ࡱ>  n[@ hbjbj44 + ViViJzXXXth!h!h!8!T#T;V,#>+",L`,`,---UUUUUUU$gWRYU-B9-"-B9B9U`,`,+U>>>B9|`,`,U>B9U>P>j>VRF@F`,# }Ѣh!9|F ^UD V0;VF0Z:=ZFZF-O1>35G---UUD=The Emergence of the Macro-World: A Study of Intertheory Relations in Classical and Quantum Mechanics* Malcolm R. Forster Department of Philosophy, University of Wisconsin, Madison and Alexey Kryukov Department of Mathematics, University of Wisconsin, Waukesha  * Send requests for reprints to: Malcolm Forster, Department of Philosophy, 5185 Helen C. White Hall, 600 North Park Street, Madison, WI 53706; email:  HYPERLINK "mailto:mforster@facstaff.wisc.edu" mforster@facstaff.wisc.edu; homepage:  HYPERLINK "http://philosophy.wisc.edu/forster" http://philosophy.wisc.edu/forster. We are thankful for the criticisms and comments of two anonymous referees and the participants at the PSA meetings in Milwaukee, Nov. 8, 2002. . ABSTRACT: Classical mechanics is empirically successful because the probabilistic mean values of quantum mechanical observables follow the classical equations of motion to a good approximation. We examine this claim for the one-dimensional motion of a particle in a box, and extend the idea by deriving a special case of the ideal gas law in terms of the mean value of a generalized force used to define pressure. The examples may illustrate the importance of probabilistic averaging as a method of abstracting away from the messy details of micro-phenomena, not only in physics, but in other sciences as well. 1. Introduction. Mean values, or probabilistic averages, are used to define macro-quantities in many sciences. In neuroscience, the response of a neuron is characterized in terms of the mean firing rate, or the expected spike frequency within a time window (Rieke et al., 1997). Or in evolutionary theory, fitness is the probability of survival. And then there is the most popular example of all: Temperature defined as the mean kinetic energy of molecules in a gas. We cite these examples in order to suggest that a broader understanding of the role of probabilities, and probabilistic averaging, may be important for a broader understanding of inter-theory relations. Current philosophical work on inter-theory relations does not place much emphasis (Batterman, 2001b) on probabilistic averaging as a method of abstracting away from the messy details (Waters 1990) of the underlying micro-phenomena. Nagels (1961) account of inter-theory relations (as deductive relations) highlighted the need for bridge laws to bridge the definitional gap between macro-quantities and micro-quantities. So, the existence of bridge laws is expected. But it could be that the probabilistic nature of bridge laws is unexpected. This is especially so when macro-quantities are defined as ensemble averages, where the averages are over possible rather than actual micro-quantities. This paper provides a concise survey of the inter-theory relations that hold between quantum mechanics (QM) and the deterministic laws of classical physicsin particular Newtons equations of motion and the ideal gas law in thermodynamics. It may be surprising that deterministic laws can be deduced from a probabilistic theory such as quantum mechanics. Here, curve fitting examples provide a useful analogy. Suppose that one is interested in predicting the value of some variable y, which is a deterministic function of x, represented by some curve in the x-y plane. The problem is that the observed values of y fluctuate randomly above and below the curve according to a Gaussian (bell-shaped) distribution. Then for any fixed value of x, the value of y on the curve is well estimated by the mean value of the observed y values, and in the large sample limit, the curve emerges out of the noise by plotting the mean values of y as a function of x. To apply the analogy, consider x and y to be position and momentum, respectively, and the deterministic relation between them to be Newtons laws of motion. Then it may be surprising to learn that Newtons laws of motion emerge from QM as relations between the mean values of QM position and QM momentum. These deterministic relations are known as Ehrenfests equations. In contrast to curve fitting, the Heisenberg uncertainty relations tell us that the QM variances of position and momentum are not controllable and reducible without limit. Nevertheless, it is possible for both variances to become negligibly small relative to the background noise. This is the standard textbook account of how Newtons laws