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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.

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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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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.

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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
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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 1 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.

affunlabeled
FREQUENCY EFFECTS IN LANGUAGE PROCESSING
Nick C. Ellis
2002· article· en· Studies in Second Language Acquisition· Psychology
machine prediction:candidate · noneconsensus · none
2,185
citations
affunlabeled
ORAL FEEDBACK IN CLASSROOM SLA
Roy Lyster, Kazuya Saito
2010· article· en· Studies in Second Language Acquisition· Arts and Humanities
machine prediction:candidate · noneconsensus · none
788
citations
affunlabeled
THE MUTUAL INTELLIGIBILITY OF L2 SPEECH
Murray J. Munro, Tracey M. Derwing, Susan L. Morton
2006· article· en· Studies in Second Language Acquisition· Psychology
machine prediction:candidate · noneconsensus · none
489
citations
affunlabeled
DECONSTRUCTING COMPREHENSIBILITY
Talia Isaacs, Pavel Trofimovich
2012· article· en· Studies in Second Language Acquisition· Psychology
machine prediction:candidate · noneconsensus · none
305
citations
affaboutunlabeled
THE LANGUAGE CONTACT PROFILE
Barbara F. Freed, Dan P. Dewey, Norman Segalowitz, Randall Halter
2004· article· en· Studies in Second Language Acquisition· Social Sciences
machine prediction:candidate · noneconsensus · none
303
citations
affunlabeled
BRIDGING THE GAP
Jan H. Hulstijn, Richard Young, Lourdes Ortega, Martha Bigelow, Robert DeKeyser, Nick C. Ellis +3 more
2014· article· en· Studies in Second Language Acquisition· Arts and Humanities
machine prediction:candidate · noneconsensus · none
140
citations
afffundunlabeled
GROWTH, FIXED, AND MIXED MINDSETS
Nigel Mantou Lou, Kathryn Everhart Chaffee, Kimberly A. Noels
2021· article· en· Studies in Second Language Acquisition· Psychology
machine prediction:candidate · noneconsensus · none
128
citations
affunlabeled
COMPREHENSION-BASED PRACTICE
Pavel Trofimovich, Patsy M. Lightbown, Randall Halter, Hyojin Song
2009· article· en· Studies in Second Language Acquisition· Psychology
machine prediction:candidate · noneconsensus · none
96
citations
affunlabeled
ALERTNESS, ORIENTATION, AND DETECTION
Daphnée Simard, Wynne Wong
2001· article· en· Studies in Second Language Acquisition· Neuroscience
machine prediction:candidate · noneconsensus · none
74
citations
affunlabeled
VARIABILITY IN SECOND LANGUAGE LEARNING
Kaitlyn M. Tagarelli, Simón Ruíz, José Luis Moreno Vega, Patrick Rebuschat
2016· article· en· Studies in Second Language Acquisition· Arts and Humanities
machine prediction:candidate · noneconsensus · none
68
citations
affunlabeled
L2 ENGLISH INTONATION
Marta Ortega-Llebaría, Laura Colantoni
2014· article· en· Studies in Second Language Acquisition· Psychology
machine prediction:candidate · noneconsensus · none
65
citations
affunlabeled
THE LEMMA DILEMMA
Stuart Webb
2021· article· en· Studies in Second Language Acquisition· Psychology
machine prediction:candidate · noneconsensus · none
61
citations
affunlabeled
MOOD SELECTION IN RELATIVE CLAUSES
Claudia Borgonovo, Joyce Bruhn de Garavito, Philippe Prévost
2014· article· en· Studies in Second Language Acquisition· Arts and Humanities
machine prediction:candidate · noneconsensus · none
58
citations
affunlabeled
TESTING THE FUNDAMENTAL DIFFERENCE HYPOTHESIS
Hyang Suk Song, Bonnie D. Schwartz
2009· article· en· Studies in Second Language Acquisition· Arts and Humanities
machine prediction:candidate · noneconsensus · none
58
citations
affunlabeled
LANGUAGE APTITUDE AND GRAMMATICAL DIFFICULTY
Şebnem Yalçın, Nina Spada
2016· article· en· Studies in Second Language Acquisition· Arts and Humanities
machine prediction:candidate · noneconsensus · none
57
citations
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