People–centred care versus clinic–based DOT for continuation phase TB treatment in Armenia: a cluster randomized trial
Bibliographic record
Abstract
BACKGROUND: WHO's directly observed therapy (DOT) strategy for tuberculosis (TB) treatment depends upon a well-organized healthcare system. This study sought to evaluate the effectiveness of self-administered drug intake supported by a family member versus in-clinic DOT. METHODS: This open-label, nationally-representative stratified cluster randomized controlled non-inferiority trial with two parallel equal arms involved drug-susceptible pulmonary TB patients in the continuation treatment phase. We randomly assigned outpatient-TB-centres (52 clusters) to intervention and control arms. The intervention included an educational/counseling session to enhance treatment adherence; weekly visits to outpatient-TB-centres to receive medication, and daily SMS medication reminders and phone calls to track adherence and record side effects. Controls followed clinical DOT at Outpatient-TB-centres. Both groups participated in baseline and 4-5 months follow-up surveys. The trial's non-inferiority comparisons include: treatment success as the clinical (primary) outcome and medication adherence (self-reported), knowledge, depressive symptoms, stigma, quality of life, and social support as non-clinical (secondary) outcomes. RESULTS: Per-protocol analysis showed that the intervention (n = 187) and control (n = 198) arms achieved successful treatment outcome of 92.0 and 92.9%, respectively, indicating that the treatment success in the intervention group was non-inferior to DOT. Knowledge, depression, stigma, quality of life, and social support also showed non-inferiority, demonstrating substantial improvement over time for knowledge (change in the intervention = 1.05: 95%CL (0.49, 1.60); change in the control = 1.09: 95%CL (0.56, 1.64)), depression score (change in the intervention = - 3.56: 95%CL (- 4.99, - 2.13); change in the control = - 1.88: 95% CL (- 3.26, - 0.49)) and quality of life (change in the intervention = 5.01: 95%CL (- 0.64, 10.66); change in the control = 7.29: 95%CL (1.77, 12.81)). The intervention resulted in improved treatment adherence. CONCLUSIONS: This socially empowering alternative strategy might be a preferable alternative to DOT available to patients in Armenia and in other countries. Further research evaluating cost effectiveness of the intervention and generalizability of the results is warranted. TRIAL REGISTRATION: Clinicaltrials.gov: NCT02082340, March 10, 2014.
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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 | 0.001 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 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) | 0.001 | 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".