What the reference describes.
Counterfactual conditionals (also contrafactual/subjunctive/X-marked conditionals) are conditional sentences that describe what would have been true if circumstances had been different, typically when the antecedent is taken to be false or incompatible with what actually happened. In English they are often formed with a past or irrealis morphology, as in "If Peter believed in ghosts, he would be afraid to be here", and are standardly contrasted with indicative conditionals, which are generally used to discuss live or open possibilities. The name subjunctive conditionals is sometimes preferred because counterfactuals are not always "contrary to fact" as the word "counterfactual" implies, but the name counterfactual conditionals is sometimes preferred because counterfactuals are not always grammatically subjunctive. Hence the name X-marking has been developed as a compromise, although it is newer in the literature; see § Terminology.
What the process still cannot guarantee.
Counterfactual claims require assumptions that cannot be observed directly for each unit.
That is a design criticism of how this research operation may be used, not a claim that the encyclopedia endorses the limitation. In this domain, the general redesign question is: experiments are selected to distinguish competing models, with physical measurements and safety retaining authority.
Replace the mechanism.
Keep structural counterfactual models separate from observed potential outcomes and expose identifying assumptions.
Implementation requires a typed scientific claim, explicit operational definitions, controlled access to evidence, an immutable record of relevant transformations, and independent checking appropriate to the kind of assertion. An AI-generated interpretation without those checks would reproduce the underlying failure at greater speed.
What would demonstrate improvement?
Challenge interventions under several compatible structural models.
Compare with a defined baseline under matched resources, keep evaluation cases independent of the system under test, and measure both false alarms and undetected errors. Publish any negative or inconclusive result as part of the same investigation record.
Continue across concepts.
Each related title has its own revision-specific Wikipedia source and a separate critical dossier. Crosslinks are exploratory; they do not imply the encyclopedia articles support the proposed replacement.
No single authority.
The reference article establishes the historical and methodological subject under examination. The proposed criticism and replacement must earn their own support through reproducible tests and independent validation. Record disagreements instead of silently overwriting them.
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