SOCIAL MINIMUM LEVELS IN POLAND IN THE FIRST QUARTER OF 2025
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
<ns3:p>This article presents estimates of the social minimum in the first quarter of 2025. On an annual basis (compared to the first quarter of 2024), modelled household expenditures grew faster than inflation. The social minimum increased from 6.1% in households of parents with one older child to 7.1% in two-person pensioner households, with the consumer price index (CPI) at 4.9%.In contrast, in relation to the previous quarter, the values of the social minimum increased from 1.8% (single work-ing-age person) to 2.0% (households of two pensioners and working households with two or three children), with a slightly lower CPI (1.4%).The increase in the value of the social minimum was largely due to higher valuations in two main groups of needs: food and housing and energy expenses. Food expenditures increased from 2.6% to 2.7%, with a CPI of 2.3%. Model ex-penditures on housing and energy carriers increased from 2.3% to 2.4% with a slightly lower CPI (2.1%). Housing charges in housing communities increased from 2.5% to 2.9%, with a lower CPI (1.2%). Expenditures on energy carriers increased from 1.7% to 2.2%, with a lower CPI (1.5%).</ns3:p>
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 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 it