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E-MODELLING: FOUNDATIONS AND CASES FOR APPLYING A1 TO LIFE SCIENCES

机译:电子建模:将A1应用于生命科学的基础和案例

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Life sciences, and biology in particular, are heavily impacted by the development of methods for data collection and data analysis. Taking advantage of the availability of data, modeling biological effects is becoming more and more popular and relevant in life sciences, due to the diffuse and wide use of information technology (IT) tools. IT is increasing the availability of models, the horizon and complexity of modeling activities, reaching new targets, and boosting "virtuality". Modeling, as any inductive activity, originates from two needs: to predict future outcomes using previous experience, and to explain observations, or in other terms to infer knowledge. In this paper we analyze criteria, problems, possibilities and advancements which indicate that the time for e-modeling in biology and other life sciences is ripe. To do this, we take as example a particular field of biological sciences, the computational toxicity (CT) of chemicals, and its usual QSAR (Quantitative Structure Activity Relationships) approach. The open possibilities are evaluated, including a reshaping of the interface between toxicology, chemistry and computer science. The epistemological problem about "what models are" is approached in a pragmatic sense.
机译:生命科学,尤其是生物学,受到数据收集和数据分析方法的发展的严重影响。利用数据的可用性,由于信息技术(IT)工具的广泛使用,对生物学效应进行建模在生命科学中正变得越来越流行和相关。 IT正在增加模型的可用性,建模活动的范围和复杂性,达到新的目标并增强“虚拟性”。如同任何归纳活动一样,建模源自两个需求:使用以前的经验来预测未来的结果,解释观察结果,或者换句话说来推断知识。在本文中,我们分析了标准,问题,可能性和进步,这些标准表明生物学和其他生命科学中进行电子建模的​​时机已经成熟。为此,我们以生物科学的特定领域,化学物质的计算毒性(CT)及其通常的QSAR(定量结构活性关系)方法为例。评估了开放的可能性,包括重塑毒理学,化学和计算机科学之间的界面。关于“模型是什么”的认识论问题是从务实的角度出发的。

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