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Record W6980717955

Controlled Interfaces as Lab-on-a-chip Components

2015· dissertation· en· W6980717955 on OpenAlexfundno aff

Bibliographic record

VenueTSpace (University of Toronto) · 2015
Typedissertation
Languageen
FieldArts and Humanities
TopicAmerican Sports and Literature
Canadian institutionsnot available
FundersNatural Sciences and Engineering Research Council of Canada
KeywordsMicrofluidicsBubbleContext (archaeology)Surface tensionPlug and playElasticity (physics)Capillary actionFabrication
DOInot available

Abstract

fetched live from OpenAlex

This thesis is devoted to the study and application of controlled two-phase interfaces in the context of microfluidic and lab-on-a-chip systems. Spontaneous emergence and presence of unwanted gas-liquid interfaces (i.e. bubbles) in microfluidic devices are often problematic. In this thesis it is shown through experimentation, numerical, and analytical modeling that precisely controlled gas-liquid interfaces may be exploited as effective microfluidic components to perform functions such as valving, sampling and liquid routing within microfluidic devices or even manipulate layers of pulmonary cells to recapitulate alveolar function. Flow control strategies presented in this thesis include the bubble gate for valving and sampling and the bubble pump for liquid routing in microchannels. Flow control and actuation in the devised techniques are done by controlled gas bubbles and therefore, their function is independent of the elasticity of substrate material and requires only a single layer fabrication unlike the majority of available microfluidic flow control techniques. In this thesis, the application of controlled two-phase interfaces is further extended by introduction and characterization of a microfluidic tensiometer that can readily measure interfacial tension between pairs of immiscible fluids both gas-liquid and liquid-liquid. Additionally, it is shown that controlled gas-liquid interfaces within a surface modified capillary plate may be used as cell culture platforms for in vitro modeling of the alveolar epithelium function. In order to do so, it is investigated in this thesis whether pulmonary epithelial cells can be cultured atop a controlled air-liquid interface and form a confluent layer with functional tight junctions that can serve as a model for alveolar epithelium. Finally a number of further extensions and applications for the techniques developed in this thesis are presented in form of preliminary designs and calculation as groundwork for future continuation of this thesis.

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)0.001
metaresearch head score (Gemma)0.001
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: none
Teacher disagreement score0.006
Threshold uncertainty score0.020

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.001
Scholarly communication0.0020.002
Open science0.0020.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0060.003

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 head0.017
GPT teacher head0.239
Teacher spread0.221 · 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
Published2015
Admission routes1
Has abstractyes

Explore more

Same venueTSpace (University of Toronto)Same topicAmerican Sports and LiteratureFrench-language works237,207