Mental health in adults living with arthrogryposis multiplex congenita
Bibliographic record
Abstract
Little is known about the mental well-being of adults living with arthrogryposis multiplex congenita (AMC). The objectives of this study were to determine the incidence of depression in an international population of adults with AMC and to identify variables independently associated with depression. This cross-sectional study used independent samples t-test and hierarchical multiple regression. The mean Hospital Anxiety and Depression Scale-depression (HADS-D) score of our sample, which included 60 adults with AMC, was 4.0 ± 3.6, with 19% having some signs of depression. Occupation status, age, sex, physical independence, environmental factors, anxiety, and fatigue explained 52.2% of the variance in HADS-D. The prevalence of depression in an adult sample of individuals with AMC is similar to that of the general adult population in the United States. Beyond direct interventions to ameliorate depression, rehabilitation clinicians may also consider treatments and interventions to decrease anxiety and reduce fatigue and environmental barriers.
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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 | 0.004 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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".