Evidence¶
Core Idea¶
Evidence is the defeasible, provenance-bearing relation between an observable trace and a hypothesis about an unobservable state: a thing is evidence when it is more probable if the claim is true than if false, and traceable enough that the inference can be challenged.
How would you explain it like I'm…
Clues That Point
Clues You Can Trust
Traces Behind a Claim
Broad Use¶
- Law: exhibits, testimony, and documents weighed against a standard of proof, governed by rules of admissibility.
- Science: data for or against hypotheses, with strength set by study design, replication, and freedom from confounders.
- Medicine: signs and symptoms as evidence for diagnoses in a Bayesian-style differential.
- History: primary sources weighed by provenance and triangulation across independent sources.
- Journalism and intelligence: sources and intercepts assessed by provenance, reliability, and corroboration.
- Software debugging: stack traces and reproducers as evidence for a defect hypothesis, with flaky reproducers as defeaters.
Clarity¶
Moves analysis from "we have lots of data" to a specific set of handles — evidence for what claim, by what mechanism, with what custody, vulnerable to what defeaters — and separates having data from having evidence for a hypothesis.
Manages Complexity¶
Factors any inference into separable handles, so a disputed conclusion localizes to one of them — a provenance break, a wrong combination rule, an ignored defeater — making evidential reasoning auditable rather than holistic.
Abstract Reasoning¶
Supports second-order moves: choosing the next evidence that best discriminates live hypotheses, distinguishing evidence of absence from absence of evidence, and discounting correlated traces that share a producing mechanism.
Knowledge Transfer¶
- Law → engineering: chain-of-custody discipline becomes data-lineage instrumentation that attests each hand-off.
- History, intelligence, science: triangulation, corroboration, and replication are one move — produce an independent trace and check convergence.
- Law → organisations: adversarial examination becomes red-teaming and pre-mortems that surface defeaters before acting.
Example¶
A diagnostic medical test read by Bayes' rule shifts a prior to a graded posterior; for a rare disease even a sensitive test yields low confidence, and a second independent test raises the posterior far more than re-running the same assay.
Relationships to Other Abstractions¶
Current abstraction Evidence Prime
Parents (1) — outgoing typed relations
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Evidence includes Provenance Prime
Evidence contains provenance as the chain-of-custody relation connecting an underlying event to its observable trace and presentation.
Children (17) — abstractions linked here by typed relations
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Code Smell Domain-specific is a kind of Evidence
A code smell is defeasible evidence specialized to observable source-code features that support a hypothesis about a deeper design or maintainability problem.
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Combinatorial method (linguistics) Domain-specific is a kind of Evidence
What makes it its own entry: the domain-specific identity determined by a proposed reading is supported by converging structural, archaeological, and contextual distributions and generates testable predictions across texts.
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Evidence (law) Domain-specific is a kind of Evidence
The legal framework is organized around trace-to-proposition evidentiary relations; jurisdictional admissibility, foundation, allocation, and burden rules provide the autonomous legal specialization.
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Frequency analysis Domain-specific is a kind of Evidence
What makes it its own entry: the domain-specific identity determined by the cipher leaks stable plaintext-derived frequency structure and the inferred mapping explains multiple independent ciphertext statistics.
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Likelihood principle Domain-specific is a kind of Evidence
What makes it its own entry: the domain-specific identity determined by the model and parameter are fixed, likelihoods are based on the observed data, proportionality is parameter-independent, and the claim concerns evidential equivalence rather than a complete decision rule.
- Oral history Domain-specific is a kind of Evidence
Oral histories create contextualized testimonial evidence.
- Phenomenal conservatism Domain-specific is a kind of Evidence
The principle treats conscious seemings as defeasible evidence.
- Textual criticism Domain-specific is a kind of Evidence
Textual Criticism instantiates Evidence because attested readings and material witness features bear defeasibly on unobserved textual states and transmission histories through provenance-explicit hypotheses and defeaters.
- Tracing (Law) Domain-specific is a kind of Evidence
**Evidence** is the broader abstraction this entry instantiates.
- Absence as Information Prime is a kind of Evidence
Absence as information is evidence carried by an expected but missing trace under a modeled absence-generating process.
- Production Signature Prime is a kind of Evidence
A production signature is the evidence species in which an observable output trace bears defeasibly on the hypothesis that a particular process made it.
- Congruence Bias Domain-specific presupposes Evidence
Congruence Bias presupposes an evidential trace-to-hypothesis relation because a probe is congruent or non-diagnostic only by comparing how likely its trace is under the favored hypothesis and its rivals.
- Hempel's Paradox Domain-specific presupposes Evidence
The paradox presupposes an evidence-to-hypothesis relation whose logical relevance and quantitative weight can come apart.
- Hitchens's Razor Domain-specific presupposes Evidence
Hitchens's Razor presupposes Evidence because its burden rule turns on whether an assertion has supporting evidence.
- Sourcing Ladder Domain-specific presupposes Evidence
A Sourcing Ladder presupposes Evidence because its ranks have meaning only relative to how strongly sources support a particular claim.
- Aviation accident analysis Domain-specific is a decomposition of Evidence
The accepted reference-grade review places Aviation accident analysis under Evidence because the child instantiates or depends on the parent's broader structure while retaining its own constitutive identity.
- Brodie–Trendelenburg percussion test Domain-specific is a decomposition of Evidence
The accepted reference-grade review places Brodie–Trendelenburg percussion test under Evidence because the child instantiates or depends on the parent's broader structure while retaining its own constitutive identity.
Hierarchy paths (4) — routes to 4 parentless roots
- Evidence → includes Provenance → presupposes Traceability → presupposes Observability
- Evidence → includes Provenance → includes, conditional Attestation → is a kind of Authentication
- Evidence → includes Provenance → presupposes Traceability → presupposes, typical Transformation → is a kind of, typical Function (Mapping)
- Evidence → includes Provenance → includes, conditional Custody Transfer → is a kind of State and State Transition → includes Phase Space
Not to Be Confused With¶
- Evidence is not Provenance because evidence is the whole role-set (hypothesis, mechanism, trace, inference, aggregation, defeaters), whereas provenance is one component — the custody sub-relation that defeats inferences when broken.
- Evidence is not the inference rule (induction, abduction, Bayesian updating) because evidence is the trace-to-hypothesis relation those rules operate on, the operand rather than the operation.
- Evidence is not Belief because evidence is the input that licenses graded confidence, whereas belief is the doxastic output; one can have strong evidence and withhold belief, or believe with none.