of motion emerge from QM in the macroscopic limit (e.g., Gillespie 1970; Messiah 1970; Schwabl 1993). We review this story in section 2. Nevertheless, this is an incomplete account of how the macro-world emerges in QM. For there are other macroscopic laws, such as thermodynamic laws, that do not follow from Ehrenfests equations. We shall consider the ideal gas law, which relates the pressure, volume and temperature of a gas. The ideal gas law appeals to a very simple mechanical modelthat of tiny billiard balls bouncing around in a box that have zero potential energy except for the times at which they are in direct contact with each other or the walls of the container. Because the collisions are instantaneous, these times are of measure zero, and can be neglected for some purposes. Whats interesting about this idealization is the assumptions used to derive Ehrenfests equations are false. Even an appeal to the more fundamental QM equations from which Ehrenfests equations are derived does not help. The derivation of thermodynamic laws is an independent problem. We look at how Newtonian mechanics addresses the problem discontinuous jumps in section 3. Then, in section 4, we sketch the QM treatment of a particle in an infinite potential well. Our purpose is not merely to prove the incompleteness of Ehrenfests equations, but to compare the definitions of pressure in Newtonian mechanics (section 5), and in statistical mechanics (section 6), and in QM (section 7). Our main puzzle is about how pressure can be defined in QM, and we rest content with a solution to the problem in the very simple case of a single particle in a one-dimensional box. More general treatments of the ideal gas law are well documented in other places (e. g., Khinchin 1960). In all the cases we examine, the quantities appearing in macro-laws are defined as averages of micro-quantities. Some possible consequences of this fact for a realist interpretation of theories are mentioned in the final section. 2. Ehrenfests equations. We begin with the Hamiltonian operator for a single particle written in the form:  EMBED Equation.DSMT4 , (1) where the ^ indicates that it is an Hermitian operator (called an observable of quantum mechanics, because all the eigenvalues are real numbers if the operator is Hermitian, and so are their mean values).  EMBED Equation.DSMT4  and  EMBED Equation.DSMT4  are the momentum and position operators, defined respectively as:  EMBED Equation.DSMT4 and  EMBED Equation.DSMT4 , (2) where EMBED Equation.DSMT4 operates on a wavefunction  EMBED Equation.DSMT4  by mapping  EMBED Equation.DSMT4  to  EMBED Equation.DSMT4 . Using Schrdinger s equation, one may show that the time rate of change of the mean value of any operator is equal to  EMBED Equation.DSMT4  times the mean value of the commutator of that operator with the Hamiltonian (see Gillespie 1970, pp. 76-77 for a proof). That is, for an arbitrary QM observable, EMBED Equation.DSMT4 ,  EMBED Equation.DSMT4 , (3) where the brackets refer to the QM mean, and the subscript t indicates that the mean value depends on the time t. One of the most famous consequences of this general fact is that any observable that commutes with the Hamiltonian has mean value that is constant in time. In fact, the implications are stronger. Since  EMBED Equation.DSMT4  commutes with  EMBED Equation.DSMT4  if and only if  EMBED Equation.DSMT4  computes with  EMBED Equation.DSMT4 , the variance of  EMBED Equation.DSMT4  is also constant. In fact, the whole probability distribution for  EMBED Equation.DSMT4  is invariant over time whenever  EMBED Equation.DSMT4  commutes with  EMBED Equation.DSMT4 . This applies trivially to the energy itself, for obviously the Hamilitonian commutes with itself. This provides yet another kind of inter-theoretic relation of the kind we are discussing: In Newtonian mechanics, the conservation of energy says that E is constant in time. Whereas in QM, this corresponds to the law that the mean value of E,  EMBED Equation.DSMT4 , is constant. Now choose  EMBED Equation.DSMT4  to be  EMBED Equation.DSMT4 , and then EMBED Equation.DSMT4 . With these choices we derive Ehrenfests two equations. The time rates of change of  EMBED Equation.DSMT4  and  EMBED Equation.DSMT4  are not zero because, in general, neither operator commutes with  EMBED Equation.DSMT4 . The exact commutation relations can be derived from (1) and (2). They are (Gillespie 1970, p. 110):  EMBED Equation.DSMT4 , (4)  EMBED