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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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MAA spectrum
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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.

43 results · 1 filter active ·
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20002022
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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.
43 works in the cohort · of 4,299,418page 1 of 1

Labels cover 0 of 43 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 43 of 43 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.

affno abstractunlabeled
Probability and Statistics
Edward Barbeau
2013· book-chapter· en· MAA spectrum· Mathematics
machine prediction:candidate · noneconsensus · none
25
citations
affno abstractunlabeled
Algebra and Number Theory
Abe Shenitzer, John Stillwell
2001· other· en· MAA spectrum· Mathematics
machine prediction:candidate · noneconsensus · none
4
citations
affno abstractunlabeled
Finite Mathematics
Edward Barbeau
2000· book-chapter· en· MAA spectrum· Computer Science
machine prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
Mathematicians on Creativity
Peter Borwein, Peter Liljedahl, Helen Zhai
2018· book· en· MAA spectrum· Psychology
machine prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Geometry and Topology
Abe Shenitzer, John Stillwell
2001· other· en· MAA spectrum
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
General
Abe Shenitzer, John Stillwell
2001· other· en· MAA spectrum
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Miscellaneous
Abe Shenitzer, John Stillwell
2001· other· en· MAA spectrum
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
Applications
Abe Shenitzer, John Stillwell
2001· other· en· MAA spectrum
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Chapter D
Peter Borwein, Peter Liljedahl, Helen Zhai
2018· book-chapter· en· MAA spectrum
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Chapter C
Peter Borwein, Peter Liljedahl, Helen Zhai
2018· book-chapter· en· MAA spectrum
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Chapter U
Peter Borwein, Peter Liljedahl, Helen Zhai
2018· book-chapter· en· MAA spectrum
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Chapter P
Peter Borwein, Peter Liljedahl, Helen Zhai
2018· book-chapter· en· MAA spectrum
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Appendix B: Biographies
Peter Borwein, Peter Liljedahl, Helen Zhai
2018· book-chapter· en· MAA spectrum· Economics, Econometrics and Finance
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
Chapter G
Peter Borwein, Peter Liljedahl, Helen Zhai
2018· book-chapter· en· MAA spectrum
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Chapter N
Peter Borwein, Peter Liljedahl, Helen Zhai
2018· book-chapter· en· MAA spectrum
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Chapter K
Peter Borwein, Peter Liljedahl, Helen Zhai
2018· book-chapter· en· MAA spectrum
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Chapter M
Peter Borwein, Peter Liljedahl, Helen Zhai
2018· book-chapter· en· MAA spectrum
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Chapter W
Peter Borwein, Peter Liljedahl, Helen Zhai
2018· book-chapter· en· MAA spectrum
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Appendix A: Hadamard’s Survey
Peter Borwein, Peter Liljedahl, Helen Zhai
2018· book-chapter· ru· MAA spectrum· Business, Management and Accounting
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Chapter B
Peter Borwein, Peter Liljedahl, Helen Zhai
2018· book-chapter· en· MAA spectrum
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Chapter S
Peter Borwein, Peter Liljedahl, Helen Zhai
2018· book-chapter· en· MAA spectrum
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Chapter J
Peter Borwein, Peter Liljedahl, Helen Zhai
2018· book-chapter· en· MAA spectrum
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Chapter L
Peter Borwein, Peter Liljedahl, Helen Zhai
2018· book-chapter· en· MAA spectrum
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Chapter A
Peter Borwein, Peter Liljedahl, Helen Zhai
2018· book-chapter· en· MAA spectrum
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Chapter R
Peter Borwein, Peter Liljedahl, Helen Zhai
2018· book-chapter· en· MAA spectrum
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Chapter E
Peter Borwein, Peter Liljedahl, Helen Zhai
2018· book-chapter· en· MAA spectrum
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Chapter V
Peter Borwein, Peter Liljedahl, Helen Zhai
2018· book-chapter· en· MAA spectrum
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Chapter H
Peter Borwein, Peter Liljedahl, Helen Zhai
2018· book-chapter· en· MAA spectrum
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Chapter I
Peter Borwein, Peter Liljedahl, Helen Zhai
2018· book-chapter· en· MAA spectrum
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Chapter F
Peter Borwein, Peter Liljedahl, Helen Zhai
2018· book-chapter· en· MAA spectrum
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Integral Calculus
2013· book-chapter· en· MAA spectrum· Computer Science
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Chapter T
Peter Borwein, Peter Liljedahl, Helen Zhai
2018· book-chapter· en· MAA spectrum
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Calculus: Limits and Derivatives
Edward Barbeau
2000· book-chapter· en· MAA spectrum· Mathematics
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Advanced Undergraduate Mathematics
Edward Barbeau
2000· book-chapter· en· MAA spectrum· Mathematics
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Analysis
Abe Shenitzer, John Stillwell
2001· other· en· MAA spectrum
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Logic and Foundations
Abe Shenitzer, John Stillwell
2001· other· en· MAA spectrum
machine prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About