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
RESUME. L'enseignant d'ecole elementaire ou secondaire qui recoit un futur enseignant lors de son stage de formation joue un role crucial: le role d'enseignant associe. Qu'est ce qui caracterise un enseignant associe expert? C'est la question qui a ete posee a plus de 60 enseignants de niveau elementaire et secondaire. La technique de groupe nominal utilisee pour recueillir leurs reponses a permis de faire ressortir 4 domaines de l'expertise d'un enseignant associe et l'importance relative de chacun de ces domaines. ABSTRACT. Elementary and secondary school teachers play a crucial role in the practicum of a preservice teacher: the role of associate teacher. What are the characteristics of an expert associate teacher? This was the question asked to more than 60 school teachers. Using the nominal group technique to collect their answers, four domains of this expertise were identified as well as the relative importance of each of these domains.
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 | 0.006 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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