Efficacy and safety of Tongdutiaoshen acupuncture on insomnia in maintenance hemodialysis patients: A randomized clinical trial protocol
Bibliographic record
Abstract
Background: acupuncture in treating insomnia in patients with MHD. Methods: acupuncture (TA) group. Patients in the control group will be administered estazolam tablets (1 mg/day) for four weeks, followed by a 4-week follow-up period. Based on the background therapy provided for the DC group, the TA group will be administered the interventional cohort three times a week for four weeks in a row, followed by a 4-week follow-up period. The primary endpoints will include the Pittsburgh Sleep Quality Index (PSQI), Hamilton Anxiety Scale (HAM-A), TCM Insomnia Syndrome Score, and clinical response rate, which will be evaluated on days 0, 14, 28, and 56. Secondary endpoints will include sleep data monitoring and related laboratory indices, which will be evaluated on days 0, 28, and 56, respectively. Discussion: acupuncture for insomnia in patients undergoing hemodialysis. The findings of this trial will be published in peer-reviewed journals as reliable evidence. Trial registration: Chinese Clinical Trial Registry ChiCTR2200061967. Registered on July 07, 2022.
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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 | 0.007 | 0.005 |
| Meta-epidemiology (narrow) | 0.003 | 0.001 |
| Meta-epidemiology (broad) | 0.007 | 0.002 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.031 | 0.004 |
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".