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Record W7001112828

Impact of coordination on ion conduction and electroplating

2023· dissertation· en· W7001112828 on OpenAlexfundno aff

Bibliographic record

VenueMspace (University of Manitoba) · 2023
Typedissertation
Languageen
FieldEngineering
TopicAdvanced battery technologies research
Canadian institutionsnot available
FundersNatural Sciences and Engineering Research Council of CanadaMitacsResearch Manitoba
KeywordsElectrochemistryElectroplatingCarboxymethyl celluloseIonic conductivityPolyvinylidene fluorideCoatingPolymerConductivityTin
DOInot available

Abstract

fetched live from OpenAlex

This thesis uses two industrially applicable examples to demonstrate the effects of complexation on the electrochemistry of the ion. This includes the study of carboxymethyl cellulose (CMC), an ionically conductive polymer that is an environmentally benign alternative to current polyvinylidene fluoride binders. The other example is an industrial partnership to determine the cause of premature aging in alkaline Cu-Sn electrodeposition baths. In the introduction, background information on coordination and electrochemistry is offered to help understand how these two relate. Some electrochemical techniques that were used are also introduced to explain what information was gained from the experimentation used. Subsequently, research objectives are stated relating the research done to complexation and explaining how it demonstrates the effects of ion complexation on the ion’s electrochemistry. The second chapter is a comprehensive study of the ionic conductivity of CMC. This research has shown that a dry, salt-doped CMC can achieve conductivities similar to the polymer in liquid electrolyte. This is an impressive feat that will allow for the use of CMC in next-generation all- solid-state batteries as a binder with minimal resistive impact on battery performance. Moreover, chapter 3 demonstrates an initial effort into modelling and optimizing an alkaline Cu-Sn electrodeposition bath. The cause for premature solution aging was determined to be caused by the polycarboxylate ligand binding to tin and precipitating out of solution, diminishing the amount of available tin. Lastly, the final chapter summarizes the research outcomes and suggests potential next steps in this research to further understand the impact of these complexing ligands on the electrochemical behaviour of the ions of interest.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.848
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

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)0.0000.000

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 head0.018
GPT teacher head0.254
Teacher spread0.236 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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
Published2023
Admission routes1
Has abstractyes

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