Equation.DSMT4 , (5) where  EMBED Equation.DSMT4 . (6) Equation (6) is exactly analogous to how forces are derived from the potential energy function in Newtonian mechanics. For example, if x denote the height of an object above the ground, then  EMBED Equation.DSMT4  is the potential energy of the object, where m is its mass and g is the gravitational field strength. Therefore,  EMBED Equation.DSMT4 is the gravitational force (weight) acting on the body, where the minus sign indicates that the forces acts in the downward (negative x) direction. Note that equation (6) assumes that the potential energy function is differentiable with respect to x. This is not true in idealized cases such as an ideal gas modeled in terms of hard wall and hard billiard balls. For then the potential energy changes of 0 to " across a boundary, which is why we shall treat this case separately in later sections. If we substitute (4) and (5) into (3), we immediately derive Ehrenfests equations:  EMBED Equation.DSMT4 , (7)  EMBED Equation.DSMT4 . (8) Note that these two laws are exact in the sense that no approximation has been used. If we now differentiate both sides of (7) with respect to t, and make a substitution using (8), we get:  EMBED Equation.DSMT4 . (8) This is also an exact equation of QM. While this looks like Newtons second law, F = ma, it is only functionally equivalent to it if  EMBED Equation.DSMT4 . (9) If (9) does hold, then we need only write down the bridge laws  EMBED Equation.DSMT4  and  EMBED Equation.DSMT4 , to obtain  EMBED Equation.DSMT4 , and  EMBED Equation.DSMT4 . These equations are isomorphic to Newtons laws of motion and therefore have the same solutions. Equation (9) is true if  EMBED Equation.DSMT4  const., or if  EMBED Equation.DSMT4 . But if  EMBED Equation.DSMT4 , (9) is only approximately true to the extent that the dispersion, or standard deviation, of x is very small. For only then is EMBED Equation.DSMT4 . Therefore, in the macroscopic limit, when the dispersion of x is small, Newtons laws of motion hold to a high degree of approximation. 3. The Newtonian Force Acting on a Particle in a Box. In Newtonian physics, there are two ways of writing down an expression for the force acting on a particle. The first definition is via Newtons second law, F = m.a, or equivalently,  EMBED Equation.DSMT4 , where p is the particles momentum, m is the mass of the particle, and t is time. Or else, in the Hamiltonian formulation of Newtonian mechanics, force is defined as minus the space derivative (the x-derivative) of the Hamiltonian, or the potential energy part of the Hamiltonian since the kinetic energy part does not depend explicitly on x. If U(x) denotes the potential energy of the particle at position x, then the force acting on the particle is F =  EMBED Equation.DSMT4 . This definition works in nice cases in which the potential energy function U(x) is everywhere differentiable, but unfortunately an infinitely deep potential well is not so nice. For here, U(x) = 0 for 0(x(L, and ( otherwise, where L is the length of the box. U(x) is not differentiable at the points x = 0 and x=L. In loose physical terms, we may say that the particle is subjected to an infinitely large repulsive force when it hits a wall, which causes the particle to instantaneously reverse its momentum along the direction perpendicular to the wall. The details of the interacting forces during the interaction do not matter to the following extent: In any collision, the total momentum is preserved, and if the collision is also elastic (which, by definition, means that the total kinetic energy is conserved), then the final state of the colliding particle after the interaction is fully determined from its initial state by the conservation of total momentum and total energy. This is true irrespective of the exact nature of the forces involved in the interaction itself. The duration of the interaction may vary from case to case, but the duration is small if the repulsive force is very strong. Still, the force is mathematically undefined at the point at which the particle collides with the wall in the case of an infinitely deep potential well. The only reason why this does not create a technical problem is that the motion of the particle is fully solved from the conservation laws alone. So, the idealization involved in an infinitely deep potential well is harmless in Newtonian mechanics. 