Bibliographic record
Abstract
In August 1999 Georgia Tech will convert from the quarter to the semester calendar. This change has resulted in each engineering school having to overhaul its curricula in the process of revising every course. At the same time these curricula were prepared under the new accreditation requirements of Criteria 2000. This process involved conflicting viewpoints and interests and some confusion over the meaning of some of the ABET criteria. The process culminated with the submission of the new curricula to the faculty for approval and an on-site visit from an ABET team. In reporting the actions of the curriculum committee to fellow students the author has discovered that the feelings of the majority of undergraduate students largely parallel his own. Through informal talks and with surveys of students representing students inside and outside the School of Electrical and Computer Engineering he has found that most of the changes found in Criteria 2000 are welcomed by the majority of the students. However, some of the criteria are not as broadly supported and are not perceived to be as important as a part of a college engineering education. These aspects are seen by many as being the responsibility of the individual or of his or her future employer. Examples of these "lesser" criteria are the recognition for the need of lifelong learning and a knowledge of contemporary issues. On some of the criteria it could be that it is more of a mis-perception of the purpose behind the criterion while for others this is not the case.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.007 | 0.005 |
| Scholarly communication | 0.010 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.004 | 0.008 |
| Insufficient payload (model declined to judge) | 0.005 | 0.002 |
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 source (direct Gemma or distilled Codex), 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".