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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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Rheology and Fluid Dynamics Studies
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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
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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.

1,102 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.
1,102 works in the cohort · of 4,299,418page 8 of 23

Labels cover 4 of 1,102 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 1,102 of 1,102 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Orientation in Large-Amplitude Oscillatory Shear
A. M. Schmalzer, A. Jeffrey Giacomin
2014· article· en· Macromolecular Theory and Simulations· Chemical Engineering
distilled prediction:candidate · noneconsensus · none
18
citations
affno abstractunlabeled
Rheology of Polymer Alloys and Blends
Musa R. Kamal, Leszek A. Utracki, Amin Mirzadeh
2014· book-chapter· en· Chemical Engineering
distilled prediction:candidate · insufficient_payloadconsensus · none
17
citations
afffundunlabeled
Annular Extrudate Swell of a Fluoropolymer Melt
Evan Mitsoulis, Savvas G. Hatzikiriakos
2012· article· en· International Polymer Processing· Chemical Engineering
distilled prediction:candidate · noneconsensus · none
17
citations
affno abstractunlabeled
Polymer processing and rheology
Jingsi Chen, Hongbo Zeng
2020· book-chapter· en· Elsevier eBooks· Chemical Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
16
citations
afffundunlabeled
General rigid bead-rod theory for steady-shear flow
A. Jeffrey Giacomin, S. J. Coombs, Myong Chol Pak, Kwang-Il Kim
2023· article· en· Physics of Fluids· Chemical Engineering
distilled prediction:candidate · noneconsensus · none
16
citations
afffundunlabeled
Exact-solution for cone-plate viscometry
A. Jeffrey Giacomin, P. H. Gilbert
2017· article· en· Journal of Applied Physics· Chemical Engineering
distilled prediction:candidate · noneconsensus · none
16
citations
affunlabeled
Numerical Simulation of Blown Film Cooling
V. Sidiropoulos, J. Vlachopoulos
2002· article· en· Journal of Reinforced Plastics and Composites· Chemical Engineering
distilled prediction:candidate · noneconsensus · none
16
citations
affunlabeled
Properties of mLLDPE/LDPE blends in film blowing
Yunli Fang, Pierre J. Carreau, Pierre G. Lafleur, Salah Ymmel
2005· article· en· Polymer Engineering and Science· Chemical Engineering
distilled prediction:candidate · noneconsensus · none
16
citations
affno abstractunlabeled
Polymer Processing and Rheology
Nickolas D. Polychronopoulos, J. Vlachopoulos
2018· book-chapter· en· Polymers and polymeric composites· Chemical Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
16
citations
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