4. The Quantum Force Acting on a Particle in a Box. By direct analogy, the force operator in quantum mechanics is defined as  EMBED Equation.DSMT4 , where U is exactly the same as in the Newtonian potential energy function (except that it is viewed as an operator). So the same problem arises in our example: At x = 0 and x=L,  EMBED Equation.DSMT4 . In quantum mechanics, the mean value of a quantum mechanical observable (formally represented by a Hermitian operator on the Hilbert space of wavefunctions) is calculated by applying the operator to the wavefunction, multiplying the result by the complex conjugate of the wavefunction, and then integrating the result with respect to x. In the case of an infinite potential well, the wavefunction is 0 at the boundaries of the box. So, to calculate the mean force, one is faced with the problem of integrating 0 times ( at the end points. There are other cases in which one may justifiably assume that 0 times ( is equal to 0. For example, to calculate the mean potential energy, one assumes that the infinite potential energy outside the box makes zero contribution because the wavefunction outside the box is 0. Yet in the case of calculating the mean force, 0 is not the physically correct answer. Common sense tells us that if the mean momentum changes in time, then there must be some mean force responsible for this change. But how is this idea represented in the formalism? First note that in nice cases, in which  EMBED Equation.DSMT4 is differentiable everywhere,  EMBED Equation.DSMT4 , (10) where  EMBED Equation.DSMT4 .  EMBED Equation.DSMT4  is the Hamiltonian operator,  EMBED Equation.DSMT4  is the position operator, and EMBED Equation.DSMT4  is the momentum operator. Now, recall the general fact about quantum mechanics that the time rate of change of the mean value of any operator is equal to  EMBED Equation.DSMT4  times the mean value of the commutator of that operator with the Hamiltonian (see eqn (3)). So, if we were to define the quantum mechanical force to be equal to the right-hand side of equation (10), then the mean force would be given by the equation  EMBED Equation.DSMT4 . Denoting the quantum mechanical force operator by EMBED Equation.DSMT4 , we have  EMBED Equation.DSMT4 , (11) where the subscript t reminds us that the means may change with time. Equation (11) is Ehrenfests second equation. The interesting fact about QM is that QM solutions exist such that  EMBED Equation.DSMT4  is a continuous differentiable function of time in the case of an infinite potential well. The singularity, which is a universal feature of the classical solution, only emerges in the macroscopic limit. So, the puzzle is this: In the QM case the mean force cannot be calculated from  EMBED Equation.DSMT4  because U is not differentiable. Nevertheless, the mean force does make sense in the QM example if it is defined in terms of eqn. (11). Is this theft or honest toil? In our view, it is not worth struggling over this particular question. The importance of idealization lies in its connection with the model of an ideal gas. So, the important connection is between the changes in momentum of the particle and the pressure exerted on the wall. We compare the classical and quantum mechanical concepts of pressure in the next two sections. 5. Pressure in Newtonian Mechanics. The purpose of this section is to motivate the idea that pressure in Newtonian mechanics is the time average of a kind of generalized force. The generalized force is  EMBED Equation.DSMT4 , where E is the energy and V is the volume. At first sight, this idea seems absurd, since in our simple example  EMBED Equation.DSMT4 , and so E does not depend on the volume V. So how does  EMBED Equation.DSMT4 make sense, yet alone the time average of such a quantity? Here is must be remembered that  EMBED Equation.DSMT4 , where the potential energy  EMBED Equation.DSMT4  does depend on V, Namely,  EMBED Equation.DSMT4  is 0 for points x inside V and ( for points outside V. How does this implicit dependence of U on V enter into the physics? The importance of pressure in physics arises from its role in the formula for the work done by a system. In particular, the work done by a system is written as  EMBED Equation.DSMT4 , where P is the average pressure and  EMBED Equation.DSMT4 is the change in volume. In our case, the increase in V is due to an increase in L. That is,  EMBED Equation.DSMT4 , where A is the area of the ends of the cylindrical tube, and  EMBED Equation.DSMT4  is the increase in the length of tube in some time