Successful Transition Off of Academic Probation`: A Qualitative Analysis
Bibliographic record
Abstract
Academic probation is a designation colleges and universities use to indicate that a student is not meeting specific Grade Point Average (GPA) requirements. According to MacEwan University policy, students are placed on academic probation for one academic year if they achieve a GPA below 2.00 from the previous academic year. The purpose of this study was to identify the factors that helped contribute to a successful transition off of academic probation for MacEwan students, to better understand the existing resources that have been useful for helping with the transition, and to see if other resources or strategies could be helpful for a successful transition. To understand students’ experiences with transitioning off of academic probation, focus groups were conducted with MacEwan University students who were enrolled in any of the main faculties/schools and who had successfully transitioned off of academic probation. This presentation highlights key findings from the focus group sessions. The findings may help future students successfully transition off of academic probation based on knowledge of what worked well for participants and could also lead to improvements in existing resources at MacEwan University or the development of new ones. Discipline: Sociology Faculty Mentor: Dr. Diane Symbaluk
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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 | 0.014 | 0.022 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.008 | 0.007 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".