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Record W2377514365

Quality Control of Stainless Steel Tableware Based on the Test Results of Chromium Released

2012· article· en· W2377514365 on OpenAlexaff
Hong Ze-hao

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldMaterials Science
TopicMetallurgy and Material Science
Canadian institutionsCAE (Canada)
Fundersnot available
KeywordsChromiumMetallurgyRaw materialMaterials scienceSurface roughnessAustenitic stainless steelCorrosionComposite materialChemistry
DOInot available

Abstract

fetched live from OpenAlex

By analyzing the tested results of chromium released in a large amount of stainless steel tableware,it is found that,the factors such as the select of raw material,the force variation during the course of processing,the technics of heat treatment and cold treatment,as well as the roughness of the surface,have influence on the chromium released of stainless steel tableware.It is suggested that on technics,the austenitic material should be solutionized, stabilization,and stress relieving treatment in order to increase its corrosion resistance.It is also suggested that on administration,the raw materials,semi-finished products in intermediate link and finished products should be strictly tested,recorded,tracked and supervised.The tested results can be used to improve and supervise the technics in order to increase the pass rate of products and achieve the goal of guaranteeing the product quality from the very beginning.

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)0.004
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient 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 score0.020
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.003
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)0.0020.000

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 head0.033
GPT teacher head0.276
Teacher spread0.243 · 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
Published2012
Admission routes1
Has abstractyes

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