Copyright – Fair Dealing Policy 321
Bibliographic record
Abstract
1. Policy Statement It is the policy of the Upper Grand District School Board to comply with the Fair Dealing Guidelines as developed by the Council of Ministers of Education Canada (CMEC) Copyright Consortium. The Board will communicate the Fair Dealing Guidelines to all school locations annually in order to ensure that all staff understand the obligations of the school Board in accordance with the Copyright Modernization Act. 2. Details 2.1 It is the responsibility of the appropriate Senior Administration to administer this policy. 2.2 It is the responsibility of school administrators to implement this policy and to communicate it and the Fair Dealing Guidelines to all school staff on an annual basis. 2.3 It is the responsibility of all teachers and support staff that copy or communicate short excerpts from copyright-protected work (either in
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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 | 0.028 | 0.123 |
| Meta-epidemiology (narrow) | 0.001 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.005 | 0.007 |
| Science and technology studies | 0.007 | 0.006 |
| Scholarly communication | 0.023 | 0.013 |
| Open science | 0.004 | 0.004 |
| Research integrity | 0.022 | 0.013 |
| Insufficient payload (model declined to judge) | 0.363 | 0.400 |
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".