Department of Psychology, University of Southern California, Los Angeles, USA.
Department of Mathematics, University of Southern California, Los Angeles, USA.
Drug Alcohol Rev. 2021 Nov;40(7):1131-1142. doi: 10.1111/dar.13267. Epub 2021 Mar 12.
Wearable devices that obtain transdermal alcohol concentration (TAC) could become valuable research tools for monitoring alcohol consumption levels in naturalistic environments if the TAC they produce could be converted into quantitatively-meaningful estimates of breath alcohol concentration (eBrAC). Our team has developed mathematical models to produce eBrAC from TAC, but it is not yet clear how a variety of factors affect the accuracy of the models. Stomach content is one factor that is known to affect breath alcohol concentration (BrAC), but its effect on the BrAC-TAC relationship has not yet been studied.
We examine the BrAC-TAC relationship by having two investigators participate in four laboratory drinking sessions with varied stomach content conditions: (i) no meal, (ii) half and (iii) full meal before drinking, and (iv) full meal after drinking. BrAC and TAC were obtained every 10 min over the BrAC curve.
Eating before drinking lowered BrAC and TAC levels, with greater variability in TAC across person-device pairings, but the BrAC-TAC relationship was not consistently altered by stomach content. The mathematical model calibration parameters, fit indices, and eBrAC curves and summary score outputs did not consistently vary based on stomach content, indicating that our models were able to produce eBrAC from TAC with similar accuracy despite variations in the shape and magnitude of the BrAC curves under different conditions.
This study represents the first examination of how stomach content affects our ability to model estimates of BrAC from TAC and indicates it is not a major factor.
如果可穿戴设备能够获得的经皮酒精浓度(TAC)可以转换为对自然环境下酒精摄入量的定量有意义的估计,那么它们可能成为监测酒精摄入量的有价值的研究工具。我们的团队已经开发出了从 TAC 生成 eBrAC 的数学模型,但目前尚不清楚各种因素如何影响模型的准确性。胃内容物是已知会影响呼吸酒精浓度(BrAC)的因素之一,但它对 BrAC-TAC 关系的影响尚未得到研究。
我们通过让两名研究人员参与四项实验室饮酒试验来研究 BrAC-TAC 关系,这些试验具有不同的胃内容物条件:(i)无餐,(ii)半餐和(iii)全餐前饮酒,以及(iv)全餐后饮酒。在 BrAC 曲线期间,每 10 分钟获取一次 BrAC 和 TAC。
饮酒前进食会降低 BrAC 和 TAC 水平,并且 TAC 在人与人之间的配对中变化更大,但胃内容物并未改变 BrAC-TAC 关系。数学模型校准参数、拟合指数以及 eBrAC 曲线和汇总得分输出并不一致地取决于胃内容物,这表明尽管在不同条件下 BrAC 曲线的形状和幅度存在差异,我们的模型仍能够以相似的准确性从 TAC 生成 eBrAC。
本研究首次考察了胃内容物如何影响我们从 TAC 模型化 BrAC 估计的能力,并表明它不是主要因素。