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
Technology is providing a positive impact on delivery mechanisms employed in distance education at the university level. Some institutions are incorporating distance education as a way to extend the classroom. Other institutions are investigating new delivery mechanisms, which support a revised perspective on education. These latter institutions are revising their processes for interacting with students, and taking a more “learner centered” approach to the delivery of education. This article discusses the impact of technology on the delivery mechanisms employed in distance education. A framework is proposed here, which presents a description of alternative modes of generic delivery mechanisms. It is suggested that those institutions, which adopt a delivery mechanism employing an asynchronous mode, can gain the most benefit from technology. This approach seems to represent the only truly innovative use of technology in distance education. The approach creates a student-oriented environment while maintaining high levels of interaction, both of which are factors that contribute to student satisfaction with their overall educational experience.
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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