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Record W4390018308 · doi:10.2139/ssrn.4671083

Study on the Tribological Characteristics of Surface Triangular Textured Tc4 Alloy Prepared by Slm Technologybeichao Wei A,B, Wengang Chena,B, Siliang Guo A,B, Jiahao Cheng A,B , Haoen Yuan A,B, Yihao Zhou A,B, Hai Luo A,B, Dongyang Lib,Ca College of Mechanical and Transportation, Southwest Forestry University, Kunming, 650224, Chinab Dongyang Li Academician Workstation, Kunming, Yunnan 650224, Chinac Department of Chemical and Materials Engineering, University of Alberta, T6g 2h5, Canada Abstract:Surface Triangular Textured Tc4 Alloy Specimens Were Prepared by 3d Printing Technology (Slm Technology: Selective Laser Fusion). Effects of Wedge-Shaped Triangular Textures with Different Texture Area Occupancy on Hardness, Friction and Wear of the 3d Printed Tc4 Alloy Specimens Were Studied, in Comparison with Non- Textured Specimens. Sft -2m Pin-Disc Friction and Wear Testing

2023· preprint· en· W4390018308 on OpenAlexaboutno aff
Beichao Wei, Wengang Chen

Bibliographic record

VenueSSRN Electronic Journal · 2023
Typepreprint
Languageen
FieldEngineering
TopicTribology and Lubrication Engineering
Canadian institutionsnot available
Fundersnot available
KeywordsTribologyAlloyMaterials scienceCrystallographyComposite materialChemistry

Abstract

fetched live from OpenAlex
No abstract in any covered source. Its absence is recorded, not treated as a negative.

No abstract. This is not a gap in this database; OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.

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 categoriesMeta-epidemiology (narrow), Research integrity
Consensus categoriesResearch integrity
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.460
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0010.003
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 head0.005
GPT teacher head0.186
Teacher spread0.181 · 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; both teacher heads agree on what is shown here.

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
Published2023
Admission routes1
Has abstractno

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