Tension-Type Headache in Children: The Cinderella of Headache Disorders!
Bibliographic record
Abstract
Tension-type headache (TTH) may be as common a headache disorder as migraine in children and adolescents. TTH has a neurobiological basis with genetic and environmental factors making variable contributions to the different sub-types. The diagnostic criteria for TTH in the second edition of the "International Classification of Headache Disorders" appear to be applicable to children. Anxiety and mood disorders may be co-morbid with frequent episodic and chronic TTH. Psychosocial stressors play an important role in precipitating and maintaining TTH. Hence, a biopsychosocial approach should be adopted for care. Standardized histories and examinations together with prospective headache diaries are the foundations for good management; attention to 'red flags' will help identify secondary causes that present with headache similar to TT. There are no randomized controlled drug trials for the treatment of TTH. Relaxation and cognitive behavioral therapies are effective. TTH in children and adolescents warrants greater recognition from the clinician and scientist. Studies focusing on TTH are overdue.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.005 | 0.006 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 0.002 |
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".