Bestäuber in Gemeinschaftsgärten | Pollinators in Community Gardens
Bibliographic record
Abstract
Die Bestäubung durch Insekten hat sich neben der Windbestäubung als eine besonders erfolgreiche Bestäubungsform etabliert. Pflanzen und Insekten sind dabei stark aneinander angepasst. Die effizientesten Bestäuber sind Bienen, da sie Pollen und Nektar für ihre Nachkommen benötigen und diese deshalb aktiv sammeln. Alongside wind pollination, insect pollination has established itself as a particularly successful form of pollination. Plants and insects are strongly adapted to each other. The most efficient pollinators are bees, as they need pollen and nectar for their offspring and therefore actively collect them.
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.
How this classification was reachedexpand
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 | 0.010 | 0.003 |
| Meta-epidemiology (narrow) | 0.006 | 0.008 |
| Meta-epidemiology (broad) | 0.006 | 0.003 |
| Bibliometrics | 0.017 | 0.017 |
| Science and technology studies | 0.009 | 0.005 |
| Scholarly communication | 0.001 | 0.003 |
| Open science | 0.012 | 0.012 |
| Research integrity | 0.007 | 0.034 |
| Insufficient payload (model declined to judge) | 0.035 | 0.034 |
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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".