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Causal and Mechanistic Explanations in Ecology

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Abstract

How are scientific explanations possible in ecology, given that there do not appear to be many—if any—ecological laws? To answer this question, I present and defend an account of scientific causal explanation in which ecological generalizations are explanatory if they are invariant rather than lawlike. An invariant generalization continues to hold or be valid under a special change—called an intervention—that changes the value of its variables. According to this account, causes are difference-makers that can be intervened upon to manipulate or control their effects. I apply the account to ecological generalizations to show that invariance under interventions as a criterion of explanatory relevance provides interesting interpretations for the explanatory status of many ecological generalizations. Thus, I argue that there could be causal explanations in ecology by generalizations that are not, in a strict sense, laws. I also address the issue of mechanistic explanations in ecology by arguing that invariance and modularity constitute such explanations.

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Notes

  1. The account is also called the manipulationist account, although interventionist account is a better name for it. The term manipulation seems to be associated with the idea that there is an agent carrying out the intervention. However, any process that fulfills the criteria discussed in Sect. 2 counts as an intervention, regardless of whether it is based on the agency or the activities of humans. For instance, there are natural experiments in which the interventions are those of nature, not of experimenters. In other words, “intervention” is not only broader in scope as a term than “manipulation,” but also it is a more accurate term. Finally, with the name “interventionist,” I want to distance Woodward’s non-reductive account of causal explanation from reductive accounts of causation that are called manipulationist accounts.

  2. Of course, stability does not depend only on the number, but likewise on the nature of the background conditions. There are background conditions to which some generalizations (or rather regularities) are very sensitive to in their holding, whereas other conditions have milder impacts on their holding. Likewise, in certain sciences and disciplines certain background conditions are deemed as more important than others.

  3. According to the intraspecific pattern of abundance and distribution, abundance is highest at the center of each species’ range and declines gradually and usually symmetrically toward the boundaries. According to the interspecific pattern of abundance and distribution, the abundant species tend to be widely distributed, while the rare species tend to have restricted ranges. The canonical distribution of abundances of species (also known as the approximately lognormal distribution of abundances of coexisting species, the canonical distribution of commonness and rarity, the distribution of abundance among species, and Preston’s lognormal distribution) claims that there are more moderately rare species than moderately common ones. In other words, ecological communities contain many relatively rare species and only a few very abundant ones. Finally, according to the hollow curve (also known as the distribution of range sizes among species), there is a right-skewed species range size distribution, that is, most species have moderate to small range sizes and only a few have large range sizes.

  4. I have omitted error terms that represent variation in the dependent variable, owing to other possible independent variables and measurement errors in the independent variable.

  5. In particular I have argued against recent views that regard allometries and scaling laws as representing biological laws. Although allometries and scaling laws appear to be generalizations applying to many taxa, they are neither universal nor exceptionless. In fact there appear to be exceptions to all of them. Nor are the constants in allometries and scaling laws truly constant, stable, or universal in character, but vary in value across different taxa and background conditions. Moreover, these equations represent evolutionary contingent generalizations, which threaten their lawlike status.

  6. See, for instance, Brown (1995: 119–187), Gaston (1996), Blackburn et al. (1999: 170–172), and Ashton et al. (2000: 406–410).

  7. Now, it is true that, for instance, Stuart Glennan (2005) and Carl F. Craver (2007: 107–162) have in their more recent and revised definitions of mechanisms, also defended “Woodwardian” definitions of mechanisms as I do below by emphasizing that the behavior of components of mechanisms should be describable by invariant generalizations. However, neither Glennan nor Craver have defended Woodward’s modularity condition and neither of them discuss mechanistic explanations in the context of ecology as I do here. However, there is one paper that discusses mechanisms in ecology as well as their modularity, namely, Viorel Pâslaru’s (2009). Pâslaru claims that Woodward’s definition of mechanisms (to be defended in this section) is not sufficient for ecologists. Instead, he suggests, ecologists seek something similar to the definition of Machamer et al. (2000) as the correct description of their mechanisms. This observation may be correct. However, there is one problem in Pâslaru’s paper. Pâslaru also seems to confuse the description or definition of mechanisms (and/or the fact that mechanistic explanations need to be “anchored” in entities, activities, and their organization) with the normative account of mechanistic explanation. The latter is discussed here, not the former.

  8. By constitutive explanations I refer to explanations of property instantiations in which an explanation of a property of a system is given by its underlying nature. An example is an explanation of solubility of salt by reference to its molecular structure in which the latter explains and determines non-causally but asymmetrically the former. Anatomy and histology are biological disciplines that are looking for constitutive explanations. Although in the case of constitutive explanations, there is a determination relation between “macro” and “micro” properties of a system, this determination relation is different from causal determination relation. Constitutive relations are synchronic and componentially related to their phenomena-to-be-explained, whereas causal relations are diachronic and non-componentially related to their phenomena-to-be-explained.

