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Record W4401655825 · doi:10.26434/chemrxiv-2024-5zmzn

ortho-Aromatic Polyamides by Ring-opening Polymerization of N-carboxyanhydrides

2024· preprint· en· W4401655825 on OpenAlexaff
Shijie Deng, Hyuk‐Joon Jung, Yi Shen, Hootan Roshandel, Varit Chantranuwathana, Hieu D. Nguyen, Thi V. Tran, Kimberly Vasquez, Joseph Chang, Takeo Iwase, Jeffery A. Byers, Loi H., Paula L. Diaconescu

Bibliographic record

VenueChemRxiv · 2024
Typepreprint
Languageen
FieldMaterials Science
Topicbiodegradable polymer synthesis and properties
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsPolymer chemistryPolymerizationThermogravimetric analysisCopolymerRing-opening polymerizationDifferential scanning calorimetryMonomerChemistryPolyamideAlkylPolymerHeteroatomOrganic chemistry

Abstract

fetched live from OpenAlex

We report the ring-opening polymerization of N-alkylated aromatic six-membered ring N-carboxyanhydrides (6-NCA-R) catalyzed by transition metal Schiff base complexes in the presence of a base. This system allows the facile synthesis of ortho-aromatic polyamides with high molecular weights via chain-growth polymerization. A mechanism is proposed based on the results of polymerizations performed under various reaction conditions. Copolymerization of 6-NCA-R with heterocyclic monomers is performed to prepare heteroatom (N, O, and S) containing copolymers. The thermal properties of the polymers with different N-alkyl side chains were investigated by thermogravimetric analysis, differential scanning calorimetry, and powder X-ray diffraction.

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 score0.002

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)0.0010.000

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 head0.021
GPT teacher head0.235
Teacher spread0.213 · 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

Citations2
Published2024
Admission routes1
Has abstractyes

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