Is Regular Access to Internet Services Associated with Comprehensive Correct HIV/AIDS Knowledge among People Aged 15–49 Years in Nigeria? Findings from the 2018 Demographic Health Survey
Why this work is in the frame
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Bibliographic record
Abstract
Regular internet access is suggested to facilitate Comprehensive Correct HIV/AIDS Knowledge (CCAK). We assessed this association using the 2018 Nigeria Demographic Health Survey data, including 30,784 participants. CCAK was defined as knowing two primary HIV prevention methods, healthy-looking persons can have HIV, and rejecting two HIV misconceptions. Regular internet access was defined as at least weekly internet access. Using survey-featured multivariable logistic regression, we assessed this association. Overall, 49.6% (12,385) of participants had CCAK, while 17.4% (4,080) had regular internet access. People with regular internet access had higher odds of CCAK (aOR 1.55, 95% CI 1.38 − 1.73), confirming the association.
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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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it