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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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Nature Reviews Physics
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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.

25 results · 1 filter active ·
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20192025
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Machine labels · sparse coverage
Evidence
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Citations
An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
25 works in the cohort · of 4,299,418page 1 of 1

Labels cover 0 of 25 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 25 of 25 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.

afffundno abstractunlabeled
On scientific understanding with artificial intelligence
Mario Krenn, Robert Pollice, Si Yue Guo, Matteo Aldeghi, Alba Cervera-Lierta, Pascal Friederich +6 more
2022· review· en· Nature Reviews Physics· Decision Sciences
machine prediction:candidate · metaresearchconsensus · none
348
citations
affno abstractunlabeled
Barren plateaus in variational quantum computing
Martín Larocca, Supanut Thanasilp, Samson Wang, Kunal Sharma, Jacob Biamonte, Patrick J. Coles +4 more
2025· review· en· Nature Reviews Physics· Computer Science
machine prediction:candidate · noneconsensus · none
173
citations
afffundno abstractunlabeled
Challenges and opportunities in quantum optimization
Amira Abbas, Andris Ambainis, Brandon Augustino, Andreas Bärtschi, Harry Buhrman, Carleton Coffrin +40 more
2024· review· en· Nature Reviews Physics· Computer Science
machine prediction:candidate · noneconsensus · none
154
citations
affno abstractunlabeled
A fresh understanding of the Mpemba effect
John Bechhoefer, Avinash Kumar, Raphaël Chétrite
2021· review· en· Nature Reviews Physics· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
88
citations
affno abstractunlabeled
Computer-inspired quantum experiments
Mario Krenn, Manuel Erhard, Anton Zeilinger
2020· review· en· Nature Reviews Physics· Computer Science
machine prediction:candidate · noneconsensus · none
86
citations
affno abstractunlabeled
Analogue simulations of quantum gravity with fluids
Samuel L. Braunstein, Mir Faizal, Lawrence M. Krauss, Francesco Marino, Naveed Ahmad Shah
2023· review· en· Nature Reviews Physics· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
64
citations
affno abstractunlabeled
The importance of international standards for the graphene community
Charles A. Clifford, Erlon H. Martins Ferreira, Toshiyuki Fujimoto, Jan Herrmann, Angela R. Hight Walker, Denis Koltsov +4 more
2021· review· en· Nature Reviews Physics· Materials Science
machine prediction:candidate · noneconsensus · none
36
citations
affno abstractunlabeled
Tensor networks for quantum computing
A. V. Berezutskii, Minzhao Liu, Atithi Acharya, Roman Ellerbrock, Johnnie Gray, Reza Haghshenas +22 more
2025· review· en· Nature Reviews Physics· Computer Science
machine prediction:candidate · noneconsensus · none
12
citations
affno abstractunlabeled
Hydride superconductivity is here to stay
G. S. Boebinger, Andrey V. Chubukov, I. R. Fisher, F. M. Grosche, P. J. Hirschfeld, S. R. Julian +9 more
2024· preprint· en· Nature Reviews Physics· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
12
citations
affno abstractunlabeled
Topology in abundance
2019· article· en· Nature Reviews Physics· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
6
citations
affno abstractunlabeled
Balancing innovation and safety in FLASH radiotherapy
Magdalena Bazalova‐Carter, Emil Schüler, Anthony Mascia, Marcel van Herk
2025· article· en· Nature Reviews Physics· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
4
citations
affno abstractunlabeled
The spectrum of early career physics
Chao‐Hui Feng, Emily Moravec, Tomasz Raducha, Orad Reshef, Chandrasekar Sivakumar, LaNell A. Williams
2021· review· en· Nature Reviews Physics· Decision Sciences
machine prediction:candidate · metaresearch+bibliometricsconsensus · none
1
citations
affno abstractunlabeled
Author Correction: Advances in artificial spin ice
Sandra Helen Skjærvø, C. H. Marrows, R. L. Stamps, Laura J. Heyderman
2024· review· en· Nature Reviews Physics· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
0
citations

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