · doi:10.4103/0970-9185.169087 · Cited by 24 · see citing works
Consistency errors in p-values reported in Spanish psychology journals
Caperos, J., & Pardo, A. (2013) · Psicothema · doi:10.7334/psicothema2012.207 · Cited by 23 · see citing works
Schulz, R., Langen, G., Prill, R., Cassel, M., & Weissgerber, T. L. (2022) · BMJ Open · doi:10.1136/bmjopen-2021-059347 · Cited by 23 · see citing works
Efficacy of acupuncture in management of premenstrual syndrome: A systematic review
Cho, S., & Kim, J. (2010) · Complementary Therapies in Medicine · doi:10.1016/j.ctim.2009.12.001 · Cited by 22 · see citing works
Anticipating consequences of sharing raw data and code and of awarding badges for sharing
Ioannidis, J. P. A. (2015) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2015.04.015 · Cited by 22 · see citing works
Re: The Charité cesarean birth: a family-orientated approach of cesarean section
Armbrust, R., & Henrich, W. (2016) · The Journal of Maternal-Fetal & Neonatal Medicine · doi:10.3109/14767058.2016.1153028 · Cited by 21 · see citing works
Statistical errors in immunologic research
Murphy, J. R. (2004) · Journal of Allergy and Clinical Immunology · doi:10.1016/j.jaci.2004.09.023 · Cited by 20 · see citing works
Cerejeira, A. (2005) · Nature Medicine · doi:10.1038/nm0105-1 · Cited by 20 · see citing works
Research Design and Statistical Methods in Indian Medical Journals: A Retrospective Survey
Hassan, S., Yellur, R., Subramani, P., Adiga, P., Gokhale, M., Iyer, M. S., & Mayya, S. S. (2015) · PLoS ONE · doi:10.1371/journal.pone.0121268 · Cited by 19 · see citing works
Statistical Errors in Medical Journals (A Critical Appraisal)
Hanif, A., & Ajmal, T. (2011) · Annals of King Edward Medical University · doi:10.21649/akemu.v17i2.295 · Cited by 19 · see citing works
The Use of Statistics in Health Sciences: Situation Analysis and Perspective
Ocaña‐Riola, R. (2016) · Statistics in Biosciences · doi:10.1007/s12561-015-9138-4 · Cited by 19 · see citing works
Damen, J. A., Heus, P., Lamberink, H. J., Tijdink, J. K., Bouter, L. M., Glasziou, P., Moher, D., Otte, W. M., Vinkers, C. H., & Hooft, L. (2022) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2022.11.020 · Cited by 18 · see citing works
Management of Thyroid Cancer and Related Nodular Disease
Mcdougall, I., & Berry, G. (2005) · Springer eBooks · doi:10.1007/b136168 · Cited by 13 · see citing works
Error in statistical tests of error in statistical tests
Jeng, M. (2006) · BMC Medical Research Methodology · doi:10.1186/1471-2288-6-45 · Cited by 17 · see citing works
Geanellos, R., & Wilson, C. (2006) · Journal of Evaluation in Clinical Practice · doi:10.1111/j.1365-2753.2006.00592.x · Cited by 16 · see citing works
Majority Vote and Other Problems when using Computational Tools
Vihinen, M. (2014) · Human Mutation · doi:10.1002/humu.22600 · Cited by 15 · see citing works
Mays, M. Z., & Melnyk, B. M. (2009) · Worldviews on Evidence-Based Nursing · doi:10.1111/j.1741-6787.2009.00166.x · Cited by 15 · see citing works
An auction market for journal articles
Prüfer, J., & Zetland, D. (2009) · Public Choice · doi:10.1007/s11127-009-9571-3 · Cited by 15 · see citing works
Sharing is caring: Ethical implications of transparent research in psychology.
Bosma, C. M., & Granger, A. M. (2022) · American Psychologist · doi:10.1037/amp0001002 · Cited by 16 · see citing works
Norström, F. (2015) · Archives of Public Health · doi:10.1186/s13690-015-0096-6 · Cited by 14 · see citing works
Goldhahn, S., Audigé, L., Helfet, D. L., & Hanson, B. (2005) · International Orthopaedics · doi:10.1007/s00264-004-0617-3 · Cited by 14 · see citing works
Dagi, A. F., Parry, G. J., Labow, B. I., & Taghinia, A. H. (2021) · Plastic & Reconstructive Surgery Global Open · doi:10.1097/gox.0000000000003828 · Cited by 13 · see citing works
Lucena, C., López, J. M., Ábalos, C., Gijón, V. R., & Pulgar, R. (2011) · European Journal Of Oral Sciences · doi:10.1111/j.1600-0722.2011.00892.x · Cited by 12 · see citing works
Constantine, N. A. (2013) · Springer eBooks · doi:10.1007/978-1-4614-6633-8_20 · Cited by 10 · see citing works
Nour-Eldein, H. (2016) · Journal of Family Medicine and Primary Care · doi:10.4103/2249-4863.184619 · Cited by 11 · see citing works
Selbstmedikation bei Migräne und beim Kopfschmerz vom Spannungstyp
Diener, H., May, A., Meyer, C., MORCK, H., Straube, A., Wessely, P., Evers, S., & Haag, G. (2009) · Nervenheilkunde · doi:10.1055/s-0038-1628650 · Cited by 11 · see citing works
Psychology’s Replication Crisis and Clinical Psychological SciencePreprint
