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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 Materials
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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.

30 results · 1 filter active ·
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20162025
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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.
30 works in the cohort · of 4,299,418page 1 of 1

Labels cover 0 of 30 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 30 of 30 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
Analysis of nanoparticle delivery to tumours
Stefan Wilhelm, Anthony J. Tavares, Qin Dai, Seiichi Ohta, Julie Audet, Harold F. Dvorak +1 more
2016· review· en· Nature Reviews Materials· Materials Science
machine prediction:candidate · noneconsensus · none
4,896
citations
affno abstractunlabeled
Chiral-perovskite optoelectronics
Guankui Long, Randy P. Sabatini, Makhsud I. Saidaminov, Girish Lakhwani, Abdullah Rasmita, Xiaogang Liu +2 more
2020· review· en· Nature Reviews Materials· Engineering
machine prediction:candidate · noneconsensus · none
872
citations
affno abstractunlabeled
Long-term operating stability in perovskite photovoltaics
Hongwei Zhu, Sam Teale, Muhammad Naufal Lintangpradipto, Suhas Mahesh, Bin Chen, Michael D. McGehee +2 more
2023· review· en· Nature Reviews Materials· Engineering
machine prediction:candidate · noneconsensus · none
685
citations
afffundno abstractunlabeled
Nonlinear optical effects in epsilon-near-zero media
Orad Reshef, Israel De Leon, M. Zahirul Alam, Robert W. Boyd
2019· review· en· Nature Reviews Materials· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
557
citations
affno abstractunlabeled
Nonreciprocity in acoustic and elastic materials
Hussein Nassar, Behrooz Yousefzadeh, Romain Fleury, Massimo Ruzzene, Andrea Alù, Chiara Daraio +3 more
2020· review· en· Nature Reviews Materials· Engineering
machine prediction:candidate · noneconsensus · none
470
citations
afffundno abstractunlabeled
Machine learning for a sustainable energy future
Zhenpeng Yao, Yanwei Lum, Andrew Johnston, L.M. Mejía-Mendoza, Xin Zhou, Yonggang Wen +3 more
2022· review· en· Nature Reviews Materials· Materials Science
machine prediction:candidate · noneconsensus · none
468
citations
affno abstractunlabeled
Designing spatial and temporal control of vaccine responses
Gillie A. Roth, Vittoria C. T. M. Picece, Ben S. Ou, Wei Luo, Bali Pulendran, Eric A. Appel
2021· review· en· Nature Reviews Materials· Immunology and Microbiology
machine prediction:candidate · noneconsensus · none
307
citations
affno abstractunlabeled
Biomaterials for cell transplantation
Nikolaos Mitrousis, Ana Fokina, Molly S. Shoichet
2018· review· en· Nature Reviews Materials· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
237
citations
fundno affno abstractunlabeled
Mucosa-interfacing electronics
Kewang Nan, Vivian R. Feig, Binbin Ying, Julia G. Howarth, Ziliang Kang, Yiyuan Yang +1 more
2022· review· en· Nature Reviews Materials· Engineering
machine prediction:candidate · noneconsensus · none
98
citations
affno abstractunlabeled
Vapour-deposited perovskite light-emitting diodes
Jiajun Luo, Jinghui Li, Luke Grater, Runda Guo, Abd. Rashid bin Mohd Yusoff, Edward H. Sargent +1 more
2024· review· en· Nature Reviews Materials· Engineering
machine prediction:candidate · noneconsensus · none
79
citations
afffundno abstractunlabeled
How to organize an online conference
Orad Reshef, Igor Aharonovich, Andrea M. Armani, Sylvain Gigan, Rachel Grange, Mikhail A. Kats +1 more
2020· review· en· Nature Reviews Materials· Social Sciences
machine prediction:candidate · noneconsensus · none
70
citations
affno abstractunlabeled
Next-generation materials for nucleic acid delivery
Roy van der Meel, Paul A. Wender, Olivia M. Merkel, Irene Lostalé‐Seijo, Javier Montenegro, Ali Miserez +3 more
2025· review· en· Nature Reviews Materials· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
39
citations
affunlabeled
Hidden orders in spin–orbit-entangled correlated insulators
Leonid V. Pourovskii, Dario Fiore Mosca, Lorenzo Celiberti, Sergii Khmelevskyi, Arun Paramekanti, Cesare Franchini
2025· review· en· Nature Reviews Materials· Physics and Astronomy
machine prediction:candidate · noneconsensus · none
10
citations

How this was built: Screen · Findings · About