Evaluating the Effects of Somatization Disorder for Patients With Severe End‐Stage Lower‐Extremity Osteoarthritis
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This study examined how somatization disorder relates to physical and psychosocial measures for patients with chronic lower‐extremity osteoarthritis (OA). A cohort of 421 patients with lower‐extremity OA of the hip or knee consented to preoperative evaluations. The Patient Health Questionnaire was administered to identify patients with and without somatization disorder. Analyses were conducted to determine differences between demographic and preoperative physical and psychosocial variables. Patients with somatization disorder scored significantly worse on measures of pain, stiffness, function, perceived disability, and quality of life measures. Somatization disorder can have profound effects on patients' physical and psychosocial measures. Recommended treatment for chronic pain patients often includes using a biopsychosocial approach, which involves treating both the psychological state along with the pain condition.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 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) | 0.000 | 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 it