Tackett, J. L., Brandes, C. M., King, K. M., & Markon, K. E. (2018) · doi:10.31234/osf.io/kc8xt · Cited by 15 · see citing works
Evaluation of Large-scale Data to Detect Irregularity in Payment for Medical Services
Park, J. A., Yoon, S., & Kim, M. (2016) · Methods of Information in Medicine · doi:10.3414/me15-01-0076 · Cited by 10 · see citing works
Lammers, D. T., Rokayak, O. A., Uhlich, R. M., Sensing, T., Baird, E., Richman, J., Holcomb, J. B., & Jansen, J. O. (2023) · Trauma Surgery & Acute Care Open · doi:10.1136/tsaco-2023-001091 · Cited by 10 · see citing works
Leon-Sarmiento, F. E., Rizzo-Sierra, C. V., León-Ariza, J. S., Leon-Ariza, D. S., Sobota, R., & Prada, D. (2015) · Physiology and Behavior · doi:10.1016/j.physbeh.2015.01.014 · Cited by 7 · see citing works
Inference in Forensic Pathology
Oliver, W. R. (2011) · Academic Forensic Pathology · doi:10.23907/2011.037 · Cited by 10 · see citing works
Gritti, M. N., Jegatheeswaran, A., Yissar, D., Harris, M. A., & McCrindle, B. W. (2020) · Journal of Thoracic and Cardiovascular Surgery · doi:10.1016/j.jtcvs.2020.10.144 · Cited by 9 · see citing works
Dommisse, J., & Joubert, G. (2009) · South African Family Practice · doi:10.1080/20786204.2009.10873833 · Cited by 9 · see citing works
Cook, B. G. (2016) · Behavioral Disorders · doi:10.17988/0198-7429-41.3.161 · Cited by 9 · see citing works
Chen, X., He, F., Liao, M.-S., & Mi, C. (2020) · European Journal of Surgical Oncology · doi:10.1016/j.ejso.2020.10.022 · Cited by 8 · see citing works
Supracondylar humerus fractures in children
Pescatori, E., Memeo, A., Brivio, A., Trapletti, A., Camurri, S., Pedretti, L., & Albisetti, W. (2011) · Journal of Pediatric Orthopaedics B · doi:10.1097/bpb.0b013e32834f805b · Cited by 8 · see citing works
Application of statistics in biomedical research
Padhee, S., & Ahmed, S. (2024) · Journal of Integrative Medicine and Research · doi:10.4103/jimr.jimr_1_24 · Cited by 7 · see citing works
Errores conceptuales de estadística más comunes en publicaciones científicas
Chile, U. S. T. , Pinel, R. A. M., Márquez, A. C., & de Caldas, U. (2017) · CES Medicina Veterinaria y Zootecnia · doi:10.21615/cesmvz.12.3.4 · Cited by 7 · see citing works
Forensic Psychology, Psychological Injuries and the Law
Kane, A. W. (2008) · Psychological Injury and Law · doi:10.1007/s12207-007-9000-1 · Cited by 7 · see citing works
Government regulation is needed to prevent biased under-reporting of clinical trials
Chalmers, I. (2004) · BMJ · doi:10.1136/bmj.329.7463.462-a · Cited by 7 · see citing works
THE (NON‐)SIGNIFICANCE OF REPORTING ERRORS IN ECONOMICS: EVIDENCE FROM THREE TOP JOURNALS
Pütz, P., & Bruns, S. B. (2020) · Journal of Economic Surveys · doi:10.1111/joes.12397 · Cited by 6 · see citing works
Examining the Reproducibility of 6 Published Studies in Public Health Services and Systems Research
Harris, J. K., Wondmeneh, S. B., Zhao, Y., & Leider, J. P. (2018) · Journal of Public Health Management and Practice · doi:10.1097/phh.0000000000000694 · Cited by 6 · see citing works
- Authors
- García-Berthou, E., & Alcaraz, C.
- Venue
- BMC Medical Research Methodology
- Published
- 2004-05-28
- Volume
- 4
- Issue
- 1
- Pages
- 13-13
- ISSN
- 1471-2288 (ISSN-L)
- PMC
- PMC443510
- OpenAlex
- W2162929498
- Cited by
- 181
- References
- 31
- Citations by year
- 2026: 4 · 2025: 2 · 2024: 6 · 2023: 5 · 2022: 5 · 2021: 5 · 2020: 10 · 2019: 11 · 2018: 6 · 2017: 12 · 2016: 17 · 2015: 9 · 2014: 4 · 2013: 10 · 2012: 8
- FWCI
- 12.49
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- BMC Medical Research Methodology (publishedVersion)
- PubMed Central (publishedVersion, other-oa)
- PubMed (publishedVersion)
- LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Científicas) (submittedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
- Universitat de Girona Digital Repository (Universitat de Girona) (submittedVersion, cc-by)
- Repositori UJI (Universitat Jaume I) (submittedVersion, other-oa)
- RECERCAT (Consorci de Serveis Universitaris de Catalunya) (submittedVersion, cc-by)
- Topics
- Physical Sciences › Mathematics › Statistics and Probability › Benford’s Law and Fraud Detection
- Social Sciences › Decision Sciences › Statistics, Probability and Uncertainty › Meta-analysis and systematic reviews
- Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods in Epidemiology
- Keywords
- test statistics, p-values, statistical reporting errors, rounding errors, digit preference, medical research papers, nature, British Medical Journal
- MeSH terms
- Data Interpretation, Statistical, Humans, Periodicals as Topic, Quality Control, Confidence Intervals
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review