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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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biodegradable polymer synthesis and properties
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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.

1,609 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.
1,609 works in the cohort · of 4,299,418page 1 of 33

Labels cover 3 of 1,609 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 1,609 of 1,609 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.

affno abstractunlabeled
Processing technologies for poly(lactic acid)
Loong‐Tak Lim, Rafael Auras, Maria Rubino
2008· article· en· Progress in Polymer Science· Materials Science
machine prediction:candidate · noneconsensus · none
2,694
citations
affno abstractunlabeled
Poly(lactic acid) crystallization
Sajjad Saeidlou, Michel A. Huneault, Hongbo Li, Chul B. Park
2012· article· en· Progress in Polymer Science· Materials Science
machine prediction:candidate · noneconsensus · none
1,555
citations
affno abstractunlabeled
Poly (lactic acid) blends: Processing, properties and applications
Mohammadreza Nofar, Dilara Sacligil, Pierre J. Carreau, Musa R. Kamal, Marie‐Claude Heuzey
2018· review· en· International Journal of Biological Macromolecules· Materials Science
machine prediction:candidate · noneconsensus · none
763
citations
afffundunlabeled
A Review of Plastic Waste Biodegradation
Ying Zheng, Ernest K. Yanful, Amarjeet Bassi
2005· review· en· Critical Reviews in Biotechnology· Materials Science
machine prediction:candidate · noneconsensus · none
550
citations
affno abstractgemma · no categorygpt · no categorymodels split
Poly (lactic acid) foaming
Mohammadreza Nofar, Chul B. Park
2014· article· en· Progress in Polymer Science· Materials Science
machine prediction:candidate · noneconsensus · none
517
citations
afffundno abstractunlabeled
Sustainable polymers
Amar K. Mohanty, Feng Wu, Rosica Mincheva, Minna Hakkarainen, Jean‐Marie Raquez, Deborah F. Mielewski +3 more
2022· article· en· Nature Reviews Methods Primers· Materials Science
machine prediction:candidate · noneconsensus · none
336
citations
affunlabeled
Carbocationic Polymerization
Judit E. Puskás, Gábor Kaszás
2003· other· en· Encyclopedia of Polymer Science and Technology· Materials Science
machine prediction:candidate · noneconsensus · none
273
citations
affunlabeled
Redox Control of a Ring-Opening Polymerization Catalyst
Erin M. Broderick, Neng Guo, Carola S. Vogel, Cuiling Xu, Jörg Sutter, Jeffrey T. Miller +2 more
2011· article· en· Journal of the American Chemical Society· Materials Science
machine prediction:candidate · noneconsensus · none
248
citations
affunlabeled
A Spectroscopic Analysis of Poly(lactic acid) Structure
Shuhui Kang, Shaw Ling Hsu, Howard D. Stidham, Patrick B. Smith, M. A. Leugers, Xiaozhen Yang
2001· article· en· Macromolecules· Materials Science
machine prediction:candidate · noneconsensus · none
215
citations
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