A total of 240 individuals were screened for eligibility, and 160 participants were randomized across the four study arms. By the post-intervention assessment, 141 participants remained available for analysis, corresponding to a retention rate of 88.1%. The participant flow is shown in Figure 2.
Baseline demographic, health-related, and digital-readiness characteristics are presented in Table 1. Across the four groups, age, sex distribution, education level, common chronic conditions, baseline cognitive scores, baseline loneliness, and digital access indicators were broadly comparable at enrollment. The full outcome framework and measurement schedule are presented in Table 2.
These representative findings collectively validate the operational feasibility of the dual-platform protocol by illustrating the synergy between automated implementation monitoring and longitudinal outcome assessment. The high retention rates and consistent platform engagement (detailed in Table 3) serve as a direct reflection of the standardized onboarding and moderation techniques described in the protocol, suggesting that the technical barriers typically associated with older adult populations were effectively mitigated. Furthermore, the divergent trajectories observed across the four study arms demonstrate the sensitivity of the outcome framework to specific intervention components. To rigorously evaluate these results in future applications, we recommend the use of linear mixed-effects models (LMMs). This analytic approach is uniquely suited for the four-arm design as it can simultaneously account for within-subject correlations over time and between-group variances, while providing robust estimates under the missing-at-random (MAR) assumption common in digital health trials.
Platform engagement and implementation adherence
Representative platform-use indicators are summarized in Table 3. In the VLE-only arm, participants completed a mean of 29.4 ± 8.1 sessions over 12 weeks, corresponding to a completion rate of 78.6% ± 15.4%. In the combined VLE+OSP arm, the mean number of completed VLE sessions was 27.8 ± 8.7, with a completion rate of 74.2% ± 16.1%. Mean task accuracy remained above 80% in both VLE-exposed groups, and the highest achieved difficulty level was 6.3 ± 1.4 in the VLE-only arm and 6.1 ± 1.5 in the combined arm.
OSP engagement indicators also showed regular participation. Active social days per week averaged 3.2 ± 1.1 in the OSP-only arm and 3.0 ± 1.2 in the combined arm. Total OSP interactions per participant per week were 14.6 ± 6.9 in the OSP-only arm and 12.8 ± 6.4 in the combined arm. Reciprocity rates were 57.3% in the OSP-only arm and 54.8% in the combined arm. Median response latency was 6.7 h in the OSP-only arm and 7.4 h in the combined arm. These implementation indicators correspond to the activity structure illustrated in Figure 4. Crucially, the successful capture of these concurrent engagement streams across separate interfaces demonstrates the feasibility of our novel dual-platform monitoring framework, which successfully tracks and isolates VLE and OSP compliance within a single cohort.
Representative cognitive outcomes
Representative cognitive outcome summaries are shown in Table 4. For global cognition, the control group showed a mean MoCA change of +0.4 ± 1.1 points from T0 to T1. The VLE-only group showed a mean change of +1.2 ± 1.2 points, with a between-group difference versus control of +0.9 points (95% CI, 0.3 to 1.5; p = 0.003). The combined VLE+OSP group showed a mean change of +1.6 ± 1.1 points, with a between-group difference versus control of +1.1 points (95% CI, 0.6 to 1.7; p < 0.001). The OSP-only group showed a smaller MoCA change of +0.6 ± 1.2 points and was not significantly different from control (p = 0.52).
For processing speed and attention, the control group showed a mean DSST change of +1.1 ± 4.8 correct items. The VLE-only group showed a mean change of +4.1 ± 5.1, corresponding to a between-group difference of +3.0 (95% CI, 1.2 to 4.8; p = 0.001). The combined VLE+OSP group showed a mean change of +5.4 ± 5.2, corresponding to a between-group difference of +4.3 (95% CI, 2.5 to 6.1; p < 0.001). The OSP-only group showed a mean change of +2.3 ± 5.0 and did not differ significantly from control (p = 0.23). These cognitive trajectories are illustrated in Figure 5.
Representative psychosocial outcomes
Representative psychosocial outcome summaries are also shown in Table 4. For loneliness, the control group showed a mean UCLA Loneliness Scale change of −0.5 ± 4.1 points. The VLE-only group showed a mean change of −2.5 ± 4.3, corresponding to a between-group difference of −2.0 (95% CI, −3.6 to −0.4; p = 0.014). The OSP-only group showed a mean change of −4.0 ± 4.5, corresponding to a between-group difference of −3.5 (95% CI, −5.2 to −1.8; p < 0.001). The combined VLE+OSP group showed a mean change of −5.5 ± 4.6, corresponding to a between-group difference of −5.0 (95% CI, −6.6 to −3.4; p < 0.001). The corresponding longitudinal pattern is shown in Figure 6.
For social participation frequency, the control group showed a mean SAFS change of +0.4 ± 2.7 points. The VLE-only group showed a mean change of +1.9 ± 2.9, with a between-group difference of +1.5 (95% CI, 0.3 to 2.7; p = 0.015). The OSP-only group showed a mean change of +4.2 ± 3.1, with a between-group difference of +3.8 (95% CI, 2.4 to 5.2; p < 0.001). The combined VLE+OSP group showed a mean change of +4.7 ± 3.0, with a between-group difference of +4.3 (95% CI, 2.9 to 5.7; p < 0.001). The corresponding change pattern is shown in Figure 7.
Exploratory adherence-stratified summaries
Exploratory adherence-stratified summaries are presented in Table 5. Within the VLE-only arm, participants classified as high-adherence showed a MoCA change of +1.6 ± 1.0 and a DSST change of +5.6 ± 4.6, whereas lower-adherence participants showed corresponding changes of +0.7 ± 1.1 and +2.1 ± 4.7. Within the OSP-only arm, high-engagement participants showed a loneliness change of −5.2 ± 4.2 and a SAFS change of +5.1 ± 3.0, whereas lower-engagement participants showed corresponding changes of −2.4 ± 4.5 and +3.0 ± 3.1.
In the combined arm, participants in the higher adherence/engagement stratum showed a MoCA change of +2.0 ± 0.9, a DSST change of +7.1 ± 5.0, a loneliness change of −6.8 ± 4.3, and a SAFS change of +5.6 ± 2.9. The corresponding lower adherence/engagement stratum showed changes of +0.9 ± 1.1, +3.2 ± 5.2, −3.6 ± 4.6, and +3.4 ± 3.0, respectively. These subgroup summaries are descriptive and exploratory.
Usability, burden, and safety
Usability and burden indicators are summarized in Table 6. Session-related fatigue scores ranged from 2.1 ± 1.3 in the control group to 3.7 ± 1.8 in the combined group. Mean perceived workload scores on the NASA-TLX ranged from 33.8 ± 12.6 in the control group to 44.6 ± 15.2 in the combined group. Technical disruptions occurring at least once per week were reported in 15.6% of the VLE-only group, 11.4% of the OSP-only group, and 21.1% of the combined group. Assistance requests to staff averaged 1.2 ± 1.3 per participant in the VLE-only group, 0.9 ± 1.1 in the OSP-only group, and 1.5 ± 1.5 in the combined group.
Adverse events and online risk events are presented in Table 7. Eye strain was reported in 15.6% of the VLE-only group, 8.6% of the OSP-only group, and 18.4% of the combined group. Session interruption incidents were reported in 15.6%, 11.4%, and 21.1% of these groups, respectively. Privacy-related events and unwanted contact reports were infrequent, and no severe adverse events were recorded.
Table 8 contains an extended summary, including effect size and practical significance framing.

