Brigandt Ingo
Department of Philosophy, University of Alberta, 2-40 Assiniboia Hall, Edmonton, AB T6G2E7, Canada.
Stud Hist Philos Biol Biomed Sci. 2013 Dec;44(4 Pt A):477-92. doi: 10.1016/j.shpsc.2013.06.002. Epub 2013 Jul 14.
The paper discusses how systems biology is working toward complex accounts that integrate explanation in terms of mechanisms and explanation by mathematical models-which some philosophers have viewed as rival models of explanation. Systems biology is an integrative approach, and it strongly relies on mathematical modeling. Philosophical accounts of mechanisms capture integrative in the sense of multilevel and multifield explanations, yet accounts of mechanistic explanation (as the analysis of a whole in terms of its structural parts and their qualitative interactions) have failed to address how a mathematical model could contribute to such explanations. I discuss how mathematical equations can be explanatorily relevant. Several cases from systems biology are discussed to illustrate the interplay between mechanistic research and mathematical modeling, and I point to questions about qualitative phenomena (rather than the explanation of quantitative details), where quantitative models are still indispensable to the explanation. Systems biology shows that a broader philosophical conception of mechanisms is needed, which takes into account functional-dynamical aspects, interaction in complex networks with feedback loops, system-wide functional properties such as distributed functionality and robustness, and a mechanism's ability to respond to perturbations (beyond its actual operation). I offer general conclusions for philosophical accounts of explanation.
本文探讨了系统生物学如何致力于构建复杂的解释体系,该体系整合了基于机制的解释和数学模型的解释——一些哲学家将这两种解释视为相互竞争的解释模型。系统生物学是一种综合方法,它强烈依赖于数学建模。机制的哲学解释在多层次和多领域解释的意义上体现了综合性,然而,机械论解释(即将整体分析为其结构部分及其定性相互作用)的解释未能解决数学模型如何能为此类解释做出贡献的问题。我将讨论数学方程如何在解释上具有相关性。文中讨论了系统生物学的几个案例,以说明机械论研究与数学建模之间的相互作用,并且我指出了关于定性现象(而非定量细节的解释)的问题,在这些问题中,定量模型对于解释仍然不可或缺。系统生物学表明,需要一种更广泛的机制哲学概念,这种概念要考虑到功能动力学方面、具有反馈回路的复杂网络中的相互作用、诸如分布式功能和稳健性等全系统功能特性,以及机制对扰动的响应能力(超出其实际运行)。我为解释的哲学说明提供了一般性结论。