Bibliographic record
Abstract
1. Caption: Female of the medium ground finch (Geospiza fortis) feeding on rice in the town of Puerto Ayora, Galápagos, Ecuador, Credits: Luis F. De León; 2. Caption: A spotted salamander (Ambystoma maculatum) migrates to a roadside pond. Roadside spotted salamanders have joined the ranks of many species showing locally adaptive responses to human modified habitats. Specifically, sotted salamanders maintain survival advantages in their polluted natal ponds compared to nearby conspecifics transplanted there, Credits: Steven Brady; 3. Caption: A mating pair of the common bluetail damselfly (Ischnura elegans): male above and female below. Females in this species experience intense male mating harassment, which leads to frequency‐dependent sexual conflict that maintains a female genetic colour polymorphism, with consequences for population fitness and persistence. One of the three female colour morph is male‐coloured (so‐called androchrome females), and such a female morph is shown in this picture, Credits: Erik Svensson; 4. Caption: A group of roosters (Gallus gallus) from a large, feral population on the island of Key West, Credits: N/A; 5. Caption: Marked resident female from the studied population of Ram Mountain, Alberta, in 2015. As for all resident sheep on the mountain, this female has been closely monitored and captured every year since birth, Credits: Marc‐Antoine Poirier; 6. Caption: Daphnia thermal evolution is hindered by rapid evolution of their algal resource to warming, Credits: Michelle Tseng.
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 | 0.000 | 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) | 0.206 | 0.851 |
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".