No access
Source argument
Use the located evidence below; avoid treating this review as independent replication.
Evidence map
Okolo 2023 AN1 — Scope and validation
Okolo 2023 AN2 — Vibrational methods
Okolo 2023 AN3 — NMR and fluorescence
Okolo 2023 AN4 — Chromatographic analysis
Okolo 2023 AN5 — Elemental and isotope inference
Okolo 2023 AN6 — Emerging instruments
Okolo 2023 AN7 — Image patterns
Okolo 2023 AN8 — Research transfer limits
Researcher synthesis
For our library, separate an instrument's measured endpoint from a consumer decision. A classifier, composition assay and preference test are different kinds of evidence. Retain the primary-study path rather than converting this review into a universal blend-making rule.
Assessment
Researcher checks before quantitative reuse: Table 2 versus prose model labels; isotope units and radiocarbon terminology; possible overbroad age extrapolations; bibliography typos; Figure 1 taxonomy and clipped final label. Do not adopt toxicology thresholds, legal-standing assertions or home-authentication claims without an appropriate primary authority. This is a verification agenda, not a corrected edition of the article.
Connections
No access
No access
Reconcile existing adulteration and elemental-profile records before adding duplicate primary sources. No new Zettel is warranted solely by broad statements in this secondary review.
Completion checklist
Sources
Okolo, Chioke A., Kieran N. Kilcawley, and Christine O'Connor. “Recent advances in whiskey analysis for authentication, discrimination, and quality control.” Comprehensive Reviews in Food Science and Food Safety 22, no. 6 (2023): 4957–4992. https://doi.org/10.1111/1541-4337.13249.