Knowledge-Based Work: An International Comparison
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
In a globalized, innovation-centred economy, knowledge-based forms of work organization are becoming increasingly important. On the basis of a European-wide survey into working conditions, it can be shown that independent, professional, and managerial tasks in particular are characterized by high job autonomy and complex problem-solving. However, to a surprising extent, more simple service and production occupations are also faced with complex problems and demanding tasks. Knowledge-based forms of work are facilitated by close customer contacts, target management, and participative forms of management. The competences, ability to learn, and commitment of employees are more thoroughly exploited in Scandinavian countries than in the United Kingdom, Ireland, and Mediterranean countries. On the basis of another set of data, it can be shown that an extended utilization of the competences and commitment of employees is accompanied by more individualistic and intrinsic working attitudes - especially in the USA, Canada, Switzerland, the Netherlands, and Scandinavian countries.
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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 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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