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
Learning object repositories hold the digital media resources for online learning. Success in the distribution and re-use of learning objects depends on how well the objects can be found, screened, and retrieved for use in a new instructional context. The eduSource Communications Layer (ECL) was developed as the interoperability component for eduSource Canada, a Canadian consortium for a national learning objects infrastructure. The ECL application enables searching across both peer-to-peer and web services architectures. Mechanisms for interoperability at the transactional and semantic levels are described in some detail. Key to the ECL is an open protocol to enable search, gather and retrieval within the eduSource community and gateways to extend this functionality to other learning object repository networks and digital libraries. Within six months of its release the ECL demonstrated federated searches with various learning object repositories in Canada, Australia, the United States, the United Kingdom, and the European SchoolNet.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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