References

  • Ashton KG, Tracy MC, Queiroz A (2000) Is Bergmann’s rule valid for mammals? Am Nat 156:390–415

    Article  Google Scholar 

  • Bechtel W, Abrahamsen A (2005) Explanation: a mechanist alternative. Stud Hist Philos Biol Biomed Sci 36:421–441

    Google Scholar 

  • Bednekoff P (2003) Lawless biology. Am Biol Teach 65:167

    Article  Google Scholar 

  • Berryman AA (2003) On principles, laws and theory in population ecology. Oikos 103:695–701

    Article  Google Scholar 

  • Blackburn TM, Gaston KJ, Loder N (1999) Geographic gradients in body size: a clarification of Bergmann’s rule. Divers Distrib 5:165–174

    Article  Google Scholar 

  • Bogen J (2005) Regularities and causality; generalizations and causal explanations. Stud Hist Philos Biol Biomed Sci 36:397–420

    Google Scholar 

  • Bonner JT (1968) Size change in development and evolution. In: Macurda DB (ed) Paleobiological aspects of growth and development. Paleontological Society, Michigan, pp 1–15

    Google Scholar 

  • Brown JH (1995) Macroecology. University of Chicago Press, Chicago

    Google Scholar 

  • Cartwright N (2002) Against modularity, the causal Markov condition, and any link between the two: comments on Hausman and Woodward. Brit J Philos Sci 53:411–453

    Article  Google Scholar 

  • Cartwright N (2004) Causation: one word, many things. Philos Sci 71:805–819

    Article  Google Scholar 

  • Clutton-Brock TH, Harvey PH (1983) The functional significance of variation in body size among mammals. In: Eisenberg JF, Kleiman DG (eds) Advances in the study of mammalian behavior. American Society of Mammalogists, Shippensburg (Pennsylvania), pp 632–663

    Google Scholar 

  • Colyvan M, Ginzburg LR (2003) Laws of nature and laws of ecology. Oikos 101:649–653

    Article  Google Scholar 

  • Connor EF, McCoy ED (1979) The statistics and biology of the species-area relationship. Am Nat 113:791–833

    Article  Google Scholar 

  • Cook RE (1974) Origin of the highland avifauna of Southern Venezuela. System Zool 23:257–264

    Article  Google Scholar 

  • Craver CF (2002) Interlevel experiments and multilevel mechanisms in the neuroscience of memory. Philos Sci 69:S83–S97

    Article  Google Scholar 

  • Craver CF (2007) Explaining the brain. Oxford University Press, New York

    Book  Google Scholar 

  • Darden L (2002) Strategies for discovering mechanisms: schema instantiation, modular subassembly, forward/backward chaining. Philos Sci 69:S354–S365

    Article  Google Scholar 

  • Darden L (2005) Relations among fields: Mendelian, cytological and molecular mechanisms. Stud Hist Philos Biol Biomed Sci 36:349–371

    Google Scholar 

  • Diamond JM (1975) Assembly of species communities. In: Cody ML, Diamond JM (eds) Ecology and evolution of communities. Belknap Press, Cambridge, pp 342–444

    Google Scholar 

  • Durán LR, Castilla JC (1989) Variation and persistence of the middle rocky intertidal community of central Chile, with and without human harvesting. Mar Biol 103:555–562

    Article  Google Scholar 

  • Gaston KJ (1996) Species-range-size distributions: patterns, mechanisms and implications. Trends Ecol Evol 11:197–201

    Article  Google Scholar 

  • Gilbert FS (1980) The equilibrium theory of island biogeography: fact or fiction? J Biogeogr 7:209–235

    Article  Google Scholar 

  • Glennan S (1996) Mechanisms and the nature of causation. Erkenntnis 44:49–71

    Article  Google Scholar 

  • Glennan S (2005) Modeling mechanisms. Stud Hist Philos Biol Biomed Sci 36:443–464

    Google Scholar 

  • Gould SJ (1966) Allometry and size in ontogeny and phylogeny. Biol Rev 41:587–640

    Article  Google Scholar 

  • Hairston NG (1989) Ecological experiments. Cambridge University Press, New York

    Google Scholar 

  • Hausman DM, Woodward J (1999) Independence, invariance and the causal Markov condition. Brit J Philos Sci 50:521–583

    Article  Google Scholar 

  • Hausman DM, Woodward J (2004) Manipulation and the causal Markov condition. Philos Sci 71:846–856

    Article  Google Scholar 

  • Hempel CG (1965) Aspects of scientific explanation. Free Press, New York

    Google Scholar 

  • Hempel CG, Oppenheim P (1948) Studies in the logic of explanation. Philos Sci 15:135–175

