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. 2014 Aug 14;17(3):330–336. doi: 10.1093/ntr/ntu156

Table 3.

Multivariable Ordered Probit Regression Assessing E-Cigarette Harm Perceptiona

Average marginal effects predicting e-cigarettes are more harmfulc
OR (95% CI)b Prob. (%) 95% CI p
Ever use of cigarettes
 No 1.00 Reference
 Yes 0.92 (0.85, 1.01) −0.9 (−1.8, 0.1) .07
Ever use of other tobacco productsd
 No 1.00 Reference
 Yes 0.93 (0.86, 1.00) −0.8 (−1.5, −0.1) .03
All tobacco products are dangerous
 Strongly agree 1.00 Reference
 Agree 0.76 (0.70, 0.82) −2.8 (−3.5, −2.1) <.001
 Disagree 0.75 (0.65, 0.88) −2.8 (−4.1, −1.5) <.001
 Strongly disagree 1.06 (0.91, 1.23) 0.7 (−1.3, 2.7) .48
Sex
 Male 1.00 Reference
 Female 1.27 (1.20, 1.34) 2.6 (2.0, 3.2) <.001
Age
 ≤ 12 1.00 Reference
 13 1.01 (0.89, 1.14) 0.1 (−1.2, 1.4) .89
 14 0.97 (0.87, 1.10) −0.3 (−1.4, 0.9) .67
 15 1.08 (0.96, 1.20) 0.8 (−0.4, 2.0) .20
 16 1.05 (0.95, 1.17) 0.5 (−0.6, 1.7) .33
 ≥ 17 1.14 (1.03, 1.26) 1.5 (0.4, 2.6) .01
Race/ethnicity
 Non-Hispanic White 1.00 Reference
 Non-Hispanic Black 1.24 (1.13, 1.36) 2.4 (1.2, 3.6) <.001
 Hispanic 1.28 (1.17, 1.40) 2.8 (1.7, 4.0) <.001
 Non-Hispanic Asian 1.24 (1.11, 1.38) 2.4 (1.0, 3.8) .001
 Other/multiple 1.11 (0.97, 1.26) 1.0 (−0.4, 2.4) .15
Family member uses tobacco
 No 1.00 Reference
 Yes 0.88 (0.83, 0.93) −1.4 (−1.9, −0.8) <.001
Parent/guardian discussed not using a tobacco product, past 12 months
 No 1.00 Reference
 Yes 0.99 (0.93, 1.06) −0.1 (−0.8, 0.6) .80
Cut 1 0.36 (0.26, 0.45)
Cut 2 1.67 (1.59, 1.76)

aModel assesses increasing levels of harm perception of e-cigarettes relative to conventional cigarettes. This includes individuals who responded to the question that “electronic cigarettes or e-cigarettes, such as Ruyan or NJOY are (less harmful, equally harmful, or more harmful) than regular cigarettes?” and selected one of those three responses; it excludes individuals who reported that they, “didn’t know enough about these products” to answer and those that had, “never heard of electronic cigarettes or e-cigarettes.”

bOdds ratios (ORs) displayed reflect estimates from the weighted multivariate ordered probit model in which all listed covariates are included, with 95% confidence intervals (CI) calculated by Taylor series linearization to account for the complex survey design.

cAverage marginal effects estimate the average change of altering each covariate (e.g., having used other tobacco products compared to not having used other tobacco products) among the study population, estimating the likelihood that an individual perceived e-cigarettes as more harmful than conventional cigarettes.

dOther tobacco use includes use of cigars, dip, pipes, hookah, snus, or dissolvable tobacco products.