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Record W4408493297 · doi:10.2497/jjspm.15a-t7-03

Development of the Binder Jetting Technology for Aeronautic Applications: State of the Art and Focus on IN718 Alloy

2025· article· en· W4408493297 on OpenAlexaff
Gautier Huser, Pierre Sallot

Bibliographic record

VenueJournal of the Japan Society of Powder and Powder Metallurgy · 2025
Typearticle
Languageen
FieldMaterials Science
TopicMaterial Properties and Applications
Canadian institutionsSafran Electronics (Canada)
Fundersnot available
KeywordsMaterials scienceFocus (optics)AlloyMechanical engineeringMetallurgyState (computer science)Manufacturing engineeringEngineeringComputer scienceOptics

Abstract

fetched live from OpenAlex

This study aims at presenting the current status of the IN718 development using Binder Jetting at Safran and the challenges associated with its industrialization for aeronautic applications.Printing tests done on several laboratory/production machines, with powders from different suppliers and with various particle size distributions will be used to exemplify the impact of such parameters on the part quality at each stage, from printing to sintering. A study of part density, sintering, reproducibility has been performed as well. Based on these findings, a map of influent parameters will be shared to elucidate the path towards industrialization and certification of parts in the aeronautic field. Perspectives will be given regarding the common framework to be developed for the Binder Jetting to become the cost efficient and high material quality process.

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)0.001
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 score0.044
Threshold uncertainty score0.217

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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 head0.014
GPT teacher head0.250
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 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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