    Article  Google Scholar 

  • Hitchcock CR (1995) Salmon on explanatory relevance. Philos Sci 62:304–320

    Article  Google Scholar 

  • Hitchcock CR, Woodward J (2003) Explanatory generalizations, part II: plumbing explantory depth. Noûs 37:181–199

    Article  Google Scholar 

  • Kitcher P (1989) Explanatory unification and the causal structure of the world. In: Kitcher P, Salmon WC (eds) Scientific explanation. Minnesota studies in the philosophy of science, vol 13. University of Minnesota Press, Minneapolis, pp 410–505

    Google Scholar 

  • Lange M (2005) Ecological laws: what would they be and why would they matter? Oikos 110:394–403

    Article  Google Scholar 

  • Lawton JH (1996) Patterns in ecology. Oikos 75:145–147

    Article  Google Scholar 

  • Lawton JH (1999) Are there general laws in ecology? Oikos 84:177–192

    Article  Google Scholar 

  • Lewis D (1973) Counterfactuals. Basil Blackwell, Oxford

    Google Scholar 

  • Loehle G (1990) Philosophical tools: reply to Shrader-Frechette and McCoy. Oikos 58:115–119

    Article  Google Scholar 

  • Machamer P, Darden L, Craver CF (2000) Thinking about mechanisms. Philos Sci 67:1–25

    Article  Google Scholar 

  • Mancosu P (2008) Explanation in mathematics. Stanford encyclopedia of philosophy. http://www.plato.stanford.edu/entries/mathematics-explanation/

  • Marquet PA (2000) Invariants, scaling laws, and ecological complexity. Science 289:1487–1488

    Article  Google Scholar 

  • Marquet PA, Quiñones RA, Abades S, Labra F, Tognelli M, Arim M, Rivadeneira M (2005) Scaling and power-laws in ecological systems. J Exp Biol 208:1749–1769

    Article  Google Scholar 

  • McKinney ML (1990) Trends in body-size evolution. In: McNamara KJ (ed) Evolutionary trends. University of Arizona Press, Tucson, pp 75–118

    Google Scholar 

  • Mitchell SD (1997) Pragmatic laws. Philos Sci 64:S468–S479

    Article  Google Scholar 

  • Mitchell SD (2000) Dimensions of scientific law. Philos Sci 67:242–265

    Article  Google Scholar 

  • Mitchell SD (2002) Ceteris paribus—an inadequate representation for biological contingency. Erkenntnis 57:329–350

    Article  Google Scholar 

  • Mitchell SD (2008) Exporting causal knowledge in evolutionary and developmental biology. Philos Sci 75:697–706

    Article  Google Scholar 

  • Murray BG (1999) Is theoretical ecology a science? A reply to Turchin (1999). Oikos 87:594–600

    Article  Google Scholar 

  • Murray BG (2000) Universal laws and predictive theory in ecology and evolution. Oikos 89:403–408

    Article  Google Scholar 

  • Murray BG (2001) Are ecological and evolutionary theories scientific? Biol Rev 76:255–289

    Article  Google Scholar 

  • Murray BG (2004) Laws, hypotheses, guesses. Am Biol Teach 66:598–599

    Article  Google Scholar 

  • Nagel E (1961) The structure of science. Harcourt, Brace and World, New York

    Google Scholar 

  • Newell ND (1949) Phyletic size increase, an important trend illustrated by fossil invertebrates. Evolution 3:103–124

    Article  Google Scholar 

  • O’Hara RB (2005) The anarchist’s guide to ecological theory. Or, we don’t need no stinkin’ laws. Oikos 110:390–393

    Article  Google Scholar 

  • Owen-Smith N (2005) Incorporating fundamental laws of biology and physics into population ecology: the metaphysiological approach. Oikos 111:611–615

    Article  Google Scholar 

  • Paine RT (1966) Food web complexity and species diversity. Am Nat 100:65–75

    Article  Google Scholar 

  • Paine RT, Vadas RL (1969) The effects of grazing by sea urchins, Strongylocentrotus Spp., on benthic algal populations. Limn Oceanogr 14:710–719

    Article  Google Scholar 

  • Pâslaru V (2009) Ecological explanation between manipulation and mechanism description. Philos Sci 76:821–837

    Google Scholar 

  • Perini L (2005) Explanation in two dimensions: diagrams and biological explanation. Biol Philos 20:257–269

    Article  Google Scholar 

  • Peters RH (1983) The ecological implications of body size. Cambridge University Press, Cambridge

    Google Scholar 

  • Peters RH (1991) A critique of ecology. Cambridge University Press, Cambridge

    Google Scholar 

  • Pianka ER (1966) Latitudinal gradients in species diversity: a review of concepts. Am Nat 100:33–46

    Article  Google Scholar 

  • Preston FW (1962) The canonical distribution of commonness and rarity: part II. Ecology 43:410–432

