Effects of age and line of business on work-related identity and striving
Bibliographic record
Abstract
Studiens syfte var att undersöka om verksamhetstyp och de anställdas biologiska ålder påverkade den arbetsrelaterade identiteten och strävan. Studien genomfördes som en enkätundersökning på ett servicemanagement företag i en svensk mellanstor stad. Totalt deltog 56 personer, som bestod till 98.2% av kvinnor. Resultaten visade att ålder hade en tendens till signifikant effekt på organisationsidentitet och signifikant effekt med yrkesidentitet samt identifikation med kollegor, där äldre visades ha en starkare identitet än yngre. Verksamhetstyp visades ha en signifikant effekt på identifikation med kollegor och en tendens till signifikant effekt för strävan vad det gäller utvecklingsmöjligheter.
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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 | 0.003 | 0.021 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.023 | 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".