Empirical equivalence must be specified relative to a domain and an account of what counts as observable. Two theories may fit all evidence collected so far while predicting different future results; that is ordinary underdetermination by a finite record. A stronger equivalence requires the same observable consequences for every permitted experiment in the stated domain. For stochastic predictions, matching a set of possible outcomes is not enough: the theories must assign the same outcome probability distributions under corresponding preparations and testing assumptions.
A clear physical example at the level of descriptions occurs in electromagnetism. Write the electric field and magnetic field using a scalar potential and magnetic vector potential :For a smooth, single-valued function , the gauge transformationleaves both fields unchanged: the curl of a gradient vanishes, and the mixed derivatives cancel in the electric-field expression. With the same charges, boundary conditions and force law, these descriptions give the same classical measurements. Agreement is structural, not an accidental fit to a few readings. However, many physicists regard such descriptions as representing one physical situation, so this alone is not an example of two genuinely incompatible physical theories. The smooth global transformation assumption also matters; equality of local fields is not an unrestricted license to identify every globally different potential configuration.
A second example exhibits possible surplus structure. For particles interacting by Newtonian forces depending only on relative positions, a common Galilean transformationleaves relative positions and accelerations unchanged. Accordingly, adding a privileged but completely uncoupled state of uniform rest does not alter any internal mechanical prediction. Rival choices of that unobservable rest state cannot be distinguished by these experiments. This is a deliberately specified completion of the mechanical model: it does not show that rotation or acceleration is undetectable, or that Newtonian mechanics and special relativity are empirically equivalent. The latter give different high-speed predictions. Whether undetectable absolute rest makes a genuinely different theory or a redundant representation is precisely one philosophical issue raised by the example.
Thus there are concrete cases of empirical redundancy, while the existence of equally well-motivated, fully distinct rivals with identical consequences across all physics is a much stronger claim. Historical theories often agree only in limited regimes or after additional assumptions. One must not convert that restricted agreement into an equivalence theorem for every possible test.
The philosophical relevance does not depend on finding a complete historical pair. A constructed rival can expose the logical limits of evidence, although an artificial extension need not deserve the same credibility as an economical account. If two specified models have equal likelihoods for every admissible data set , thenfor finite positive prior odds. The Bayes factor is one; the data do not discriminate between them. Choices about simplicity or interpretation would be additional considerations. Constructive empiricism treats empirical adequacy as the relevant belief commitment in acceptance, while a scientific realist must explain what further warrants belief in the unobservable structure. The equivalence argument identifies a limit of evidential discrimination; it does not establish that every theoretical claim is equally good or that every unobservable claim is false.[ref]
The Scientific Image by Bas van Fraassen. Chapter 2 on empirical adequacy, realism and theory acceptance
The no-miracles argument, in its familiar form, principally supports claims about the truth or approximate truth of successful theories. It is not naturally an argument for the bare existence of theoretical entities independently of the correctness of what is said about them. Entity realism can share its interest in scientific success while relying on a different and more local evidential argument.
Hilary Putnam's formulation treats the success of mature science as something requiring explanation. If theories describe relevant features of the world approximately correctly, their predictive and practical achievements become intelligible. If their central claims are far removed from reality, the same success appears surprising. The proposed inference uses abductive reasoning: accept the explanatory account which best makes sense of the achievements. It is not a valid deduction from successful prediction to truth, since a false theory can yield true consequences.[ref]
What Is Mathematical Truth? by Hilary Putnam. Chapter 4 of Mathematics, Matter and Method, especially printed p. 73: reference, approximate truth and the explanation of scientific success
The content of the explanandum matters. If the achievement is a quantitatively accurate prediction from equations about charges, fields and interactions, saying merely that electrons exist leaves most of that accuracy unexplained. Their existence is compatible with innumerable false accounts of their behaviour. A realist explanation of this success must therefore retain some trustworthy description of relevant properties or structure, not only an inventory of entities. This need not mean accepting every idealization or every speculative extension of the full theory.
Ian Hacking's intervention-based case for entity realism shifts the emphasis. Once investigators reliably use electrons to produce or investigate other phenomena, the entities are functioning as experimental tools rather than merely appearing in an explanatory story. Their causal powers can be supported across different apparatuses and theoretical descriptions. This provides a way of committing to particular entities while remaining selective about high-level theory. The argument rests on how the entities are manipulated, not simply on the statement that an encompassing theory has been successful.[ref]
Experimentation and Scientific Realism by Ian Hacking. Opening argument and discussion of electrons as experimental tools; original 1982 article, pp. 71–87
That position has limits too. Identifying the instrument, controlling its effects and distinguishing those effects from alternatives require some theoretical assumptions. Entity realism cannot plausibly mean that an investigator believes literally nothing about the properties or causal roles of an entity. Its more defensible form distinguishes localized, repeatedly usable knowledge from commitment to a complete theoretical picture. One can accept robust causal regularities about an electron source without treating every claim of a fundamental theory as equally established.
