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How accurately do pregnant women report whether they smoke? This analysis is taken from the research of Mark A. Klebanoff, Richard J. Levine, Cynthia D. Morris, John C. Hauth, Baha M. Sibai, L. Ben Curet, Patrick Catalano, and Diana G. Wilkins in their article "Accuracy of self-reported cigarette smoking among pregnant women in the 1990s", Pediatric and Perinatal Epidemiology volume 15, pages 140-143.
In order to measure how closely the two classifiers agree, we will compute the value of Cohen's Kappa. The value of Kappa estimated by StatXact's exact procedure is 0.80 (P=0.0001, 95% CI : 0.54 to 1.00). These results indicate strong agreement between the two classifiers.
Now to see how well women's self-reported smoking status matched the cotinine analysis, Cohen's Kappa is calculated for the above data. The estimate of Kappa for the above table from the exact procedure in StatXact is 0.72 (P<0.0001), with an exact 95% CI of (0.52, 0.92), indicating a strong agreement. Only 5 out of the 91 (5.5%) who reported non-smoking actively smoked. This percentage is very close to results from a similar study 30 years ago, suggesting that pregnant women in the 1990s did not feel additional pressure to lie. |
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