Bibliographic record
Abstract
This paper reports on an ongoing project at the University of Lethbridge (Alberta) to implement an interactive online multimedia World Wide Web site for communicating research and development results. The value of multimedia for activating rich knowledge structures is documented in the literature. However, using multimedia as a communication device for publishing research has been largely unexplored. A research and development project into online distributive education is used as an example of how this can be implemented. A multimedia portrayal table is included that provides links to data about the online course experience (e.g., tools used, student e-mail comments, student video interviews, and instructor interviews). (Contains 21 references.) (MES) Reproductions supplied by EDRS are the best that can be made from the original document. PERMISSION TO REPRODUCE AND DISSEMINATE THIS MATERIAL HAS BEEN GRANTED BY GH. Marks TO THE EDUCATIONAL RESOURCES INFORMATION CENTER (ERIC) Interactive Multimedia as Research Portrayal Marto Steed Rick Mrazek Faculty of Education University of Lethbridge Canada marlo.steed@uleth.ca U.S. DEPARTMENT OF EDUCATION Office of Educational Research and Improvement EDUCATIONAL RESOURCES INFORMATION CENTER (ERIC) ra This document has been reproduced as received from the person or organization originating it. Minor changes have been made to improve reproduction quality. Points of view or opinions stated in this document do not necessarily represent official OERI position or policy. Abstract: This paper reports on an ongoing project to implement an interactive on-line multimedia web site for communicating research and development results. The value of multimedia for activating rich knowledge structures is documented in the literature. However, using multimedia as a communication device for publishing research has been largely unexplored. A research and development project into online distributive education will be used as an exemplar of how this can be implemented. This paper reports on an ongoing project to implement an interactive on-line multimedia web site for communicating research and development results. The value of multimedia for activating rich knowledge structures is documented in the literature. However, using multimedia as a communication device for publishing research has been largely unexplored. A research and development project into online distributive education will be used as an exemplar of how this can be implemented.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.008 | 0.012 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.003 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.011 | 0.008 |
| Open science | 0.002 | 0.008 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.062 | 0.010 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".