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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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Socio-Environmental Systems Modeling
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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.

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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.

500 results · 1 filter active ·
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20002025
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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.
500 works in the cohort · of 4,299,418page 1 of 10

Labels cover 1 of 500 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 500 of 500 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.

affunlabeled
Eight grand challenges in socio-environmental systems modeling
Sondoss Elsawah, Tatiana Filatova, Anthony J. Jakeman, Albert J. Kettner, Moira Zellner, Ioannis N. Athanasiadis +9 more
2019· article· en· Socio-Environmental Systems Modeling· Decision Sciences
machine prediction:candidate · noneconsensus · none
205
citations
aboutno affunlabeled
The future of soil science
Alfred E. Hartemink
2006· book· en· Socio-Environmental Systems Modeling· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
55
citations
aboutno affunlabeled
Who owns the Map Legend
Giacomo Rambaldi
2005· article· en· Socio-Environmental Systems Modeling· Social Sciences
machine prediction:candidate · noneconsensus · none
39
citations
aboutno affunlabeled
Animal behaviour analysis with GPS and 3D accelerometers
Andrew Spink, Brian Cresswell, Andrea Kölzsch, Frank van Langevelde, Marjolein Neefjes, L.P.J.J. Noldus +5 more
2013· article· en· Socio-Environmental Systems Modeling· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
16
citations
affunlabeled
Containerization for creating reusable model code
Manuela Vanegas Ferro, Allen Lee, Calvin Pritchard, C. Michael Barton, Marco A. Janssen
2022· article· en· Socio-Environmental Systems Modeling· Decision Sciences
machine prediction:candidate · noneconsensus · none
6
citations
affunlabeled
Perspectives on confronting issues of scale in systems modeling
Takuya Iwanaga, Patrick Steinmann, Amir Sadoddin, Derek T. Robinson, Val Snow, Volker Grimm +1 more
2022· article· en· Socio-Environmental Systems Modeling· Environmental Science
machine prediction:candidate · noneconsensus · none
5
citations
aboutno affunlabeled
DEVELOPMENT AND WORLDWIDE DISTRIBUTION OF THE ANGLO NUBIAN GOAT
A. Stemmer, Marianna Siegmund‐Schultze, C. Gall, Anne Valle Zárate
2009· article· en· Socio-Environmental Systems Modeling· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
5
citations
aboutno affunlabeled
Milking characteristics of two liners
K. de Koning, F. Neijenhuis, B. Ipema
2001· article· en· Socio-Environmental Systems Modeling· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
3
citations
aboutno affunlabeled
Cod monitoring : results 2015, quarter 2
L.R. Teal, K.J. van der Reijden, M.A.M. Machiels, Marloes Kraan
2015· article· en· Socio-Environmental Systems Modeling· Environmental Science
machine prediction:candidate · noneconsensus · none
1
citations

How this was built: Screen · Findings · About