Oecologia (1997) 110:449-460 © Springer-Verlag 1997
Michael A. Huston
Hidden treatments in ecological experiments:
re-evaluating the ecosystem function of biodiversity
Received: 16 December 1996 /Accepted: 2 March 1997
Abstract Interactions between biotic and abiotic processes
complicate the design and interpretation of ecological
experiments. Separating causality from simple correlation
requires distinguishing among experimental treatments,
experimental responses, and the many processes and
properties that are correlated with either the treatments or
the responses, or both. When an experimental manipulation
has multiple components, but only one of them is identified
as the experimental treatment, erroneous conclusions about
cause and effect relationships are likely because the actual
cause of any observed response may be ignored in the
interpretation of the experimental results. This
unrecognized cause of an observed response can be
considered a "hidden treatment." Three types of hidden
treatments are potential problems in biodiversity
experiments: (1) abiotic conditions, such as resource levels,
or biotic conditions, such as predation, which are
intentionally or unintentionally altered in order to create
differences in species numbers for "diversity" treatments;
(2) non-random selection of species with particular
attributes that produce treatment differences that exceed
those due to "diversity" alone; and (3) the increased
statistical probability of including a species with a dominant
negative or positive effect (e.g., dense shade, or nitrogen
fixation) in randomly selected groups of species of
increasing number or "diversity." In each of these cases,
treatment responses that are actually the result of the
"hidden treatment" may be inadvertently attributed to
variation in species diversity. Case studies re-evaluating
three different types of biodiversity experiments
demonstrate that the increases found in such ecosystem
properties as productivity, nutrient use efficiency, and
stability (all of which were attributed to higher levels of
species diversity) were actually caused by
Michael A. Huston
Environmental Sciences Division, Oak Ridge National Laboratory, Oak
Ridge, TN 37831-6335 USA
Fax: 423-574-2232; e-mail: mhu@ornl.gov
"hidden treatments" that altered plant biomass and
productivity.
Key words Species diversity • Experiment • Productivity
Stability • Resources
Introduction
The field of ecology is distinguished by the complexity of the
processes and interactions that are its primary focus and also
the primary excuse for ecologists' failure to effectively
address major environmental problems. Repeated calls for
more rigorous and relevant ecology (e.g., Suter 1981; Peters
1991; Shrader-Frechette and McCoy 1994; Sarkar 1996) have
led to an increasing emphasis on the need for "mechanistic
models". (Schoener 1986; Tilman 1987a) and the use of an
experimental approach that manipulates such factors as
resources and predation rates (Hairston 1989; Underwood
1996). Rigorous experimental tests of hypotheses are
essential as ecology increasingly addresses issues of political,
social, and economic importance. Experimental results
typically have a much greater impact than new theory,
models, or observations. However, poorly designed
experiments or misinterpretations of experimental results
have the potential to mislead scientists and policy makers
alike.
Biodiversity has recently emerged as an issue of both
scientific (Wilson 1988; Ehrlich and Wilson 1991; Peters and
Lovejoy 1992) and political (United Nations Environment
Programme 1992; World Resources Institute 1992; Heywood
and Watson 1995) concern primarily because of an increase
in extinction rates caused by human activities (Myers 1979;
Ehrlich and Ehrlich 1981; Lawton and May 1995; Pimm et al.
1995). Biodiversity is considered to be important for a variety
of reasons (Oldfield 1989; Randall 1994; Rolston 1994), but
recent attention has focused on its potential importance for
the adequate functioning of the Earth's ecosystems (Schulze
and Mooney 1993). This concern about the environmental
consequences of biodiversity loss (and thus, a
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