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
The aim of this research has been to reveal the seasonal dynamics of lipids in freshwater ecosystem of Lake Bohinj (Slovenia).Different pools of lipids, ranging from natural seston, zooplankton and fish, were used to reveal the main lipid groups there and to reveal the trophic interactions and energy transfer across the food web within a growing season.Along with the improved techniques used to analyze the lipid classes, we tentatively indicated several compounds as potential taxonomic biomarkers.The results of the research on Lake Bohinj show that analyzed aquatic organisms are subjected to seasonal effects and they have distinct fatty acids' profiles by which can be detected down to the species level.In the second part of the thessis, the focus was on the recent discovery of polymethylene interrupted fatty acids in freshwater ecosystems, characteristic for invasive and native mollusks of the Laurentian Great Lakes (Canada).For the first time, the existence of these fatty acids was proven in freshwater molluscs and their transfer into higher trophic levels confirmed.
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 | 0.000 | 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.010 | 0.008 |
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