Why this work is in the frame
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Bibliographic record
Abstract
Objective To investigate alexithymia and perceived stress in nursing staff.Methods Nurses who were 18 to 45 years old were selected with clustered sampling method and finished the Toronto Alexithymia Scale (TAS-20) and the Perceived Stress Scale (PSS).Results TAS total sore ranged from 25 to 84.The incidence of critical state group and alexithymia group was respectively 38.5％ and 26.0％.There was no significant difference of alexithymia in nursing staff with different ages,education background and marital status.The total score of TAS-20 was significantly higher in general nurses than in nursing cadres,and the score of alexithymia factor was significantly higher in senior nurses than in junior nurses and in-charge nurses.The perceived stress was rising in non-alexithymia group,the critical state group and alexithymia group and the scores had significant difference.Conclusions There is a high incidence of alexithymia in nursing staff and more stress is perceived in nursing staff with alxithymia.More attention should be paid to and more psychological intervention should be given to younger nurses. Key words: Alexithymia; Perceived stress; Nursing staff
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it