From Experience to Expertise: Professional Development through Collaborative Inquiry
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
This research paper presents the outcomes of a professional learning community (PLC) of teachers involved in a personal service approach to professional development. The PLC was conceptualized as an inquiry-based professional development intervention based on teachers’ specific needs. Participants represented 4 regions that encompassed a large Ontario school board district. Through a qualitative grounded theory research approach, two key outcomes emerged from the data, including, ‘Intrinsic motivation to improve teaching and learning’ and ‘Critical reflections in teaching.’ By critically reflecting on their teaching within the PLC model, the teacher-participants guided their own professional development in the context of self-affirming practice. Since the research project was contextualized in the literature, the paper further discusses how this professional development model is ideally suited to meet the needs of teachers and students of the 21st Century. Lastly, it is suggested that this PLC model can be replicated in similar contexts by schools and school boards across the Golden Horseshoe.
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 | 0.002 |
| 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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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