Academic Integrity Policies of Publicly Funded Universities in Western Canada
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
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.
- Candidate categories
- none
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Theoretical or conceptualConsensus signal: none
- Genre
- Candidate signal: EmpiricalConsensus signal: Empirical
- Teacher disagreement score
- 0.686
- Threshold uncertainty score
- 0.990
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| 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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.304 · how far apart the two teachers sit on this one work
- Validation status
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
Abstract
We examined 45 academic integrity policy documents from 24 publicly-funded universities in Canada’s four western provinces using a qualitative research design. We extracted data related to 5 core elements of exemplary academic integrity policy (i.e., access, detail, responsibility, approach, support). Most documents pointed to punitive approaches for academic misconduct and were based on the notion that academic misconduct results from a lack of morals. One university used the term “contract cheating,” although nearly all categorized the outsourcing of academic work as plagiarism. Details about educational resources and supports to increase student and staff understanding of academic integrity and prevention of academic misconduct were sparse. This study signals the continuing punitive nature of academic integrity policies in western Canadian universities, the reluctance to address contract cheating directly, and the need to revise policies with deeper consideration of educative approaches to academic integrity that support students and academic staff.
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.
The record
- Venue
- Educational Policy
- Topic
- Academic integrity and plagiarism
- Field
- Social Sciences
- Canadian institutions
- University of CalgaryUniversity of Manitoba
- Funders
- University of Calgary
- Keywords
- Academic integrityCheatingMisconductPunitive damagesAcademic dishonestyOutsourcingWork (physics)Higher educationPublic relationsPolitical scienceSociologyPsychologyLawSocial psychologyEngineering
- Has abstract in OpenAlex
- yes