Socioeconomic versus natural system in a dynamic lake landscape: a case study of jeziorak lake in poland
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 this paper changes in the landscape were analysed in the direct drainage area of Jeziorak Lake. They can be traced back to stages in the development of the man-environment system, that is, drawing from the ecosystem, the intensifi cation of farming and trade and the development of tourism and building. The landscape, on which man drew for ecosystem products for his survival, was highly natural and variety was added by paying attention to fi xed features of the land. The participation of country areas surrounding the lake changed its type of landscape to a natural-agricultural character. Buildings, meadows and fi elds were well matched with the natural fl ora. Structure of ecosystem is preserved but waters were polluted with fl ows from farmland. Recently tourism and building are changing the landscape in many parts disadvantageously for the landscape and ecosystem. The interference in the fl ora of the littoral is reducing the ability of the ecosystem to self-cleanse water and stabilize soil directly in the drainage area.
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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