Thriving on Challenge: Examining One Teacher’s View on Sources of Support for Motivation and Well-Being
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
Alarmingly high rates of teacher attrition exist in contexts designed for students with considerable needs, such as in alternative education programs serving marginalized youth. Research has linked teachers’ levels of motivation and well-being to their effectiveness and retention. Consequently, we explore what distinguishes teachers who thrive in contexts others find taxing. Specifically, we investigate whether and how their motivation and well-being support their teaching effectiveness. As part of a larger case study of an alternative education program for youth who haven’t found success in mainstream schools, this article reports a semi-structured interview asking whether and how one teacher’s perceived autonomy, belonging, and competence support other facets of his motivation (e.g., teaching efficacy) and his well-being (i.e., constructive responses to potentially stressful events.) Plentiful evidence was found to link our researcher-derived constructs from self-determination theory to the teacher’s professional experiences in general, and to his work with youth in particular, indicating that our conceptual framework is an authentic representation of his experience. Implications for theory and research are discussed.
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 | 0.000 | 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) | 0.004 | 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 it