period  EMBED Equation.DSMT4 . To ease the calculation, suppose that  EMBED Equation.DSMT4  is the time that it takes the particle to travel from one end of the tube and back again. Then velocity of the particle is  EMBED Equation.DSMT4 . Imagine that a piston at the rightmost end of the cylinder is moving to right at a uniform speed u. Let  EMBED Equation.DSMT4  be the distance the piston travels during the time  EMBED Equation.DSMT4 . If the particle is moving just a little faster than the piston, then it will strike the moving piston and reflect off it, while continuing to move to the right with a reduced velocity. Clearly, the particle loses kinetic energy when it strikes a moving wall. Quantitatively, the change in the energy,  EMBED Equation.DSMT4 , can be deduced from the fact that the collision is elastic. In the frame of reference in which the moving wall is stationary, the particle approaches the wall with velocity  EMBED Equation.DSMT4 and reflects from the wall with velocity  EMBED Equation.DSMT4 . Clearly,  EMBED Equation.DSMT4  is less than v by the amount u. After some calculation,  EMBED Equation.DSMT4 . When we compare this to the formula  EMBED Equation.DSMT4 , we infer that  EMBED Equation.DSMT4 . That is, pressure is the time average of the change in momentum ( EMBED Equation.DSMT4 ) measured relative to the moving wall, per unit area. When u = 0, the wall is not moving, and the work done is zero, but the pressure is still well defined. In particular,  EMBED Equation.DSMT4 . The equation  EMBED Equation.DSMT4  is a special case of the ideal gas law (for a single particle in one dimension). It is equally clear from the first equation,  EMBED Equation.DSMT4 , that  EMBED Equation.DSMT4 . So if E were a differentiable function of V, then we could define the instantaneous pressure as  EMBED Equation.DSMT4 . Then the average pressure could be defined as the average instantaneous pressure. But average pressure is well defined far more generally. 6. Pressure in Statistical Mechanics. In classical statistical mechanics, there is a way of defining a generalized force, then calculating the pressure by averaging over an ensemble of microstates of the system. The interesting part of the statistical mechanical story is that generalized force is defined as we should expect from the previous sectionas the derivative of the energy function (the Hamiltonian) with respect to the volume, V (see Khinchin, 1949, sections 30, 31, p. 139ff.). We shall not discuss the details of this case here (see Khinchin, 1949, sections 30, 31, p. 139ff.), but the analogy with the quantum mechanical case is also striking. 7. Pressure in Quantum Mechanics. In quantum mechanics, the operator EMBED Equation.DSMT4 is no less problematic than the corresponding quantity in classical statistical mechanics (in the case of an infinite well). Surprising the QM mean value of this operator can be calculated, and the calculated value leads directly to the same version of the ideal gas law as before ( EMBED Equation.DSMT4 ), except that E is replaced by its QM mean value, EMBED Equation.DSMT4 . That is, Mean QM Pressure  EMBED Equation.DSMT4 . (See the Appendix for proof). Classical statistical mechanics and quantum mechanics have this much in common: Both are able to calculate mean values of a generalized force  EMBED Equation.DSMT4 even for an infinite potential well, and in both cases, the calculation of the mean values leads to an analogous version of the ideal gas law. 8. Philosophical Conclusions. Messiah (1970, p. 215) is typical amongst writers of quantum mechanical textbooks in claiming that quantum mechanics explains the success of classical mechanics because the mean values [of quantum mechanical observables] follow the classical equations of motion to a good approximation provided that the dimensions of the wave packet be small with respect to the characteristic dimensions of the problem. We have extended that story to show how other macro-quantities, such as pressure, are also defined in QM as mean values. There are philosophical puzzles raised. How, for example, can macroscopic quantities be identified with quantum mechanical means when, according to the orthodox interpretation of quantum mechanics, a quantum mechanical observable has no value unless it is in an eigenstate of that observable. For example, Ehrenfests first equations relates the (rate of change of the) mean position to the mean momentum, but position and momentum do not