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Record W7018272740

Development of a tandem microfluidic two-phase extraction device for continuous arylboronic acid phase-switching purification

2016· other· en· W7018272740 on OpenAlexaff

Bibliographic record

VenueYork University Digital Library (York University) · 2016
Typeother
Languageen
Field
Topic
Canadian institutionsYork University
Fundersnot available
KeywordsReagentMicrofluidicsTandemExtraction (chemistry)Boronic acidFluidicsCommodity chemicalsFlow chemistry
DOInot available

Abstract

fetched live from OpenAlex

The last 20 years has witnessed a surge in the development of fluidic devices and techniques aimed at the generation of novel tools for chemical transformations, chemical analysis, bioassays, therapeutics, medical diagnostics, and in vivo tissue research. A growing area of research involves the use of microfluidics to facilitate reaction optimization and chemical synthesis on a large scale. Although there have been significant gains such as the incorporation of microwave heating, better mass-heat transport, and reduction of impurities through accurate control of reagent addition and reaction parameters, there is a lack of continuous purification techniques to accompany these processes. The development of continuous in-line purification processes is required for the wide scale adoption of continuous flow synthesis. It is necessary since multistep syntheses generally require changing solvents and removal of spent reagents and salts for downstream unit operations or analysis. Developing homogeneous in-line purification processes for flow synthesis would be a boon for industry by enhancing multistep fluidic processes by streamlining unit operations, enabling on demand synthesis of pharmaceuticals for market, resulting in lower costs from storage, spoilage and consignment returns. To achieve this, a method must continuously purify reaction mixtures of salts and by-products for mass spectrometric analysis to produce real-time second by second analysis of flow reactions. We have developed a microfluidic device to perform a tandem extraction process utilizing reversible acid/base phase switching properties of stable arylboronic acids. Using the complexation of boronic acids to 1,3 diol containing sugars, such as glucitol to produce boronic esters with strong hydrogen bonding ability, an aliphatic boronic acid functionalized molecule can be phase transferred from organic to aqueous media and vice versa, to facilitate the removal of impurities under continuous flow conditions. The current project involved the design and optimization of a simple hybrid device composed of perfluoropolymer film and stainless steel to construct a cheap, easily fabricated and configurable for rapid phase partitioning of boronic acids as a proof of concept methodology for continuous flow purification. Although continuous flow synthesis using fluidic systems has shown promise for single step synthesis, there is considerable difficulty in performing sequential steps to build complex small molecules. However, with the development of a continuous flow purification method this may be ameliorated so that a general method of multistep synthesis can be developed. The use of extraction techniques to facilitate purifications in continuous flow systems may prove to be a reliable and sustainable method for small scale as well as industrial scale synthesis as opposed to the use of liquid chromatography of intermediates, which introduces greater unit operations, steps and exponentially increases costs of APIs. Although the current project was not successful in generating a fully optimized device with a total arylboronic acid recovery of ~95%, we did achieve a high recovery of 75%. The proof of concept device demonstrated the utility and promise this system holds for developing multistep inline synthesis and analysis in-flow but requires further work to fabricate a more suitable microfluidic device to conduct arylboronic acid phase-switching purifications.

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 score0.003

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 science0.0010.000
Research integrity0.0010.000
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 head0.020
GPT teacher head0.239
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
Published2016
Admission routes1
Has abstractyes

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