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Record W2896705853 · doi:10.2351/1.5060812

Repair of cemented carbide tools using laser cladding

2006· article· en· W2896705853 on OpenAlexaff
C. P. Paul, Hamidreza Alemohammad, Ehsan Toyserkani, Amir Khajepour, Stephen F. Corbin

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEngineering
TopicAdvanced materials and composites
Canadian institutionsUniversity of Waterloo
Fundersnot available
KeywordsMaterials scienceTungsten carbideEutectic systemBrittlenessCladding (metalworking)Cemented carbideCarbideToughnessMetallurgyTernary operationComposite materialCobaltLaserMicrostructureOpticsComputer science

Abstract

fetched live from OpenAlex

This paper reports the laser cladding of various compositions of the Tungsten carbide (WC) and Cobalt (Co) for tool repair and refurbishing applications. The engineered compositions of the WC and Co were selected to address the issues, such as - partial melting of WC particles in the Co matrix, suppression the formation of hard brittle ternary eutectic phases to ensure crack-free and pore-free deposition. The initial experiments with a pulsed Nd:YAG laser indicated the promising trend. The process parameters are being optimized to obtain desired mechanical properties (like-hardness, wear resistance, toughness etc.) with sound metallurgical bonding. The paper describes the process and material characterization through various analyses.

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: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.105
Threshold uncertainty score0.218

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 head0.013
GPT teacher head0.213
Teacher spread0.200 · 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 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

Citations1
Published2006
Admission routes1
Has abstractyes

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