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Record W4409510479 · doi:10.23977/aetp.2025.090212

Reform Path of 'Numerical Control Technology' Course of Mechanical Specialty in Universities under the Background of 'Intelligent Manufacturing'

2025· article· en· W4409510479 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueAdvances in Educational Technology and Psychology · 2025
Typearticle
Languageen
FieldEngineering
TopicEngineering Technology and Methodologies
Canadian institutionsnot available
Fundersnot available
KeywordsCourse (navigation)SpecialtyPath (computing)Control (management)EngineeringEngineering managementManufacturing engineeringComputer scienceMedicineArtificial intelligenceAerospace engineeringOperating system

Abstract

fetched live from OpenAlex

With the rapid development of intelligent manufacturing technology and the rapid iteration of knowledge, the problems of traditional teaching methods, teaching contents and evaluation methods have become increasingly prominent for Numerical Control Technology course, and the new teaching mode reform needs to be carried out urgently. First, focusing on the professional training direction under the background of intelligent manufacturing, the goal of curriculum construction and strengthen the construction of engineering connotation should be established. Following the principle of keeping up with the frontier and advancing appropriately, engineering knowledge, highlight practical teaching and pay attention to the cultivation of innovative ability should be renew. Information-based teaching assistant platform and innovating autonomous learning mode and integrating curriculum ideology, politics to improve the quality of education should be built, and school-enterprise cooperation and implementing the training mode of integration of production, teaching and research were carried out.

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.

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: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.117
Threshold uncertainty score0.417

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.001
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 head0.016
GPT teacher head0.339
Teacher spread0.323 · 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