PEDAGOGICAL IMPACT OF THE MULTIMEDIA ENHANCED ELECTRONIC TEACHING SYSTEM (MEETS) ON THE DELIVERY OF ENGINEERING COURSES
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.
Bibliographic record
Abstract
This paper presents an innovative practice based on the Multimedia Enhanced Electronic Teaching System (MEETS). The practice was developed and successfully implemented for a core undergraduate course in Mechanical Engineering on mechanics. The MEETS was rigorously designed in response to the growing need of effectively teaching courses with large enrolments, while still allowing demonstrations, which traditionally have been limited to smaller classes. The MEETS includes (i) two video projectors, (ii) two document cameras, (iii) a personal computer (PC) for showing animations, and (iv) the Easel Paper Dispenser Display Adapter (EPDDA), which allows the lecturer to write lecture notes on an area of a letter sized sheet of paper. Images from the EPDDA are shown using one of the document cameras. The lecturer controls which images are shown on the video projectors.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it