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
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.
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.
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.
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.
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.
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.
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
Bechtel W, Abrahamsen A (2005) Explanation: a mechanist alternative. Stud Hist Philos Biol Biomed Sci 36:421–441
Bednekoff P (2003) Lawless biology. Am Biol Teach 65:167
Berryman AA (2003) On principles, laws and theory in population ecology. Oikos 103:695–701
Blackburn TM, Gaston KJ, Loder N (1999) Geographic gradients in body size: a clarification of Bergmann’s rule. Divers Distrib 5:165–174
Bogen J (2005) Regularities and causality; generalizations and causal explanations. Stud Hist Philos Biol Biomed Sci 36:397–420
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
Brown JH (1995) Macroecology. University of Chicago Press, Chicago
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
Cartwright N (2004) Causation: one word, many things. Philos Sci 71:805–819
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
Colyvan M, Ginzburg LR (2003) Laws of nature and laws of ecology. Oikos 101:649–653
Connor EF, McCoy ED (1979) The statistics and biology of the species-area relationship. Am Nat 113:791–833
Cook RE (1974) Origin of the highland avifauna of Southern Venezuela. System Zool 23:257–264
Craver CF (2002) Interlevel experiments and multilevel mechanisms in the neuroscience of memory. Philos Sci 69:S83–S97
Craver CF (2007) Explaining the brain. Oxford University Press, New York
Darden L (2002) Strategies for discovering mechanisms: schema instantiation, modular subassembly, forward/backward chaining. Philos Sci 69:S354–S365
Darden L (2005) Relations among fields: Mendelian, cytological and molecular mechanisms. Stud Hist Philos Biol Biomed Sci 36:349–371
Diamond JM (1975) Assembly of species communities. In: Cody ML, Diamond JM (eds) Ecology and evolution of communities. Belknap Press, Cambridge, pp 342–444
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
Gaston KJ (1996) Species-range-size distributions: patterns, mechanisms and implications. Trends Ecol Evol 11:197–201
Gilbert FS (1980) The equilibrium theory of island biogeography: fact or fiction? J Biogeogr 7:209–235
Glennan S (1996) Mechanisms and the nature of causation. Erkenntnis 44:49–71
Glennan S (2005) Modeling mechanisms. Stud Hist Philos Biol Biomed Sci 36:443–464
Gould SJ (1966) Allometry and size in ontogeny and phylogeny. Biol Rev 41:587–640
Hairston NG (1989) Ecological experiments. Cambridge University Press, New York
Hausman DM, Woodward J (1999) Independence, invariance and the causal Markov condition. Brit J Philos Sci 50:521–583
Hausman DM, Woodward J (2004) Manipulation and the causal Markov condition. Philos Sci 71:846–856
Hempel CG (1965) Aspects of scientific explanation. Free Press, New York
Hempel CG, Oppenheim P (1948) Studies in the logic of explanation. Philos Sci 15:135–175
Hitchcock CR (1995) Salmon on explanatory relevance. Philos Sci 62:304–320
Hitchcock CR, Woodward J (2003) Explanatory generalizations, part II: plumbing explantory depth. Noûs 37:181–199
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
Lange M (2005) Ecological laws: what would they be and why would they matter? Oikos 110:394–403
Lawton JH (1996) Patterns in ecology. Oikos 75:145–147
Lawton JH (1999) Are there general laws in ecology? Oikos 84:177–192
Lewis D (1973) Counterfactuals. Basil Blackwell, Oxford
Loehle G (1990) Philosophical tools: reply to Shrader-Frechette and McCoy. Oikos 58:115–119
Machamer P, Darden L, Craver CF (2000) Thinking about mechanisms. Philos Sci 67:1–25
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
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
McKinney ML (1990) Trends in body-size evolution. In: McNamara KJ (ed) Evolutionary trends. University of Arizona Press, Tucson, pp 75–118
Mitchell SD (1997) Pragmatic laws. Philos Sci 64:S468–S479
Mitchell SD (2000) Dimensions of scientific law. Philos Sci 67:242–265
Mitchell SD (2002) Ceteris paribus—an inadequate representation for biological contingency. Erkenntnis 57:329–350
Mitchell SD (2008) Exporting causal knowledge in evolutionary and developmental biology. Philos Sci 75:697–706
