Somatization in acute care pediatrics: Respecting the mind–body connection
Bibliographic record
Abstract
Somatic symptom disorder is a complex condition linking distress in the mind to physical distress in the body. However, in addition to the disorder itself, experienced clinicians know that children and youth frequently experience somatizing symptoms. With an increasing prevalence of anxiety in the pediatric population, symptoms attributable to process of "somatizing" are common, and early identification and rapport building to address the root causes of a child's distress are critical for a good outcome. In the acute care setting, clinicians are often reluctant to make the diagnosis of somatization. Part of the challenge is encouraging clinicians to see that somatization is not a "diagnosis of exclusion." We want to encourage clinicians to routinely consider risk factors for somatization in their histories, actively discuss the mind-body connection with patients and families, and include somatization in a carefully considered differential diagnosis. The more we can break down the siloing of physical from mental health, the better we will serve our patients.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".