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Record W4399828200 · doi:10.32920/26052769.v1

Synthesis of Organosilanes and Investigation of Their Catalytic Activity for Direct Amide Bond Formation

2024· preprint· en· W4399828200 on OpenAlexaff
Melissa C. D’Amaral

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicChemical Synthesis and Analysis
Canadian institutionsToronto Metropolitan University
Fundersnot available
KeywordsAmideCatalysisChemistryBondOrganic chemistryBusiness

Abstract

fetched live from OpenAlex

Amide synthesis is a fundamental reaction in synthetic chemistry due to the abundance of amides in biologically active molecules, synthetic polymers, and commercial products. Coupling reagents that activate the carboxylic acid have become the most well-studied method to direct amide bond formation. Amongst these, carbodiimides, uronium and phosphonium salts, and benzotriazoles are the most common. These reactions, however, are often limited by poor atom economy, and toxic and expensive reagents. Therefore, synthetic chemists need a better method to form amides safely and efficiently. Organosilanes have been reported as greener, efficient alternative amide coupling reagents. Current work in this field often requires a stoichiometric (or more) amount of the silane. While stoichiometric amide coupling reactions are generally the methods of choice for their efficiency and practicality, catalytic amide coupling can present a new step toward greener methodologies to make amides. This thesis explores novel organosilanes that are investigated as catalysts for direct amidation. The silane catalysts are designed to have enhanced reactivity by incorporating a hydrogen bond donor (HBD) to facilitate the formation of a silyl ester intermediate and nucleophilic attack at the carbonyl by the amine coupling partner. The synthesis of various organosilanes have been investigated, including silanes that have an amide or urea, hydroxy, or protonated amine as a HBD. The silanes that have been successfully synthesized were tested as catalysts in direct amidation. Aryl and alkyl silanes, and di- and trisubstituted silanes were used in stoichiometric silane-mediated amide synthesis to study how the substitution on the silicon effects amidation.

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 score0.005

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 head0.012
GPT teacher head0.231
Teacher spread0.219 · 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
Published2024
Admission routes1
Has abstractyes

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