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
Schizophrenia remains a therapeutic challenge. For much of its long history, the physiological basis of its symptoms and clinical presentation remained elusive. However, in recent decades, consistent anatomical and metabolic changes have been documented that can also serve as therapeutic targets. An insult to the developing nervous system in the prenatal or neonatal period appears to set the schizophrenic syndrome in motion by preventing the development of the normal circuit balance between inhibitory and excitatory neurons. In time, a reduction in the volume of frontal and temporal grey matter and a decrease in the density of dendritic spines on pyramidal neurons becomes apparent. These anatomical findings are accompanied by a reduced capacity to synthesize GABA, an increased capacity to synthesize and release dopamine, and an increased level of blood cortisol. Treatment with sodium oxybate (SO) (gammahydroxybutyrate) may make it possible to reverse these pathological features of the schizophrenic syndrome, given SO's potential to increase neuronal levels of GABA, inhibit dopamine release and reduce blood cortisol levels. SO can also serve as a source of energy to promote the growth of the dendritic arbor on excitatory pyramidal neurons and as an antioxidant to enhance the activity of GABAergic inhibitory neurons. In this way, SO may restore the balance between the excitatory pyramidal neurons and the inhibitory GABAergic neurons in schizophrenia. In a short clinical trial, the use of SO to improve the sleep of patients with chronic schizophrenia led to a significant clinical improvement.
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 | 0.002 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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 it