Integrity report for Machine learning applied to emerald gemstone grading: framework proposal and creation of a public dataset

A machine-verified record of the checks Pith has run against this paper: detector runs, findings, signed bundle events, and canonical identifiers.

arXiv:2605.23777 · pith:2026:7EQWCUKQHIJSHNC6CMYPKS2AUR

1Critical

6Advisory

8Detectors run

2026-06-05Last checked

Paper page arXiv integrity.json bundle.json

Detector runs

doi_compliance completed v1.0.0 · findings 1 · 2026-06-05 04:45:18.126776+00:00

doi_title_agreement completed v1.0.0 · findings 0 · 2026-06-05 04:36:07.575542+00:00

cited_work_retraction completed v1.0.0 · findings 0 · 2026-06-01 22:57:58.747737+00:00

ai_meta_artifact completed v1.0.0 · findings 0 · 2026-06-01 03:37:46.403366+00:00

claim_evidence completed v1.0.0 · findings 0 · 2026-05-28 12:04:49.145607+00:00

external_links completed v1.0.0 · findings 3 · 2026-05-25 23:32:32.254343+00:00

shingle_duplication completed v0.1.0 · findings 0 · 2026-05-25 13:50:42.431407+00:00

citation_quote_validity completed v0.1.0 · findings 0 · 2026-05-25 05:51:10.645690+00:00

Findings

critical doi_compliance unresolvable_identifier

Identifier '10.1186/1475-925x-5-51:' is syntactically valid but the DOI registry (doi.org) returned 404, and Crossref / OpenAlex / internal corpus also have no record. The cited work could not be located through any authoritative source.

ref #10 · 2026-05-25 04:28:13.471596+00:00

Finding detail Try DOI

Signed record

The machine-readable record for this paper lives at /pith/7EQWCUKQ/integrity.json. Pith Number bundles also include signed pith.integrity.v1 events where a Pith Number exists.