Bibliographic record
Abstract
Despite advances in understanding potential disease mechanisms in depression and in therapeutic approaches to the management of major depressive disorder, the disease continues to carry an enormous personal, social and economic burden. Agomelatine is a melatonergic antidepressant with melatonin (MT1 and MT2) agonistic and serotonin (5-HT2C) antagonistic properties. It represents a promising approach to treating depression through a unique synergistic mechanism. There is also preliminary evidence to suggest that agomelatine has anxiolytic properties in depressed patients. Clinical data confirm that agomelatine, in a dose range of 25–50 mg daily, is an effective antidepressant with a very favorable side-effect profile. In particular, sleep restorative effects in the absence of daytime sedation and a favorable effect on sexual function suggest that agomelatine will offer a high efficacy–tolerability index for patients with major depressive disorder. Such results have been anticipated based on preclinical studies using various animal models of both depression and anxiety.
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 | 0.000 | 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 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".