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Record W3175939218 · doi:10.1149/1945-7111/ac0998

Communication—Anode-Free Lithium Metal Batteries: A Case Study of Compression Effects on Coin Cell Performance

2021· article· en· W3175939218 on OpenAlexafffund
Chengtian Zhou, Alfred Junio Samson, Mohammad Akbari Garakani, Venkataraman Thangadurai

Bibliographic record

VenueJournal of The Electrochemical Society · 2021
Typearticle
Languageen
FieldEngineering
TopicAdvancements in Battery Materials
Canadian institutionsUniversity of Calgary
FundersNatural Sciences and Engineering Research Council of Canada
KeywordsAnodeMaterials scienceCompression (physics)Lithium (medication)HomogeneousMetalLithium metalElectrodeHalf-cellComposite materialChemistryElectrochemistryThermodynamicsMetallurgyPhysics

Abstract

fetched live from OpenAlex

Here, we demonstrate that altering the cell configuration can increase the compression level inside a coin cell, resulting in superior charge and discharge cycle performance. A normal anode-free coin cell’s capacity drops to zero within 20 cycles, while the more compressed cell retains 150 mAh g−1 at the 20th cycle, which is 87.3% of the first cycle discharge capacity. EIS shows that the compressed cell possesses lower bulk resistance and charge transfer resistance through SEI. It also leads to homogeneous Li deposition free of dendrites. Our finding enables a more accurate assessment of anode-free Li-metal batteries in a coin cell.

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)0.001
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.002
Threshold uncertainty score0.007

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.008
GPT teacher head0.235
Teacher spread0.227 · 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 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

Citations17
Published2021
Admission routes2
Has abstractyes

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