Evaluating a phone-based Interactive Voice Response system for reducing misinformation and improving malaria literacy
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
In Burkina Faso, malaria remains a major issue despite the use of insecticide-treated nets (ITNs), especially in underserved communities. A study assessed a mobile phone-based Interactive Voice Response (IVR) service in local languages to improve malaria health literacy. A randomized trial compared users of the local language version with those using a French version. The results showed a 30.33% increase in knowledge, 21.77% in attitude, and 35.38% in practice among the local language group, while the French group had lower improvements. Key factors for adoption included usability, privacy, trust, and compatibility. Participants preferred local language and voice interfaces, with younger users favoring games and older ones preferring text-based interfaces. This study highlights the potential of local language IVR to effectively boost malaria health literacy and combat misinformation in underserved areas.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.004 |
| Open science | 0.001 | 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