Catecholaminergic Strategies for the Treatment of Major Depression
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
Although the selective serotonin reuptake inhibitors have become the first line medications for the treatment of depression, drugs primarily targeting the norepinephrine (NE) and/or the dopamine catecholaminergic systems are also effective. These include selective NE reuptake inhibitors, such as desipramine and reboxetine, the NE releaser bupropion and the alpha2-adrenergic antagonists mianserin and mirtazapine. Dopamine type 2 agonists are also effective in treating depression, although they are rarely used. Since the NE, dopamine and serotonin systems have reciprocal interactions, it is virtually impossible to act on a specific neuronal element without affecting in a cascade effect the two other systems. In this review, the primary actions of the catecholaminergic strategies upon their acute and long-term administration are described, as well as their impact on other systems. Their use in treatment-resistant depressed patients is also addressed.
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 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| 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) | 0.000 | 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