MALE ELEMENTARY TEACHER CANDIDATES: A NARRATIVE PERSPECTIVE ON THEIR INITIAL CAREER CHOICE
Bibliographic record
Abstract
ABSTRACT. Do male teachers have a place in the elementary school? While several research and societal traditions suggest that males should be represented in the elementary classroom, contemporary demographic data dramatically indicate that few males are entering elementary education. Via an initial narrative exploration, a group of beginning male teacher candidates share their thoughts on their own initial career choices and speculate on their professional place in the elementary classroom. RESUME. Les enseignants de sexe masculin ont-ils leur place au primaire? Bien que plusieurs recherches et normes sociales semblent indiquer que la presence d'enseignants masculins soit essentielle au primaire, les donnees demographiques actuelles revelent clairement que les hommes ne s'interessent pas a ce palier du systeme d'education. Par le biais d'exposes narratifs, un groupe d'instituteurs debutants echangent des idees sur leur choix de carriere et s'interrogent sur leur role professionnel au primaire.
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 | 0.005 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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".