maha research · governed federation

Dataset Provenance — Failure Mode

Dataset Provenance, in this failure-mode analysis, is limited to the following inspected scope. Machine-readable relations for a dataset, the activity that produced it, inputs, derivation, and responsibility. Versioned metadata fields for dataset identity, contributors, related objects, and rights. The answer carries the source boundaries forward and does not infer authority from a neighboring topic.

Active canonical release · fedrelease_bd699af4adc6145f691f52e42adb1689 · exact revision sha256:9c9cf6b9aa980b3a4b70fbdd02016fa5dc8f8e1a4c025387e9f197936985c2ab

answer

Direct answer

Dataset Provenance, in this failure-mode analysis, is limited to the following inspected scope. Machine-readable relations for a dataset, the activity that produced it, inputs, derivation, and responsibility. Versioned metadata fields for dataset identity, contributors, related objects, and rights. The answer carries the source boundaries forward and does not infer authority from a neighboring topic.

role-method

Failure Mode analysis

Describe the failed invariant, observable signal, safe refusal, and correction or recovery path.

An absent signal is not proof of success unless the protocol defines and validates that interpretation.

Applied scope: Machine-readable relations for a dataset, the activity that produced it, inputs, derivation, and responsibility. Versioned metadata fields for dataset identity, contributors, related objects, and rights.

authority

Definition and operating context

The canonical concept owner is maha-research. This route may apply evidence; it cannot redefine or inherit the authority of its canonical owner.

This property may publish research objects, machine-readable provenance, reproduction protocols. It must not publish sales copy or unsupported interpretation.

evidence

Evidence and exact locators

PROV-O: The PROV Ontology — Entity, Activity, Agent; wasGeneratedBy; used; wasDerivedFrom; wasAttributedTo. Establishes: Machine-readable relations for a dataset, the activity that produced it, inputs, derivation, and responsibility.

DataCite Metadata Schema Documentation — Properties; Version; RelatedIdentifier; Rights; Contributor. Establishes: Versioned metadata fields for dataset identity, contributors, related objects, and rights.

limitations

What the evidence does not establish

PROV encodes assertions and does not verify accuracy, consent, licensing, or completeness.

Metadata completeness does not establish data quality, lawful collection, or passage-level claim support.

This route must not claim sales copy.

This route must not claim unsupported interpretation.

relationships

Related definitions and applications

same-topic-application: https://research.mahastrategies.com/federation/research/dataset-provenance/definition

graphEdges: https://research.mahastrategies.com/federation/research/source-identity/definition

same-topic-application: https://research.mahastrategies.com/federation/research/dataset-provenance/fixture

same-topic-application: https://research.mahastrategies.com/federation/research/dataset-provenance/protocol

property-home: https://research.mahastrategies.com/

same-topic-application: https://research.mahastrategies.com/federation/research/dataset-provenance/machine-record

bounded answers

Questions this page can answer

What does Dataset Provenance mean in this bounded context?

Dataset Provenance, in this failure-mode analysis, is limited to the following inspected scope. Machine-readable relations for a dataset, the activity that produced it, inputs, derivation, and responsibility. Versioned metadata fields for dataset identity, contributors, related objects, and rights. The answer carries the source boundaries forward and does not infer authority from a neighboring topic.

Which inspected sources support this failure mode answer?

PROV-O: The PROV Ontology (Recommendation, 30 April 2013), at Entity, Activity, Agent; wasGeneratedBy; used; wasDerivedFrom; wasAttributedTo, supports machine-readable relations for a dataset, the activity that produced it, inputs, derivation, and responsibility. DataCite Metadata Schema Documentation (version 4.6), at Properties; Version; RelatedIdentifier; Rights; Contributor, supports versioned metadata fields for dataset identity, contributors, related objects, and rights.

What does the evidence not establish?

PROV encodes assertions and does not verify accuracy, consent, licensing, or completeness. Metadata completeness does not establish data quality, lawful collection, or passage-level claim support. Property boundary: This route may apply evidence; it cannot redefine or inherit the authority of its canonical owner.

Which definition or canonical owner must be read first?

This page is the local maha-research definition for its topic. Related applications may depend on it but may not silently redefine it.

What source, policy, implementation, or release change would require revision?

Re-evaluate this page when a cited source, locator, governing instrument, local implementation, or canonical definition changes. Publication also requires a matching exact-revision review and active canonical release.