Statistical Reporting in
clinical trials: overuse of arbitrary significance of the
p-value
Giorgio Reggiardo, Data Manager and
Biostatistician, Medi Service
In
the scientific literature is famous and always
recent the article published in 1987 on NEJM
where SJ Pocock, MD Hughes, and RJLee
illustrated the limits of the possible
inappropriate use of thepvalueduring the writing
of a clinical trial report. After the
revisionof45 clinical reports the
authorsconcluded that the overuse ofarbitrary
significance levels (p-value less than 0.05) is
detrimental togood scientific reporting, and
more emphasis should be given to themagnitude of
treatmentdifferences and to estimation methods
such as confidence intervals. From 1987 to 2010
this article has been cited74 times by other
authors. Five decades ago, Anscombe (1956)observed
thatstatistical hypothesis tests were totally
irrelevant, andthatwhat was needed were
estimates ofmagnitudes of effects, withstandard
errors.Ordinary confidence intervals provide
moreinformation than the p-values. Knowing that
a 95 confidenceinterval includes zero suggest us
that, if a test of thehypothesis where the
parameterequals zero is conducted, theresulting
p-value will be greater than 0.05. It is evident
that aconfidence interval provides both an
estimate of the effect size and ameasure of its
uncertainty.Despite a lot of publications on
this specificproblem in some recent clinical
reports it is possible toobservestatistic
conclusions where it is still present the
fallaciousaffirmation "the smaller p-valuethe
more significant".Moreover some clinical report
reported statisticalsignificance using asterisks(one,
two, or three starsignificance). This practice
has been heavily criticized becauseprovides
lessinformation than exact p-value and has
thepotential to mislead researchers into
thinking that aneffect with twostars is more
important than an effect with only one star.Thispresentation
describes how the arbitrary use of the
p-valuecan be often in contrast with theclinical
hypothesis testing, whichexamines a credible
null hypothesis about a clinical response.
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