CNS Volume 14 supplement 16 Cover and Front matter
Bibliographic record
Abstract
Fibromyalgia (FM) is a common condition in the population occurring in 2% to 4% of adults living in the United States. Characterized by chronic widespread pain for at least 3 months and the presence of widespread mechanical tenderness, FM typically affects women and can be found in patients of varying ages who present in both primary care and psychiatric settings. As there are a number of other clinical syndromes which often occur with FM, it is important for clinicians to have a current understanding of the etiology of the syndrome and its diagnostic criteria. Conditions that occur comorbid with FM include lupus, rheumatoid arthritis, Sjogren's syndrome, and osteoarthritis, among others. Due to its chronic nature, FM often occurs highly comorbid with anxiety and depression, which can also worsen patient pain ratings. The optimal management of FM is comprised of both pharmacologic and nonpharmacologic approaches, including use of serotonin-norepinephrine reuptake inhibitors and/or cognitive-behavioral therapy.
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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 | 0.000 | 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) | 0.120 | 0.110 |
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; both teacher heads agree on what is shown here.
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".