    Article  Google Scholar 

  • Psillos S (2002) Causation and explanation. Acumen, Chesham

    Google Scholar 

  • Raerinne JP (2010) Allometries and scaling laws interpreted as laws: a reply to elgin. Biol Philos. doi:10.1007/s10539-010-9203-9

  • Raerinne JP (2010) Generalizations and Models in Ecology. Dissertation, University of Helsinki, Finland

  • Rensch B (1960) The laws of evolution. In: Tax S (ed) Evolution after darwin, vol 1. University of Chicago, Chicago, pp 95–116

    Google Scholar 

  • Sagoff M (1985) Fact and value in ecological science. Environ Eth 7:99–116

    Google Scholar 

  • Salmon WC (1984) Scientific explanation and the causal structure of the world. Princeton University Press, Princeton

    Google Scholar 

  • Salmon WC (1989) Four decades of scientific explanation. University of Minnesota Press, Minneapolis

    Google Scholar 

  • Salmon WC (1994) Causality without counterfactuals. Philos Sci 61:297–312

    Article  Google Scholar 

  • Sandborg D (1998) Mathematical explanation and the theory of why-questions. Brit J Philos Sci 49:603–624

    Article  Google Scholar 

  • Shrader-Frechette K, McCoy ED (eds) (1993) Method in ecology: strategies for conservation. Cambridge University Press, Cambridge

    Google Scholar 

  • Shrader-Frechette K, McCoy ED (1994) Applied ecology and the logic of case studies. Philos Sci 61:228–249

    Article  Google Scholar 

  • Simberloff DS (1974) Equilibrium theory of island biogeography and ecology. Ann Rev Ecol System 5:161–182

    Article  Google Scholar 

  • Simberloff DS (1976) Experimental zoogeography of islands: effects of island size. Ecology 57:629–648

    Article  Google Scholar 

  • Simberloff DS (1982) The status of competition theory in ecology. Annal Zool Fenn 19:241–253

    Google Scholar 

  • Slobodkin LB (1964) Experimental populations of Hydrida. J Anim Ecol 33(Supplement):131–148

    Article  Google Scholar 

  • Steel DP (2006) Comment on Hausman and Woodward on the causal Markov condition. Brit J Philos Sci 57:219–231

    Article  Google Scholar 

  • Steel DP (2008) Across the boundaries. Oxford University Press, New York

    Google Scholar 

  • Tabery JG (2004) Synthesizing activities and interactions in the concept of a mechanism. Philos Sci 71:1–15

    Article  Google Scholar 

  • Turchin P (2001) Does population ecology have general laws? Oikos 94:17–26

    Article  Google Scholar 

  • Williamson M (1989) The Macarthur and Wilson theory today: true but trivial. J Biogeogr 16:3–4

    Google Scholar 

  • Wimsatt WC (1976) Reductive explanation: a functional account. In: Cohen RS, Hooker CA, Michalos AC, Van Evra JW (eds) PSA 1974. Reidel, Dordrecht, pp 671–710

    Google Scholar 

  • Woodward J (2000) Explanation and invariance in the special sciences. Brit J Philos Sci 51:197–254

    Article  Google Scholar 

  • Woodward J (2001) Law and explanation in biology: invariance is the kind of stability that matters. Philos Sci 68:1–20

    Article  Google Scholar 

  • Woodward J (2002) What is a mechanism? A counterfactual account. Philos Sci 69:S366–S377

    Article  Google Scholar 

  • Woodward J (2003a) Making things happen. Oxford University Press, Oxford

    Google Scholar 

  • Woodward J (2003b) Experimentation, causal inference, and instrumental realism. In: Radder H (ed) The philosophy of scientific experimentation. University of Pittsburgh Press, Pittsburgh, pp 87–118

    Google Scholar 

  • Woodward J (2006) Sensitive and insensitive causation. Philos Rev 115:1–50

    Article  Google Scholar 

  • Woodward J (2010) Causation in biology: stability, sensitivity, specificity, and the choice of levels of explanation. Biol Philos 25:287–318

    Article  Google Scholar 

  • Woodward J, Hitchcock CR (2003) Explanatory generalizations, part I: a counterfactual account. Noûs 37:1–27

    Article  Google Scholar 

  • Ylikoski P, Kuorikoski J (2010) Dissecting explanatory power. Philos Stud 148:201–219

    Article  Google Scholar 

Download references

Acknowledgments

This research was supported financially by the Emil Aaltonen Foundation. I am grateful to Markus Eronen, Petri Ylikoski, and referees for this journal that provided helpful comments on previous drafts of this paper.

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Correspondence to Jani Raerinne.

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Raerinne, J. Causal and Mechanistic Explanations in Ecology. Acta Biotheor 59, 251–271 (2011). https://doi.org/10.1007/s10441-010-9122-9

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