Development of a hydrology multimedia courseware
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
Development of a hydrology multimedia courseware. Canadian Biosystems Engineering/Le génie des biosystèmes au Canada 43:7.23-7.30. A computer assisted learning approach was developed to enhance course material for an undergraduate hydrology and water management course, through the use of multimedia courseware. The courseware was installed under 32bit versions of the Windows ’ operating system. CD-ROM’s were developed as the courseware distribution media. Course material was placed in a Window’s graphic user interface using Microsoft Visual Basic versions 4-5. Multimedia files, including images, sound, and movies were added to enhance visualization. Students were able to navigate through the courseware in a non-linear fashion akin to multimedia hyperlink technology. The courseware contained all of the conventional course material, in text format, with multimedia additions. Simulation and prediction tools were added to aid students in problem visualization and problem solving. To modify
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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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