commute. So, classical quantities correspond to quantum mechanical observables that have no value! How does this make sense? How does it make sense to say that classical quantities have a value if they correspond to quantum observables that have no value? Why is it okay to make such claims if the uncertainties (the variances) of the observables are small. Why does that make a difference? Perhaps one should bite the bullet and say that, strictly speaking, Newtonian quantities do not have values? Perhaps this would make sense if we could argue that quantum mechanics really explains the empirical success of classical laws rather than their literal truth. But even the weaker position has a problem. How is empirical success defined? How can we say that classical physics is empirically successful if not by saying that the predicted values of macro-quantities are close to being the true values? Perhaps the problem can be resolved by interpreting mean values as real? This would include the orthodox view as a special case, since an eigenstate of an observable is a state in which the mean value of the observable is dispersion free. We need to extend the orthodox view to at least include cases in which the observables are almost dispersion free, but not exactly dispersion free. We have showed how bridge laws in physics commonly equate macro-quantities with ensemble averages, time averages, and QM averages of micro-quantities. Moreover, neuroscience, evolutionary theory, physics, and many other sciences, appear to follow the same pattern of intertheory relations. Our conclusion is that the philosophy of science need a probabilistic theory of intertheory relations. Within such a theory, one could raise new and interesting questions, such as the following. Consider the growing field of econophysics (Mantegna and Stanley 2000; Plerou et al. 2003), which is applying the models of statistical mechanics in an attempt to explain how the volatile and unpredictable behavior of the financial markets emerges from a human system with many interacting participants. Do the concepts of temperature and entropy usefully describe the behavior of the financial markets? We have not heard of any such thing. So, why is the analogy with statistical mechanics so influential in econometrics? Perhaps it is the probabilistic methodology that is paying dividends, rather than the physics analogy per se? Appendix Here is the QM derivation of the ideal gas law for one particle moving in within a infinite potential well. Consider an arbitrary quantum state  EMBED Equation.DSMT4  of a particle in a one-dimensional infinite potential well, where the EMBED Equation.DSMT4  are the energy eigenfunctions, so that for all k,  EMBED Equation.DSMT4 . First, differentiate the identity  EMBED Equation.DSMT4  with respect to L (the length of the box) to obtain  EMBED Equation.DSMT4 . Now multiply both sides by  EMBED Equation.DSMT4 and integrate with respect to x. We first note that:  EMBED Equation.DSMT4 , where we have used the Hermicity of  EMBED Equation.DSMT4 . To evaluate these cross terms we need to use the exact expression for the energy eigenfunctions, which are (see e.g., Gillespie 1970, p.116)  EMBED Equation.DSMT4  when  EMBED Equation.DSMT4  and 0 otherwise, where  EMBED Equation.DSMT4 . The calculation is laborious, but the summation is simplified by the fact that  EMBED Equation.DSMT4 . Therefore  EMBED Equation.DSMT4 , where, for all k,  EMBED Equation.DSMT4 . Finally,  EMBED Equation.DSMT4 . There are three corollaries to this result. The first is obvious: If the state is in an energy eigenstate, then there are no cross terms, and we arrive at a version of the ideal gas law:  EMBED Equation.DSMT4  The second corollary is that if we calculate the time average over a period of time  EMBED Equation.DSMT4  that is sufficiently large, then the cross term will average out to something negligible. The third corollary considers an ensemble of systems with identical values of  EMBED Equation.DSMT4  but with uniform distribution over all the sequences of phases  EMBED Equation.DSMT4 , so that the cross terms will cancel out in the ensemble average. The ensemble mean now reduces to the same simple law. The final form of the result is obtained by noting that V = L ( A, where A is the area of the end walls of the box, from which it follows that:  EMBED Equation.DSMT4 , assuming that A is constant. Hence,  EMBED Equation.DSMT4 . References Batterman, Robert W. (1998), Why Equilibrium