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The Temporal Evolution of Digital Learning: A Longitudinal Quasi-Experimental Study of Web-Based Versus Conventional
Md Mizanur Rahman1, Gerraint Gillan Ahi1, Rafazila Ramli1
1Department of Community Medicine and Public Health, Faculty of Medicine and Health Sciences Universiti Malaysia Sarawak Kota Samarahan Malaysia.
Background:
Adolescents in rural indigenous communities often lack culturally appropriate sexual and reproductive health (SRH) education. This study compared the short-term effectiveness of a web-based SRH intervention versus conventional face-to-face education among 260 rural Bidayuh adolescents aged 16-19 in Sarawak.
Methods:
Using a non-randomized, two-district quasi-experimental design (one district assigned to each arm to minimize contamination), knowledge was assessed via a validated questionnaire at baseline, 1 month, and 3 months. All 260 enrolled participants were analyzed under an intention-to-treat approach using a repeated-measures ANCOVA (arm × gender × time); 15 participants (5.8%) were lost to follow-up by 3 months.
Results:
Knowledge scores did not differ between arms at baseline or 1 month, but diverged significantly by 3 months, favoring the web-based arm (68.12% vs. 59.13%; adjusted difference = -8.67 percentage points, 95% CI = [-12.61 to -4.74] (conventional minus web-based; the web-based arm scored higher), p < 0.001), reflected in a significant Arm × Time interaction, F(2, 747) = 7.47, p = 0.001. This advantage was numerically larger among females (Δ = -11.48, p < 0.001) than males (Δ = -5.87, p = 0.050), though the three-way interaction did not reach conventional significance (p = 0.053). Sensitivity analyses (per-protocol; multiple imputation) produced consistent estimates.
Discussion:
Knowledge retention over 3 months was better in the web-based arm, with a numerically larger effect among females. These findings may be associated with digital SRH education promoting longer-lasting knowledge among rural indigenous adolescents, but should be interpreted cautiously given the non-randomized, two-cluster design, which cannot fully separate intervention effects from district-level differences.
Conclusion:
Self-regulated digital platforms may be a promising addition to school- and community-based SRH programs in conservative rural settings, alongside strategies to promote engagement and reinforcement, pending confirmation in a randomized, multi-site trial.
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