Teachers' Work Intensification and Educational Contradictions in Aboriginal Communities
Bibliographic record
Abstract
L'auteur se penche sur l'évolution de la nature professionnelle de l'enseignement en relation avec les initiatives pour améliorer l'éducation chez les autochtones. Il examine les répercussions de plusieurs courants potentiellement contradictoires de réforme éducationnelle. Ceux‐ci contiennent en particulier des préoccupations concernant l'augmentation de la tâche des enseignants, la restauration professionnelle de l'enseignement, afin de satisfaire les besoins des sociétés fondées sur le savoir, et leurs conséquences pour les apprenants autochtones et leurs collectivités. Des résultats de sondages sur des enseignants travaillant dans des collectivités autochtones en Saskatchewan et au Manitoba soulignent l'émergence d'un professionnalisme fragmenté dans l'enseignement. Malgré que les enseignants aient exprimé leur engagement envers la réforme, des changements substantiels sont nécessaires pour que les intérêts professionnels des enseignants et les pratiques du système scolaire s'accordent entièrement pour assurer le genre de succès en éducation désiré par les collectivités autochtones. L'absence de mécanismes d'intégration forts pour lier les besoins professionnels des enseignants aux intérêts des autochtones et le manque d'engagement clair de la part du système envers l'équité en éducation pour les autochtones contribuent à créer des inégalités et des problèmes éducationnels potentiellement dommageables chez les élèves qui ont le plus besoin de soutien. This paper explores the changing occupational nature of teaching in relation to initiatives to improve education for Aboriginal people. It examines the impact of multiple, potentially contradictory streams of educational reform. These include, in particular, concerns about the intensification of teachers' work, the professional reconstitution of teaching to meet the needs of knowledge‐based societies, and consequences for Aboriginal learners and communities. Results from surveys of teachers working in Aboriginal communities in Saskatchewan and Manitoba highlight the emergence of a fragmented professionalism within teaching. Despite teachers' expressed commitment to reform, substantial changes are required if teachers' professional interests and school system practice are to become fully aligned to produce the kinds of educational success desired by Aboriginal communities. The absence of strong integrative mechanisms to link teachers' professional needs, Aboriginal community interests, and clear system commitments to education equity for Aboriginal people contributes to uneven and potentially harmful educational consequences for students who are most in need of support.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.006 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".