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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
Retraction
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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.

affaffiliation
fundfunder
venuejournal
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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 18 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.

affunlabeled
LCE-NET: Contour Extraction for Large-Scale 3-D Point Clouds
Yu Zang, Binjie Chen, Yunzhou Xia, Hanyun Guo, Weiquan Liu, Cheng Wang +1 more
2023· article· en· IEEE Transactions on Geoscience and Remote Sensing· Environmental Science
distilled prediction:candidate · noneconsensus · none
15
citations
venueno affunlabeled
Spatial implementation of models in forestry
Richard Fournier, Luc Guindon, Pierre Y. Bernier, Chhun-Huor Ung, Frédéric Raulier
2000· article· en· The Forestry Chronicle· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
15
citations
venueno affunlabeled
Dynamic treatment units in forest planning using cell proximity
Pär Wilhelmsson, Edward Sjödin, André Wästlund, Jörgen Wallerman, Tomas Lämås, Karin Öhman
2021· article· en· Canadian Journal of Forest Research· Environmental Science
distilled prediction:candidate · noneconsensus · none
15
citations
afffundaboutunlabeled
PIXEL VS OBJECT-BASED IMAGE CLASSIFICATION TECHNIQUES FOR LIDAR INTENSITY DATA
Nagwa El-Ashmawy, Ahmed Shaker, Wai Yeung Yan
2012· 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
15
citations
affunlabeled
Special Issue on 3D Sensing in Intelligent Transportation
Chenglu Wen, Ayman Habib, Jonathan Li, Charles Toth, Cheng Wang, Hongchao Fan
2021· article· en· IEEE Transactions on Intelligent Transportation Systems· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
15
citations
affno abstractunlabeled
Image georeferencing using LIDAR data
Ayman Habib, Mwafag Ghanma, Edson Aparecido Mitishita, Eui Myoung Kim, C.J. Kim
2005· article· en· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
15
citations
afffundaboutunlabeled
Raster Vs. Point Cloud LiDAR Data Classification
Nagwa El-Ashmawy, Ahmed Shaker
2014· 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
14
citations
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