An Empirical Study on the Employability Structure of Pharmacy Graduates
Bibliographic record
Abstract
In this paper, through the interviews and questionnaires of the experts of medical colleges and universities in China, the executives of pharmaceutical enterprises and the graduates of pharmaceutical specialty, we use statistical analysis techniques such as exploratory factor analysis and confirmatory factor analysis to present and verify the pharmaceutical structural model of the employment ability of undergraduates. The results show that the structure of employment ability of the undergraduates of pharmaceutical specialty in China can be divided into four dimensions: Development ability, Social ability, Professional ability and Personal quality, and there is some correlation between these four dimensions. Among them, the innovation ability has the greatest impact on the development of pharmaceutical undergraduates. The organization and coordination ability has the greatest impact on social capacity of pharmaceutical undergraduates. The operational ability has the greatest impact on professional competence of pharmaceutical undergraduates; and the professional ethics has the greatest impact on personal quality of pharmaceutical undergraduates.
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How this classification was reachedexpand
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".