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Record W4413582106 · doi:10.1177/0958305x251367111

Experimental modulation of electrochemical energy storage characteristics of cobalt metal-organic framework-based electrode materials via organic linker variance

2025· article· en· W4413582106 on OpenAlexaff
Muhammad Huzaifa, Muhammad Ramzan Abdul Karim, Tahseen Amin Qasuria, Anique Ahmed, Gul Zeb, Mohsin Ali Marwat, Ehsan Ul Haq

Bibliographic record

VenueEnergy & Environment · 2025
Typearticle
Languageen
FieldMaterials Science
TopicSupercapacitor Materials and Fabrication
Canadian institutionsCMC Microsystems (Canada)
Fundersnot available
KeywordsCobaltElectrochemistryVariance (accounting)ElectrodeMaterials scienceElectrochemical energy storageModulation (music)LinkerEnergy (signal processing)Energy storageMetalChemistryMetallurgyComputer scienceThermodynamicsPhysical chemistryPhysicsStatisticsAcousticsSupercapacitorMathematicsBusiness

Abstract

fetched live from OpenAlex

Metal-organic frameworks (MOFs) represent a class of materials characterized by metal ions coordinated with organic linkers, resulting in highly porous and adaptable microstructures. Their remarkable efficacy in ion exchange processes enables them to exhibit outstanding energy and power density capabilities. This study investigates the critical role of organic ligands Pyridine-2,6-dicarboxylic acid (H 2 PDC) and 5-Nitroisophthalic acid (5-NIP) in enhancing the electrochemical energy storage performance of pristine Cobalt-based MOFs (Co-MOFs). The sonochemically synthesized Co-H 2 PDC demonstrates a specific capacity of 1673.05 C/g at a scan rate of 2 mV/s and 1194.704 C/g at a current density of 2.8 A/g. Owing to its superior performance, a hybrid device was fabricated as Co-H 2 PDC//AC. The electrochemical performance of the hybrid device was evaluated using a two-electrode configuration. The Co-H 2 PDC//AC configuration achieved an impressive energy density of 82.18 Wh/kg and a power density of 4250 W/kg while maintaining 79% stability over 5000 consecutive galvanostatic charge-discharge cycles. Furthermore, the device's performance was further evaluated using simulation techniques to assess diffusive and capacitive contributions. The integration of MOFs as battery-type electrode materials paves the way for advanced energy storage devices.

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 categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
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 score0.274
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
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)0.0040.000

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 head0.005
GPT teacher head0.201
Teacher spread0.195 · 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.

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
Published2025
Admission routes1
Has abstractyes

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