Statistical Mechanics Works: Universality and the Renormalization Group, Philosophy of Science, 65: 183-208. Batterman, Robert W. (2001a), The Devils in the Details: Asymptotic Reasoning in Explanation, Reduction and Emergence, New York: Oxford University Press. Batterman, Robert (2001b), Intertheory Relations in Physics, The Stanford Encyclopedia of Philosophy (Spring 2001 Edition), Edward N. Zalta(ed.), URL =  HYPERLINK "http://plato.stanford.edu/archives/spr2001/entries/physics-interrelate/" http://plato.stanford.edu/archives/spr2001/entries/physics-interrelate/ Beatty, John (1984), Chance and Natural Selection, Philosophy of Science, 51: 183-211. Brandon, Robert and Scott Carson (1996), The Indeterministic Character of Evolutionary Theory: No No Hidden Variable Proof, but No Room for Determinism Either, Philosophy of Science, 63: 315-337. Callender, Craig (1999), Reducing Thermodynamics to Statistical Mechanics: The Case of Entropy, Journal of Philosophy, 96, 348-373. Earman, John and M. Rdei (1996), Why Ergodic Theory Does Not Explain the Success of Equilibrium Statistical Mechanics, British Journal for the Philosophy of Science, 47: 63-78. Gibbs, J. Willard (1902; reprinted 1981), Elementary Principles in Statistical Mechanics, Woodbridge, Conn.: Ox Bow Press. Gillespie, Daniel T. (1970): A Quantum Mechanics Primer: An Elementary Introduction to the Formal Theory of Non-relativistic Quantum Mechanics. Scranton, Pennsylvania: International Textbook Co. Glymour, Bruce (2001), Selection, Indeterminism and Evolutionary Theory, Philosophy of Science, 68: 536-544. Graves, Leslie, Barbara L. Horan, and Alex Rosenberg (1999), Is Indeterminism the Source of the Statistical Character of Evolutionary Theory, Philosophy of Science, 66: 140-157. Horan, Barbara L. (1994), The Statistical Character of Evolutionary Theory, Philosophy of Science, 61: 76-95. Khinchin, A. I. (1949), Mathematical Foundations of Statistical Mechanics, translated from the Russian by G. Gamov, Mineola, New York: Dover Publications. Khinchin, A. I. (1960), Mathematical Foundations of Quantum Statistics, Mineola, New York: Dover Publications. Mantegna, Rosario N. and H. Eugene Stanley (2000), An Introduction to Econophysics. Cambridge: Cambridge University Press. Messiah, Albert (1970), Quantum Mechanics, Volume I, Amsterdam: North-Holland. Mills, S. and J. Beatty (1979), The Propensity Interpretation of Fitness, Philosophy of Science, 46: 263-286. Nagel, E. (1961), The Structure of Science, New York: Harcourt, Brace and World. Plerou, V., Gopikrishnan, P.& Stanley, H. E. (2003), Two-Phase Behaviour of Financial Markets, Nature, 421, 130. Rieke, Fred, D. Warland, R. van Steveninck and W. Bialek (1997), Spikes: Exploring the Neural Code, Cambridge, Mass.: MIT Press. Rosenberg, Alex (1985), Is the Theory of Natural Selection a Statistical Theory?, Canadian Journal of Philosophy (Suppl.), 14: 187-207. Rosenberg, Alex (2001), Discussion Note: Indeterminism, Probability and Randomness in Evolutionary Theory, Philosophy of Science, 68: 536-544. Schwabl, Franz (1993), Quantum Mechanics, Second Revised Edition, New York: Springer. Sober, Elliott (1984), The Nature of Selection: Evolutionary Theory in Philosophical Focus, Cambridge, Mass: MIT Press. Waters, C. Kenneth (1990), Why the Anti-reductionist Consensus Wont Survive the Case of Classical Mendelian Genetics, in A. Fine, M. Forbes, and L. Wessels (eds.) PSA 1990, Vol. 1: 125-139.  Messiah (1970, p. 215)  The status and the meaning of the probabilities in evolutionary theory have been the subject of an enduring debate in recent years. See Mills and Beatty (1979); Sober (1984, 118-134); Beatty (1984); Rosenberg (1985); Horan (1994); Brandon and Carson (1996); Graves et al. (1999); Glymour (2001); Rosenberg (2001).  To prove (10), first note that  EMBED Equation.DSMT4  commutes with the first term in the Hamiltonian, and then show that  EMBED Equation.DSMT4  operating on an arbitrary wavefunction  EMBED Equation.DSMT4  reduces to  EMBED Equation.DSMT4 .  The ensemble approach to statistical mechanics was developed mainly by Gibbs (see e. g. his 1902). While the Gibbsian approach is popular amongst contemporary physicists, important philosophical questions about the meaning and role of ensemble averages remain (see e.g., Batterman 1998, Batterman 2001a, Callender 1997, Earman and Rdei 1996). Unfortunately, there is no space to discuss these important issues here. 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