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 study follows teacher candidates through their first year of teaching, tracking their understandings and implementations of multiliteracies pedagogy. The purpose of the study is to ask whether first year teachers implement what they are taught, or rely on previous or modeled experience when they enter the teaching profession. Our main research question explores if and why multimodal literacies are implemented in early teaching practice. New teachers were invited to participate by email, and their response provided consent. Upon responding, participants were supplied with a questionnaire. Using a lens of multiliteracies and multimodality, responses were analyzed using a Modified Constant Comparative Method. Indications in the data reveal difficulties and opportunities when applying multiliteracies pedagogy. The findings enhance limited research in this area. Perceived benefits for education are to inform pedagogy, create more equitable teaching and learning environments, and promote professional reflective practices. These enhance learning within a multiliteracies framework.
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 | 0.000 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.003 | 0.007 |
| 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