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4,299,418 works, Canadian by any of four routes.

Every filter state is a URL; the URL is the query; the query is citable via /q/⟨hash⟩. The page, the API and the export parse the same parameters.

The current cohort, streamed from the database: every work column, the machine labels, the provisional scores, and the per-row validation status. Exports are capped at 100,000 rows. Mints a permanent /q/ link for this exact query. The same filters always produce the same link, whoever asks.

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Journal of the American Society of Brewing Chemists
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Direct Codex and Gemma labels are unvalidated and sparse. Distilled predictions cover the full frame and are also unvalidated. Choose the evidence source explicitly; absence of a direct label is never a negative label.

affaffiliation
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The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

50 results · 1 filter active ·
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20002025
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Machine labels · sparse coverage
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
50 works in the cohort · of 4,299,418page 1 of 1

Labels cover 0 of 50 works in this cohort. The rest are unlabeled, which is not a negative label: the label table is sparse today and grows as labeling rounds land.

Distilled predictions cover 50 of 50 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

aboutno affunlabeled
The Influence of Malt Variety and Origin on Wort Flavor
Susan L. Stewart, Ross D. Sanders, Natalja Ivanova, Kerry L. Wilkinson, Doug Stewart, Jianjun Dong +3 more
2022· article· en· Journal of the American Society of Brewing Chemists· Agricultural and Biological Sciences
distilled prediction:candidate · noneconsensus · none
17
citations
affunlabeled
Unfilterable Beer Haze Part II: Identifying Suspect Cell Wall Proteins
Margaux Huismann, Fraser J. Gormley, Dzeti Dzait, Nicholas Willoughby, Kelly L. Stewart, R. Alex Speers +1 more
2021· article· en· Journal of the American Society of Brewing Chemists· Agricultural and Biological Sciences
distilled prediction:candidate · noneconsensus · none
10
citations
affunlabeled
Barley Variety Identification by iPhone Images and Deep Learning
Yaying Shi, Yash Patel, Behrouz Rostami, Huawei Chen, Lushen Wu, Zeyun Yu +1 more
2021· article· en· Journal of the American Society of Brewing Chemists· Agricultural and Biological Sciences
distilled prediction:candidate · noneconsensus · none
9
citations
affunlabeled
Wort Boil Time and Trub Effects on Fermentability
Abhishek Mishra, R. Alex Speers
2020· article· en· Journal of the American Society of Brewing Chemists· Agricultural and Biological Sciences
distilled prediction:candidate · noneconsensus · none
4
citations
affunlabeled
Chemometric Investigation of Barley and Malt Data
Karl J. Siebert, Aleksandar Egi, Robert McCaig
2012· article· en· Journal of the American Society of Brewing Chemists· Nursing
distilled prediction:candidate · noneconsensus · none
1
citations
aboutno affunlabeled
Impact of Bourbon Continuous Column Operations on Ethyl Carbamate Levels
Brad J. Berron, J.F. Brown, Jason Gambrell, Mary McIntosh, Sarah Wilson, Jarrad Gollihue +1 more
2025· article· en· Journal of the American Society of Brewing Chemists· Pharmacology, Toxicology and Pharmaceutics
distilled prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About