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
We recently reported that a gastropod mollusc, Lymnaea stagnalis, exhibits a sleep-like quiescent state. However quiescence differed from mammalian sleep in that both circadian and homeostatic regulation seemed to be absent in the snail. In the present paper I explore the possibility that the clustered pattern of quiescence observed in the snail may provide insight into underlying regulatory mechanisms. Specifically, I hypothesize that clustering of quiescence arises from feedback modulation of a stochastic wake-quiescence oscillator. The feedback loop is postulated to limit cumulative wakefulness and to exert probabilistic modulation of wake duration. Computer simulations using this model succeeded in simulating snail wake-quiescence behaviour, confirming the plausibility of the hypothesis. Implications of this analysis for our understanding of mechanisms and evolution of sleep homeostasis are discussed.
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 | 0.001 |
| 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 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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