Figure 1: Study design and intervention architecture. This figure shows the four-arm study structure, including the control, VLE-only, OSP-only, and VLE+OSP conditions. It also shows the protocol-defined assessment schedule at T0, T1, and T2. Please click here to view a larger version of this figure.

Figure 2: Participant flow from screening to follow-up. This figure shows the number of participants screened, excluded, randomized, and retained at each stage of the study. It presents screening, allocation, post-intervention assessment, and follow-up in a CONSORT-style format. Please click here to view a larger version of this figure.

Figure 3: Onboarding workflow and representative VLE interface pathway. This figure presents the standardized onboarding sequence and the main interface steps used during participant training. It also includes representative examples of VLE task navigation or task presentation. Please click here to view a larger version of this figure.

Figure 4: Representative OSP activity patterns during the intervention period. This figure presents the distribution of video attendance, asynchronous posting, commenting, and reciprocal interaction in the OSP-exposed groups. It is intended to illustrate how the social platform was used during protocol implementation. Please click here to view a larger version of this figure.

Figure 5: Representative cognitive and psychosocial outcome trajectories across study arms (n = 141). (A) MoCA scores, (B) DSST scores, and (C) UCLA Loneliness Scale scores across the protocol-defined assessment timepoints. PRE indicates the baseline assessment (T0), and POST indicates the immediate post-intervention assessment at 12 weeks (T1). Values are displayed as group means, with error bars representing the standard error of the mean (SEM). Abbreviations: MoCA = Montreal Cognitive Assessment; DSST = Digit Symbol Substitution Test; VLE = Virtual Learning Environment; OSP = Online Social Platform. Please click here to view a larger version of this figure.

Figure 6: Representative loneliness trajectories across study arms (n = 141). This figure shows UCLA Loneliness Scale scores at the protocol-defined assessment timepoints for the four study groups. Values are displayed as group means with error bars representing the standard error (SE). Abbreviations: VLE = Virtual Learning Environment; OSP = Online Social Platform. Please click here to view a larger version of this figure.

Figure 7: Representative social participation trajectories across study arms (n = 141). This figure shows Social Activity Frequency Scale scores across the protocol-defined assessment timepoints for all four groups. Values are displayed as group means with error bars representing the standard error (SE). Abbreviations: VLE = Virtual Learning Environment; OSP = Online Social Platform. Please click here to view a larger version of this figure.