Murray BG (1999) Is theoretical ecology a science? A reply to Turchin (1999). Oikos 87:594–600
Murray BG (2000) Universal laws and predictive theory in ecology and evolution. Oikos 89:403–408
Murray BG (2001) Are ecological and evolutionary theories scientific? Biol Rev 76:255–289
Murray BG (2004) Laws, hypotheses, guesses. Am Biol Teach 66:598–599
Nagel E (1961) The structure of science. Harcourt, Brace and World, New York
Newell ND (1949) Phyletic size increase, an important trend illustrated by fossil invertebrates. Evolution 3:103–124
O’Hara RB (2005) The anarchist’s guide to ecological theory. Or, we don’t need no stinkin’ laws. Oikos 110:390–393
Owen-Smith N (2005) Incorporating fundamental laws of biology and physics into population ecology: the metaphysiological approach. Oikos 111:611–615
Paine RT (1966) Food web complexity and species diversity. Am Nat 100:65–75
Paine RT, Vadas RL (1969) The effects of grazing by sea urchins, Strongylocentrotus Spp., on benthic algal populations. Limn Oceanogr 14:710–719
Pâslaru V (2009) Ecological explanation between manipulation and mechanism description. Philos Sci 76:821–837
Perini L (2005) Explanation in two dimensions: diagrams and biological explanation. Biol Philos 20:257–269
Peters RH (1983) The ecological implications of body size. Cambridge University Press, Cambridge
Peters RH (1991) A critique of ecology. Cambridge University Press, Cambridge
Pianka ER (1966) Latitudinal gradients in species diversity: a review of concepts. Am Nat 100:33–46
Preston FW (1962) The canonical distribution of commonness and rarity: part II. Ecology 43:410–432
Psillos S (2002) Causation and explanation. Acumen, Chesham
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
Sagoff M (1985) Fact and value in ecological science. Environ Eth 7:99–116
Salmon WC (1984) Scientific explanation and the causal structure of the world. Princeton University Press, Princeton
Salmon WC (1989) Four decades of scientific explanation. University of Minnesota Press, Minneapolis
Salmon WC (1994) Causality without counterfactuals. Philos Sci 61:297–312
Sandborg D (1998) Mathematical explanation and the theory of why-questions. Brit J Philos Sci 49:603–624
Shrader-Frechette K, McCoy ED (eds) (1993) Method in ecology: strategies for conservation. Cambridge University Press, Cambridge
Shrader-Frechette K, McCoy ED (1994) Applied ecology and the logic of case studies. Philos Sci 61:228–249
Simberloff DS (1974) Equilibrium theory of island biogeography and ecology. Ann Rev Ecol System 5:161–182
Simberloff DS (1976) Experimental zoogeography of islands: effects of island size. Ecology 57:629–648
Simberloff DS (1982) The status of competition theory in ecology. Annal Zool Fenn 19:241–253
Slobodkin LB (1964) Experimental populations of Hydrida. J Anim Ecol 33(Supplement):131–148
Steel DP (2006) Comment on Hausman and Woodward on the causal Markov condition. Brit J Philos Sci 57:219–231
Steel DP (2008) Across the boundaries. Oxford University Press, New York
Tabery JG (2004) Synthesizing activities and interactions in the concept of a mechanism. Philos Sci 71:1–15
Turchin P (2001) Does population ecology have general laws? Oikos 94:17–26
Williamson M (1989) The Macarthur and Wilson theory today: true but trivial. J Biogeogr 16:3–4
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
Woodward J (2000) Explanation and invariance in the special sciences. Brit J Philos Sci 51:197–254
Woodward J (2001) Law and explanation in biology: invariance is the kind of stability that matters. Philos Sci 68:1–20
Woodward J (2002) What is a mechanism? A counterfactual account. Philos Sci 69:S366–S377
Woodward J (2003a) Making things happen. Oxford University Press, Oxford
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
Woodward J (2006) Sensitive and insensitive causation. Philos Rev 115:1–50
Woodward J (2010) Causation in biology: stability, sensitivity, specificity, and the choice of levels of explanation. Biol Philos 25:287–318
Woodward J, Hitchcock CR (2003) Explanatory generalizations, part I: a counterfactual account. Noûs 37:1–27
Ylikoski P, Kuorikoski J (2010) Dissecting explanatory power. Philos Stud 148:201–219
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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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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DOI: https://doi.org/10.1007/s10441-010-9122-9