Conceptualizing a Foundation to Lead a School–University Research Partnership
Bibliographic record
Abstract
Research within schools has taken place for decades, yet longstanding skepticism between researchers and practitioners has resulted in hesitation to work together to develop research partnerships. Two school-based leaders and one university researcher sought to conceptualize a foundation for their school–university research partnership. During the initial stages of the partnership development, terminology and interpretation of language used to describe research in schools emerged as both an area of concern and an opportunity for exploration. The partners recognized a need to revise their lexicon from terms that implied teachers needed assistance fixing “problems of practice” to terms promoting an approach embracing innovation and a strengths-based practice in schools. Through an action research approach, the authors draw on their meeting notes, reflections, and documentation to describe the process they used to develop a research-partnership model. Results from this inquiry explicate how partners reflected on their leadership approach, key moments, and a changing context to develop guiding principles and a partnership model with potential for sustainability.
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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 | 0.014 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".