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
Twenty years ago, Pescosolido and Milkie (1995) reported that 50 percent of U.S. and Canadian sociology graduate programs offered formal teacher training. Despite pronouncements that offerings have increased substantially, no similarly thorough and direct investigation has been published since. In this time of dramatic change and increasing scrutiny of higher education, graduate teacher training is arguably more important than ever before. Thus, we seek to provide a new baseline of teacher training in the discipline. Using a 2013 survey of U.S. and Canadian sociology graduate programs ( N = 173), we find that 94 percent involve graduate students in teaching, almost 68 percent provide formal training for graduate student instructors, and 54 percent provide formal training for teaching assistants. We discuss the kinds and frequency of teacher training, as well as the type of graduate programs most likely to offer teacher training, and we provide suggestions for future research.
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 | 0.018 | 0.007 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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