The principal challenge to the general no-miracles argument is that history contains successful theories with rejected central posits. The pessimistic induction presses the example of theories of light which retained a mechanical luminiferous aether, or accounts of combustion which included phlogiston. Such cases defeat an unrestricted inference from some success to the truth of every central assertion. A selective realist may ask which parts produced the successful predictions and which relations survived change. That reply must identify those parts with evidence; labelling an entire abandoned theory approximately true without explaining the retained content would merely rename the problem.[ref]
A Confutation of Convergent Realism by Larry Laudan. Historical counterexamples to success entailing reference or truth
[ref]Structural Realism: The Best of Both Worlds? by John Worrall. Discussion of retained quantitative structure in theory change
A constructive empiricist can also agree that theories are successful while treating empirical adequacy, rather than full truth about unobservables, as the appropriate aim of acceptance. The dispute then includes whether explanatory superiority licenses belief in the proposed unobservable account. Calling alternatives miraculous does not settle that epistemic issue by definition.[ref]
The resulting judgment is selective. The original explanatory form reaches beyond entity existence toward a trustworthy representation of how nature works. It can support entity commitments as part of that representation, but cannot by itself isolate entity realism from all theory realism. Conversely, experimental manipulation can provide particular reasons for entity belief without establishing the whole no-miracles inference. Both arguments are strongest when they specify the achievement, the alternatives and the exact realist commitment being defended.
The claim is defensible if it means that whether an object is observable does not change merely because an investigator adopts a different theory. It is indefensible if it means that one can identify every observable object without empirical knowledge or theoretical assumptions. Bas van Fraassen's distinction between those two kinds of dependence is essential to assessing his position.
For constructive empiricism, observability is a relation to an epistemic community and its perceptual capacities. An object need not actually have been seen to be observable: there may be circumstances in which members of that community would perceive it. This differs from the claim that everything which exists is observable, and from the claim that something exists merely because it would be observable if present. A hypothetical macroscopic animal can satisfy the latter conditional without existing. Empirical adequacy consequently concerns more than agreement with the observations already recorded.[ref]
The Scientific Image by Bas van Fraassen. Chapter 2, pp. 12–19, and chapter 3, pp. 57–59: observable phenomena, human capacities and the independence claim
There is a plausible objective component. Human eyes and nervous systems have physical capacities and limitations; changing one's account of them does not immediately change those capacities. Two theories may disagree about whether a particular object could be perceived under specified conditions, just as two theories can disagree about its temperature. The fact at issue need not be relative to the theories merely because the descriptions are theoretical. Confusing knowledge of a fact with the constitution of that fact would make almost every scientific question theory-dependent in an unhelpfully sweeping sense.
Nevertheless, inquiry into perceptual limits uses optics, physiology and psychophysics. It may involve assumptions about illumination, contrast, visual resolution and the relation between stimulus and response. An investigator cannot infer that every such assumption is harmless simply by declaring the underlying fact objective. Judgments about unperformed or impossible viewing situations are particularly demanding. Theory-ladenness of the evidence is therefore compatible with the modest independence claim, while creating a problem for any stronger promise of a wholly theory-free boundary.
Instruments sharpen the issue. A visible detector spot can be an observable event even when the particle inferred to have caused it is not itself perceived. Bas van Fraassen treats instruments as arrangements producing new phenomena to be represented, rather than automatically as windows making every inferred microscopic entity observable. His later discussion explicitly distinguishes detection by instruments from perception. Accepting that distinction does not require denying the reliability or scientific importance of the detection.[ref]
Constructive Empiricism Now by Bas van Fraassen. Section II: instruments as experimental arrangements producing observable effects, and detection distinguished from observation
A realist may object that the resulting boundary gives an undue epistemic privilege to unaided perception. Calibration and convergence among independent instruments can support a microscopic explanation as powerfully as some ordinary perceptual claims. That objection challenges the role of the distinction in governing belief, rather than showing that there are no objective facts about human perception. It is possible to accept the physiological distinction while denying that it marks the proper stopping point of scientific commitment.
