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
Increasing numbers of English Language Learners (ELLs) in U.S. classrooms have prioritized to building quality teacher education programs so that all teachers have the tools necessary to support their students. National, state, and local mandates have also enacted certain requirements to ensure that ELLs are receiving quality instruction with new language proficiency and content standards. Pressure has pervaded into teacher education programs working to immerse teacher candidates with good pedagogical practices for working with ELLs. This mixed method study on 144 PK-12 teachers with five or less years of experience highlighted the importance of teachers’ perceptions and efficacy beliefs in working with ELLs. Findings revealed a statistical significance in efficacy beliefs for teachers with an ESL certification as opposed to teachers without the credentials. Five in-depth cases augmented the finding to support how individual classroom practices exemplified specific ESL pedagogy learned from pre-service contexts to promote more efficacious behaviors.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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) | 0.000 | 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