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
Engineers today cannot meet their professional obligation to the welfare of society if they do not have a broad, multidisciplinary vision, and yet a multidisciplinary vision is becoming enormously difficult to obtain. A new curriculum must emerge that can integrate a focused, discipline-based scientific approach with an integrated approach. To do this, we must recognize that there is already a structure that is deeply embedded into the current pedagogy, which values performance ratios such as efficiency as paramount. Current trends indicate a call for a broader, reflexive, and preventative curriculum, but like many other calls for change, these will fail if the focus continues to be on wrong values. A model for an adaptive engineering curriculum is developed that strives to maintain a scientific approach as well as a broad “culture-based approach.” A new way of thinking about engineering curriculum must involve a “resymbolization” in which experience, context, community, and certain nonmeasurable principles are valued.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.013 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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