We were interested to read the paper by Joshi and colleagues (1) published online in Acta Radiologica in October 2013. In many teaching hospitals, radiology residents are the first to review a case and to make an initial interpretation of the images -therefore accurate diagnosis of pulmonary embolism (PE) is crucial, especially in an emergency care setting. The authors aimed to evaluate the discrepancies (inter-observer reliability) between resident and staff interpretations of 64-slice computed tomography (CT) angiogram for PE. It is crucial to mention that reliability (precision) and validity (accuracy) are two completely different methodological issues which are being assessed by different statistical tests and should not be confused with each other (2-4). As the authors point out in their results, discrepancies were noted in 25 of the 215 studies (11.6%) (1). Why did the authors report their results descriptively and not use well-known statistical tests for reliability analysis (2-5)? They concluded that it is reasonable to have on-call radiology residents perform the preliminary interpretations of 64-slice CT for PE studies. Such a conclusion is a mistake due to misinterpretation of the results and also the inappropriate use of statistical tests for reliability and validity analysis, and should really be avoided by researchers (2-5).Briefly, for quantitative variable intraclass correlation coefficient (ICC) agreement and for qualitative variables, weighted kappa should be used with caution because kappa also has its own limitation in reliability analysis (2-5).Sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV), positive likelihood ratio, and negative likelihood ratio as well as odds ratio (true/false results -preferably >50) are among the tests to evaluate the validity (accuracy) of a test compared to a gold standard (2-5).As a take home message, for reliability and validity analysis, appropriate tests should be applied by clinical researchers. Otherwise, misdiagnosis and mismanagement of the patients in routine clinical care cannot be avoided. References 1. Joshi R, Wu K, Kaicker J, et al. Reliability of on-call radiology residents' interpretation of 64-slice CT pulmonary angiography for the detection of pulmonary embolism.