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Record W4410579909 · doi:10.1139/cjc-2024-0281

Preparation of pyridine end functionalized copolymers from eutectic mixtures of L-lactide and trimethylene carbonate

2025· article· en· W4410579909 on OpenAlexvenueno aff
Stephanie Cantisano André, Alexandre Carneiro Silvino

Bibliographic record

VenueCanadian Journal of Chemistry · 2025
Typearticle
Languageen
FieldMaterials Science
Topicbiodegradable polymer synthesis and properties
Canadian institutionsnot available
FundersCoordenação de Aperfeiçoamento de Pessoal de Nível Superior
KeywordsChemistryCopolymerEutectic systemCarbonateTrimethylene carbonateLactidePolymer chemistryPyridineOrganic chemistryPolymer

Abstract

fetched live from OpenAlex

Poly (L-lactide) (PLLA) is a polymer that has several applications in the biomedical area, being used including in controlled-release systems. However, this polymer has certain limitations. One of them is the fact that its degradation products are acidic compromising tissues. Therefore, several studies have been carried out with the objective of incorporating comonomers in its structure. In this context, the trimethylene carbonate (TMC) comonomer has proved to be an excellent choice to overcome the limitations of PLLA, as the degradation products of TMC are not acidic and are well tolerated by the human body. In this work, random copolymers functionalized with a pyridinic binder were prepared, with the monomers L-lactide and trimethylene 1,3-carbonate, via reactions from their eutétic melts. These reactions were carried out under different reaction conditions and with the 1,8-diazabicyclo[5.4.0]undec-7-eno (DBU) organocatalyst. The hydrogen and carbon nuclear magnetic resonance analyses (NMR 1H and 13C) confirmed the structure and functionalization of the copolymers. In addition, it was possible to observe from the composition data, greater incorporation of LLA when the reactions were carried out at room temperature. Gel permeation chromatography (GPC) analysis revealed that the majority of the samples exhibited a monomodal molar mass distribution, with number-average molar masses (Mn) ranging from 4665 to 27 950 g/mol and narrow polydispersity indices (PDI) in most cases. The results of differential scanning calorimetry show a gradual increase in the Tg of the copolymer as the L-lactide content increases.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.004

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.001

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.011
GPT teacher head0.231
Teacher spread0.220 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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