So You Want to Be a Teacher: What Are Your Reasons?
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 explored student teachers views of factors influencing them to choose teaching as a career. A total of 600 student teachers completed a questionnaire. They were asked to rate the importance of 25 factors in influencing their choice of teaching as a career. Using Factor Analysis, we categorized the 25 factors into three main factors (Intrinsic, Extrinsic, and Altruistic). We found that of the three factors, altruistic motivation seems to be more dominant (Mean=6.07) than intrinsic (Mean=5.72), and extrinsic motivation (Mean=5.4). We compared the views expressed by those who were not considering teaching and those who were considering teaching as a career option in relation to factors important in influencing their decisions. We also compared the importance of the factors based on gender. For all the groups regardless of gender or career option, altruistic factors were rated more important than intrinsic and extrinsic factors.
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 | 0.003 |
| 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 | 0.000 | 0.001 |
| 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