Previous pain experience in women with fibromyalgia and inflammatory arthritis and nonpainful controls.
Bibliographic record
Abstract
OBJECTIVE: To examine the frequency of commonly occurring pain and adverse experiences throughout life by self-report in women with fibromyalgia (FM) and chronic inflammatory arthritis (IA) and nonpainful healthy women. METHODS: Fifty-one patients with FM and 44 with IA and 52 nonpainful healthy controls were consecutively interviewed in a tertiary clinic setting regarding the occurrence of lifetime common pain experience and adverse events, as well as a family history of FM and/or a childhood pain environment. RESULTS: Patients with FM reported significantly more irritable bowel syndrome, migraine headaches, severe menstrual pain, physical and psychological trauma affecting well being, family history of FM, and family pain environment than subjects with IA or controls. Both patient groups had more adult hospitalizations and surgeries than the controls. CONCLUSION: Patients with FM report a high rate of varied pain and adverse experiences throughout life. This real or perceived experience of pain supports the concept that FM is a lifetime disorder of pain processing.
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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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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) | 0.002 | 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".