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 article reviews the main types of ultrasonic vocalizations emitted by both newborn and adult rats, as well as biological situations in which they appear. Newborn pups emit separation calls when they fell out of the nest. These vocalizations have variable acoustic parameters but their dominating feature is fluctuating frequency similar to the ambulance siren. This feature enables mother to localize the pup and bring it back to the nest. Adult rats produce two basic types of ultrasonic vocalizations: (1) alarm vocalizations (or 22 kHz calls) that are emitted in the proximity of a predator or other aversive, dangerous situations, as well as (2) affiliative vocalizations (or 50 kHz calls) associated with positive social intreactions. The 50 kHz calls have complex acoustic structure and may be further subdivided into several subtypes with suggested biological roles in social behavior. The most frequent subtypes are “flat” 50 kHz calls with constant frequency, step calls with rapid jumps of frequency, and trills.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 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) | 0.033 | 0.029 |
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