The Privileges Chart in a Behaviour Class: Seeing the Power and Complexity of Dominant Traditions and Unconcealing Trust as Basic to Pedagogical Relationships
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Through an anecdote this interpretive work suggests that a chart on student privileges in a class for students with behavioural challenges led to an understanding of dominant traditions at play and the power such traditions can hold over educators. These complexly intertwined traditions included the efficiency movement, the norm, and market capitalism’s emphasis on personal rights. These traditions set the conditions for an abused and exclusive notion of privileges for particular students. This led the teacher and me to question who decides student rights and for whom do such rights apply. We were then able to talk about how the teacher came to understand his students through pedagogical relationships built on trust rather than a singular belief in the rights of each student. This paper also attempts to show the above understandings involved an investigative labouring to dialogue with the topic and that such effort is worth-while because we were able to return to or recover some ‘basics’ within pedagogical relationships. Keywords: behaviour, special education, interpretation, tradition, discourse, rights, trust, pedagogy
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.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it