Pharmacological treatment of attention-deficit/hyperactivity disorder in adults
Bibliographic record
Abstract
With increased awareness that attention-deficit/hyperactivity disorder (ADHD) can persist beyond childhood, pharmacological treatment options for adults have expanded. Short-acting stimulants continue to be the first-line approach, demonstrating clinical efficacy and few adverse events in well-controlled trials, with long-acting stimulants also showing promise. Atomoxetine has also been reported to improve ADHD symptoms and associated dysfunction, although longer-term, head-to-head studies with stimulants are needed. Several antidepressants (e.g., desipramine and buproprion) appear to be effective in the treatment of adult ADHD, but to a lesser extent than stimulants. Data are limited in evaluating the impact of combining pharmacological treatments for ADHD and comorbid conditions. This paper describes the safety and efficacy of medications for treating the core symptoms, psychosocial features and cognitive dysfunctions associated with adult ADHD.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.003 |
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 source (direct Gemma or distilled Codex), 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".