Skip to main content
Peer-Reviewed Research Database

The science behind the engine

Every compound-food link in CompKitchen comes from a peer-reviewed source. Search 38,144 flavor-relevant papers — part of a 44,648-paper indexed corpus — on aroma compounds, odor thresholds, GC-MS analyses, and sensory studies that power the pairing engine.

From the CompKitchen team
Original research
Featured Preprint · Zenodo · CC BY 4.0

Unsupervised Recovery of Food Taxonomy from Volatile Compound Profiles: A UMAP Analysis of 450 Ingredients

Without supervision or human-coded labels, a UMAP projection of 7,464 volatile compounds across 450 ingredients reproduces conventional food categories — and surfaces cross-category molecular bridges that traditional culinary intuition misses.

Johnson, M. C. (2026). Zenodo. DOI: 10.5281/zenodo.19719459

Read the paper Explore the interactive Flavor Map

More original analyses in queue — Rychlik integration writeup and per-compound OAV audits.

44,648
Papers indexed
959
Ingredients cited ⓘ
5,240
Compounds indexed
627,022
Paper–ingredient links
Get one surprising pairing every week — free.

Choosing a category updates the results straight away.

Try linalool chocolate aroma odor threshold maillard reaction truffle pyrazine aeda
2025 threshold study

Investigating Abiotic Stress-Induced Off-Flavor in Different White Wine Varieties (<i>Vitis vinifera</i> <i>L.</i>) Using a Complementary Approach of Sensory Analysis and Nontargeted Gas Chromatography Mass Spectrometry Analysis.

To better understand the sensory changes of white wines from abiotic stressed vineyards affected by climate change, we conducted a survey with 106 volunteers working in the German... Read full abstract on PubMed →

PMID: 39949295 DOI: 10.1021/acs.jafc.4c11275

All paper metadata — titles, authors, journals, years, DOIs — is public bibliographic information. Abstract snippets shown are truncated to fewer than 200 characters and link to the original source on PubMed or the publisher. We never reproduce full text.

Sources: PubMed (US National Library of Medicine), Semantic Scholar, Europe PMC, CORE. Papers are selected by targeted search queries for each ingredient and compound in our database.