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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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Remote Sensing and LiDAR Applications
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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.

2,536 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.
2,536 works in the cohort · of 4,299,418page 15 of 51

Labels cover 3 of 2,536 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 2,536 of 2,536 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundvenueaboutunlabeled
A workflow to minimize shadows in UAV-based orthomosaics
Mir Mustafizur Rahman, Gregory J. McDermid, Taylor Mckeeman, Julie Lovitt
2019· article· en· Journal of Unmanned Vehicle Systems· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
20
citations
afffundunlabeled
4D Reconstruction of Blooming Flowers
Qian Zheng, Xiaochen Fan, Minglun Gong, Andrei Sharf, Oliver Deußen, Hui Huang
2016· article· en· Computer Graphics Forum· Environmental Science
distilled prediction:candidate · noneconsensus · none
20
citations
affno abstractunlabeled
Satellite time series can guide forest restoration
Joanne C. White, Michael A. Wulder, Txomin Hermosilla, Nicholas C. Coops
2019· letter· en· Nature· Environmental Science
distilled prediction:candidate · research_integrity+insufficient_payloadconsensus · research_integrity
19
citations
affunlabeled
AUTOMATIC RAILWAY POWER LINE EXTRACTION USING MOBILE LASER SCANNING DATA
Shanxin Zhang, Cheng Wang, Zhuang Yang, Yiping Chen, Jonathan Li
2016· article· en· ˜The œinternational archives of the photogrammetry, remote sensing and spatial information sciences/International archives of the photogrammetry, remote sensing and spatial information sciences· Environmental Science
distilled prediction:candidate · metaepi_narrow+stsconsensus · sts
19
citations
affaboutunlabeled
HIGH ACCURACY DIRECT GEOREFERENCING OF THE ALTUM MULTI-SPECTRAL UAV CAMERA AND ITS APPLICATION TO HIGH THROUGHPUT PLANT PHENOTYPING
J. Hutton, G. Lipa, D. Baustian, John Sulik, Robert W. Bruce
2020· article· en· ˜The œinternational archives of the photogrammetry, remote sensing and spatial information sciences/International archives of the photogrammetry, remote sensing and spatial information sciences· Environmental Science
distilled prediction:candidate · stsconsensus · none
18
citations
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