Absent on Absenteeism: Academic Silence on Student Absenteeism in Canadian Education
Bibliographic record
Abstract
Despite mandatory school attendance policies, many students in Canada are frequently absent from school. Absenteeism is linked to numerous negative educational outcomes and is a growing educational issue internationally. This has lead universities in many countries to study the factors associated with absenteeism in order to reduce it. However, the Canadian educational discourse is largely absent on absenteeism. A review of faculty profiles revealed that no Canadian educational scholar investigates absenteeism as their primary area of research. The lack of empirical knowledge concerning student absenteeism is a contributing factor to the high levels of absenteeism evident in Canada. This article serves as a call to action for Canadian academics to research student absenteeism in order to alleviate the behaviour. Keywords: school attendance, student absenteeism, truancy, school refusal, school anxiety, school withdrawal
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How this classification was reachedexpand
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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".