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
By reviewing relevant theories, the competency evaluation model is applied to construct the system of College Students’ occupation ability analysis. It constructs a competence evaluation index system for higher school undergraduate occupation, and has analyzed the problem of our country university students’ difficulty in the employment from the perspective of professional competence .This article acquired the effective samples from the graduates through the behavioral event interview method, while for the college students adopt the method of questionnaire, and collect the relevant data of the condition of students’ occupation competence, through scientific analysis, finally established the basic framework of the competency model .Make an objective evaluation of the result of the analysis from the awareness, knowledge, ability, attitude four aspects using the fuzzy comprehensive evaluation method, and find out the shortage of the competency, in illustration to the shortage, we ensure the formation of college students’ occupation competency from the aspect of higher school teaching reform’s consummation. This has certain practical guiding significance of improving the quality of university students’ employment from providing a ladder incremental evaluation system of the cultivation of the college students’ employment ability.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 0.003 |
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