Bibliographic record
Abstract
This study investigated the hypothesis that it is possible to access the pattern of knowledge about teaching and learning (pedagogical knowledge) that experienced teachers utilize while they teach. This hypothesis was investigated through qualitative and quantitative analyses of verbal protocols obtained from teachers who simultaneously watched videotaped segments of themselves teaching and reported on thoughts they had as they taught these segments. Two sets of experienced teachers (N=7) uniformly reported 20 to 21 categories of pedagogical thoughts that they claimed were in their minds while teaching. Of these, seven to eight were reported more frequently than others. The lists of predominant categories for both sets are headed by thoughts concerned with managing both the language the students hear and the language they produce (Language Management). Thoughts about students (Knowledge of Students), thoughts about ensuring the smooth transition of activities in the classroom (Procedure Check), and assessing student participation in and progress with the classroom tasks (Progress Review) were also among those that featured highly on both sets of teachers' predominance lists. In terms of an approach in analyzing the thought processes of ESL teachers, the study suggests that a combination of qualitative and quantitative methods may be profitable.
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.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.009 | 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".