Figure 8: Usability and acceptability of the digital platforms (n = 141). (A) Overall System Usability Scale (SUS) scores for the VLE and OSP components. For the box plots, the central line indicates the median, the box spans the interquartile range (IQR), and the whiskers represent the [minimum and maximum values / 1.5 x IQR]. Background colors correspond to standard usability adjective ratings. (B) Item-level usability patterns showing mean scores across the ten SUS questions (Q1–Q10). Error bars represent the standard error (SE). Abbreviations: SUS = System Usability Scale; VLE = Virtual Learning Environment; OSP = Online Social Platform; SE = Standard Error. Please click here to view a larger version of this figure.
| Characteristic | Control | VLE-only | OSP-only | VLE+OSP |
| (n=37) | (n=32) | (n=35) | (n=38) |
| Demographics | | | | |
| Age, years (mean ± SD) | 72.6 ± 5.8 | 71.9 ± 6.1 | 72.3 ± 5.5 | 71.7 ± 6.4 |
| Female, n (%) | 21 (56.8) | 18 (56.3) | 20 (57.1) | 22 (57.9) |
| Married/partnered, n (%) | 24 (64.9) | 20 (62.5) | 22 (62.9) | 25 (65.8) |
| Living alone, n (%) | 12 (32.4) | 9 (28.1) | 11 (31.4) | 12 (31.6) |
| Education ≥ college, n (%) | 14 (37.8) | 13 (40.6) | 13 (37.1) | 16 (42.1) |
| Health profile | | | | |
| BMI, kg/m² (mean ± SD) | 24.9 ± 3.2 | 24.6 ± 3.1 | 24.8 ± 3.4 | 24.7 ± 3.3 |
| Hypertension, n (%) | 18 (48.6) | 15 (46.9) | 17 (48.6) | 19 (50.0) |
| Type 2 diabetes, n (%) | 9 (24.3) | 7 (21.9) | 8 (22.9) | 10 (26.3) |
| Cardiovascular disease history, n (%) | 7 (18.9) | 6 (18.8) | 7 (20.0) | 8 (21.1) |
| Mild depressive symptoms (PHQ-9 ≥ 5), n (%) | 10 (27.0) | 9 (28.1) | 10 (28.6) | 11 (28.9) |
| Baseline outcomes | | | | |
| MoCA score, 0–30 (mean ± SD) | 24.7 ± 2.6 | 24.9 ± 2.4 | 24.6 ± 2.7 | 24.8 ± 2.5 |
| Digit Symbol Substitution Test, correct (mean ± SD) | 37.8 ± 9.6 | 38.5 ± 9.2 | 37.1 ± 9.8 | 38.9 ± 9.4 |
| UCLA Loneliness Scale, 20–80 (mean ± SD) | 44.6 ± 8.7 | 45.1 ± 8.4 | 44.2 ± 8.9 | 44.7 ± 8.6 |
| Social Activity Frequency Scale, 9–45 (mean ± SD) | 20.8 ± 5.6 | 21.3 ± 5.4 | 20.5 ± 5.7 | 21.6 ± 5.5 |
| Digital readiness | | | | |
| Smartphone ownership, n (%) | 32 (86.5) | 29 (90.6) | 30 (85.7) | 35 (92.1) |
| Home internet access, n (%) | 34 (91.9) | 30 (93.8) | 32 (91.4) | 36 (94.7) |
| Daily internet use, n (%) | 26 (70.3) | 23 (71.9) | 24 (68.6) | 29 (76.3) |
| Weekly use of online social networking, n (%) | 19 (51.4) | 16 (50.0) | 20 (57.1) | 22 (57.9) |
| Prior online learning experience, n (%) | 15 (40.5) | 14 (43.8) | 14 (40.0) | 18 (47.4) |
| eHEALS digital health literacy, 8–40 (mean ± SD) | 27.6 ± 5.1 | 28.1 ± 5.0 | 27.3 ± 5.3 | 28.7 ± 5.2 |
| Digital self-efficacy, 0–10 (mean ± SD) | 6.4 ± 1.7 | 6.6 ± 1.6 | 6.3 ± 1.8 | 6.8 ± 1.6 |
Table 1: Baseline characteristics and digital-readiness indicators by study arm. This table summarizes demographic characteristics, health-related variables, baseline cognitive and psychosocial measures, and digital access indicators at enrollment. It is intended to describe the enrolled sample at T0.