There is also a reflexive question. If scientific theories disclose the boundary, how can an empiricist use those theories without already believing all their claims about unobservable mechanisms? A possible answer is to accept and use models while restricting belief to their adequate representation of observable capacities and effects. Whether that answer suffices depends on how much unobservable structure is indispensable to the particular boundary judgment. The issue cannot be resolved by either assuming all theory true or claiming that using a theory invariably amounts to believing every part of it.
The strongest conclusion distinguishes three propositions. Observability can be an objective but human-relative physical matter; our knowledge of its limits can remain theory-mediated and revisable; and the epistemic privilege assigned to that distinction can still be contested. Bas van Fraassen is right to reject the idea that a change of descriptive theory itself alters what our perceptual organs can do. He is not thereby entitled to a theory-free classification of every case or to a demonstration that belief about unobservables is always unwarranted. The disputed quotation supports the first distinction most plausibly, not those stronger conclusions.
Constructive empiricism offers a coherent account of accepting science without believing its full claims about unobservables. Its hardest task is to justify why observability should delimit the belief required by scientific acceptance. Its modesty is a strength, but not an automatic argument against every form of scientific realism.
For Bas van Fraassen, science aims at empirical adequacy. Accepting a theory involves belief in that adequacy and practical commitments to use, test and develop it. Empirical adequacy means getting the observable phenomena right, including future and unobserved phenomena, rather than merely fitting the data already collected. Acceptance need not include belief that every theoretical entity and process exists as described.[ref]
The Scientific Image by Bas van Fraassen. chapter 2, the statement of constructive empiricism; publisher's synopsis on literal interpretation, empirical adequacy and theory acceptance
The position nevertheless interprets theoretical claims literally. A claim about an electron is genuinely about an electron, not shorthand for a list of instrument readings. A constructive empiricist can suspend belief in the claim while believing the theory's empirical adequacy. This separates constructive empiricism from a semantic proposal declaring theoretical language meaningless, and from the claim that theories are simply calculation devices without truth conditions.
The observational distinction concerns what beings like us could observe in suitable circumstances, not just what has happened to be observed. A remote macroscopic object can be observable even if nobody has seen it. Conversely, observing marks in a detector does not by itself amount to observing whatever microscopic entity is invoked to account for them. Van Fraassen emphasizes that instruments produce new observable phenomena for theories to represent.[ref]
Constructive Empiricism Now by Bas van Fraassen. section II, “Window or Engine?”, on instrumental detection and phenomena produced by instruments
This permits serious experimental work. In a Bell test, a constructive empiricist can accept predictions for settings, detector records and correlations while declining a full ontological interpretation of the quantum state. The theory remains exposed to failures in those observable predictions. Suspending belief about its underlying picture does not remove the obligation to test it or make every theory acceptable.
An attraction is economy of belief. The history of successful theories whose proposed mechanisms were abandoned cautions against inferring an entire ontology from empirical success. Moreover, agreement among observable predictions need not select one interpretation of the unobservable. Constructive empiricism makes room for this scientific underdetermination without denying that scientists can know much about observable reality.
The realist objects that the restriction is arbitrary. Ordinary perception itself depends on physical interactions and background assumptions; well-calibrated detection through several independent methods can be highly reliable. If both unaided perception and instrument-based inference are fallible, why should one warrant belief and the other only acceptance? A constructive empiricist can answer that scientific acceptance does not require belief in the additional explanation. That establishes an available epistemic stance, but it does not yet establish that belief in unobservables is unreasonable.
Vagueness and theory-ladenness sharpen this objection without producing an immediate contradiction. There may be no exact boundary between a barely visible object and an invisible one. Clear cases can remain despite uncertain margins. Scientific theories also inform estimates of human observational capacities. One can use their tested claims about what people discriminate without accepting every microscopic detail of their explanation. Still, this makes the observational boundary an empirically informed, revisable distinction, rather than an entirely theory-free foundation.
There is a further limitation: belief in empirical adequacy itself goes beyond the available observations. It includes what will happen in unperformed experiments. Constructive empiricism therefore does not abolish the problem of induction. Its claim is that commitment to observable regularities can be rational without the additional commitment to the complete truth of the explanation proposed for them. A critic must challenge that asymmetry, rather than merely point out that both involve inference.
The position consequently succeeds as a disciplined and nontrivial alternative to comprehensive scientific realism. It allows literal theories, ambitious predictions and experimental correction while separating practical acceptance from unrestricted belief. Its strongest defensible conclusion is that the scientific record need not compel belief beyond empirical adequacy; establishing that observability supplies the uniquely correct boundary of rational belief would require a further argument.