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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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Studies in Second Language Acquisition
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Retraction
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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
fundfunder
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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.

115 results · 1 filter active ·
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20002025
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Machine labels · sparse coverage
Evidence
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
115 works in the cohort · of 4,299,418page 2 of 3

Labels cover 0 of 115 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 115 of 115 works in this cohort. Predictions are machine_predicted_unvalidated. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

affaboutunlabeled
SOCIAL ATTITUDES AND SPEECH RATINGS
Kym Taylor Reid, Pavel Trofimovich, Mary Grantham O’Brien
2018· article· en· Studies in Second Language Acquisition· Social Sciences
machine prediction:candidate · noneconsensus · none
45
citations
affunlabeled
INVOLVEMENT LOAD HYPOTHESIS PLUS
Akifumi Yanagisawa, Stuart Webb
2021· article· en· Studies in Second Language Acquisition· Psychology
machine prediction:candidate · noneconsensus · none
33
citations
affunlabeled
ACQUIRING /[alveolar approximant]/ IN CONTEXT
Laura Colantoni, Jeffrey Steele
2007· article· en· Studies in Second Language Acquisition· Psychology
machine prediction:candidate · noneconsensus · none
29
citations
affunlabeled
ON THE RELIABILITY OF ROBUSTNESS
Ellen Bialystok
2002· article· en· Studies in Second Language Acquisition· Arts and Humanities
machine prediction:candidate · metaresearchconsensus · none
24
citations
afffundunlabeled
BEYOND LINGUISTIC FEATURES
Charlie Nagle, Pavel Trofimovich, Mary Grantham O’Brien, Sara Kennedy
2021· article· en· Studies in Second Language Acquisition· Arts and Humanities
machine prediction:candidate · noneconsensus · none
20
citations
affunlabeled
<b>TRANSFER IN SLA AND CREOLES</b>
Rena Helms‐Park
2003· article· en· Studies in Second Language Acquisition· Social Sciences
machine prediction:candidate · noneconsensus · none
15
citations
affunlabeled
PARSING AMBIGUOUS RELATIVE CLAUSES IN L2 ENGLISH
Heather Goad, Natália Brambatti Guzzo, Lydia White
2020· article· en· Studies in Second Language Acquisition· Neuroscience
machine prediction:candidate · noneconsensus · none
14
citations
affunlabeled
Lexical coverage in L1 and L2 viewing comprehension
Marion Durbahn, Michael Rodgers, Marijana Macis, Elke Peters
2024· article· en· Studies in Second Language Acquisition· Psychology
machine prediction:candidate · noneconsensus · none
8
citations
afffundunlabeled
New data on text reading in English as a second language
Victor Kuperman, Sascha Schroeder, Cengiz Acartürk, Niket Agrawal, D. Alexandre, Lena Sophia Bolliger +44 more
2025· article· en· Studies in Second Language Acquisition· Psychology
machine prediction:candidate · noneconsensus · none
6
citations
afffundunlabeled
Do they like me?
Chaoqun Zheng, Pavel Trofimovich, Rachael Lindberg, Kim McDonough, Masatoshi Sato
2024· article· en· Studies in Second Language Acquisition· Arts and Humanities
machine prediction:candidate · noneconsensus · none
5
citations
afffundunlabeled
Bayesian estimation in multiple comparisons
Guilherme D. Garcia
2025· article· en· Studies in Second Language Acquisition· Mathematics
machine prediction:candidate · noneconsensus · none
2
citations

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