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
6 achievement/ascription dimension of culture 65 achievement orientation measurement 81 as success factor 11, 68, 98, 100 women, Mexico 173-4 women, St Vincent 89 women, USA 153-4 see also motivation Adler, N. 38 advertising and gender discrimination, Mexico 165 age, impact on success 127 Canada 140-41 Alsop, Marin 220-21 Altus, W.D. 47 American nationality as success factor 157 Argentina 15, 17, 195-8 gender discrimination 203-5 success factors 61, 205-9 Successful Women study 200-209 women 198-200, 202-3 attributional theory of achievement motivation 35-6 attributions for success, women 35-6 Argentina 205-8 Canada 141-5 Mexico 176-80 St Vincent 85-6 USA 153-7 authoritarian leadership style 108
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.011 | 0.017 |
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