Confronting Power: Success Isn’t Everything—But It’s Not Nothing Either. A Response to “Beyond the Catch-22 of School-Based Social Action Programs: Toward a More Pragmatic Approach for Dealing with Power”
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
Fehrman and Schutz contend that the fine balance between having students experience real-world obstacles to social change and having them learn how to navigate around those obstacles can be achieved by having adults both pre-select community action projects that are both possible and meaningful to ensure a modicum of success, and jump in and redirect wayward efforts when necessary to get them back on a trajectory aimed at a positive outcome. I agree. I also suggest that other factors are significant as well, namely the purposeful nurturing of a sense of community and hopefulness. Finally, I point out that adult intervention and democratic teaching are in no way mutually exclusive, especially by any standard John Dewey might have suggested.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| 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