Bibliographic record
Abstract
Pats of the brain may still be alive even when someone is in a deep coma and their brain activity seems to have gone silent. When a person enters a deep coma an electroencephalogram (EEG) may eventually show a flatline, which is one of the signs of brain death. However, while monitoring a patient who had been placed in a coma to prevent seizures following a cardiac arrest, Bogdan Florea at the Regina Maria Medical Centre in Cluj-Napoca, Romania, noticed something strange--tiny intermittent bursts of activity interrupting a flatline signal, each burst lasting a few seconds. He asked Florin Amzica of the University of Montreal in Canada and his colleagues to investigate what might be happening. In an attempt to create a similar scenario, Amzica's team put cats into a deep coma using a high dose of anesthetic. While EEG recordings taken at the surface of the brain--the cortex-- showed a flatline, those from deep-brain electrodes revealed tiny bursts of activity. Those mysterious signals originated in the hippocampus, which is responsible for memory and learning, and spread within minutes to the cortex.
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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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; a candidate call from one teacher head, not a consensus.
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".