Neueinstellungen im Jahr 2014: Mindestlohn spielt schon im Vorfeld eine Rolle (Recruitments in 2014 : Minimum Wage is already progressing)
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 2014 5, 7 million hires were realized in German firms. 28 per cent of them were located in the low wage sector and 12.5 per cent earned up to 8.50 Euros per hour. The German Job Vacancy Survey from the fourth quarter 2014 indicates that firms already reacted beforehand on the introduction of the minimum wage law in January 2015 by adjusting their payments. From all new hires, 4.5 per cent earned exactly the minimum wage of 8.50 Euros. There is a higher share of low paid jobs in Eastern Germany than in Western Germany and women are more affected than men, younger people more than middle aged persons. Furthermore, the probability to become employed in the low wage sector is higher in small firms, in the agricultural sector and in certain services sectors." (Author's abstract, IAB-Doku) ((en))
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 | 0.013 | 0.001 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.003 | 0.005 |
| Research integrity | 0.004 | 0.011 |
| Insufficient payload (model declined to judge) | 0.005 | 0.005 |
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