| Domain | Construct / Outcome | Measure | Data type / scale | Timepoints | Role | Source |
| (Instrument) | (T0/T1/T2) |
| Cognition | Global cognition | Montreal Cognitive Assessment (MoCA) | 0–30; higher = better | ✔ / ✔ / ✔ | Primary | In-person/remote assessment |
| Cognition | Processing speed & attention | Digit Symbol Substitution Test (DSST) | Correct symbols; higher = better | ✔ / ✔ / ✔ | Primary | In-person/remote assessment |
| Cognition | Executive function | Trail Making Test Part B (TMT-B) | Seconds; lower = better | ✔ / ✔ / ✔ | Secondary | In-person/remote assessment |
| Cognition | Working memory | Digit Span (Forward/Backward) | Span length; higher = better | ✔ / ✔ / ✔ | Secondary | In-person/remote assessment |
| Social participation | Social participation frequency | Social Activity Frequency Scale | 9–45; higher = more participation | ✔ / ✔ / ✔ | Primary | Self-report questionnaire |
| Social participation | Loneliness | UCLA Loneliness Scale | 20–80; higher = more loneliness | ✔ / ✔ / ✔ | Primary | Self-report questionnaire |
| Social participation | Perceived social support | Multidimensional Scale of Perceived Social Support (MSPSS) | 12–84; higher = more support | ✔ / ✔ / ✔ | Secondary | Self-report questionnaire |
| Psychological | Depressive symptoms | PHQ-9 | 0–27; higher = worse | ✔ / ✔ / ✔ | Covariate / Secondary | Self-report questionnaire |
| Digital readiness | Digital health literacy | eHEALS | 8–40; higher = better | ✔ / — / ✔ | Moderator | Self-report questionnaire |
| Digital readiness | Digital self-efficacy | Digital Self-Efficacy Scale | 0–10; higher = better | ✔ / ✔ / ✔ | Mediator / Moderator | Self-report questionnaire |
| Usability & burden | System usability | System Usability Scale (SUS) | 0–100; higher = better | — / ✔ / ✔ | Secondary | Post-use questionnaire |
| Usability & burden | Intervention burden | Fatigue / eyestrain / dizziness checklist | 0–10 per item; higher = worse | — / ✔ / ✔ | Safety / Secondary | Post-use questionnaire |
| VLE platform metrics | Training dose | Active training days | Count | — / Continuous / Continuous | Mechanism | VLE logs |
| VLE platform metrics | Training adherence | Session completion rate | % of assigned sessions completed | — / Continuous / Continuous | Mechanism | VLE logs |
| VLE platform metrics | Training intensity | Mean session duration | Minutes/session | — / Continuous / Continuous | Mechanism | VLE logs |
| VLE platform metrics | Learning performance | Accuracy / level achieved | % correct; level index | — / Continuous / Continuous | Mechanism | VLE logs |
| OSP platform metrics | Social exposure | Active social days | Count | — / Continuous / Continuous | Mechanism | OSP logs |
| OSP platform metrics | Interaction intensity | Posts + comments + reactions | Count | — / Continuous / Continuous | Mechanism | OSP logs |
| OSP platform metrics | Interaction quality | Reciprocity rate | % of interactions bidirectional | — / Continuous / Continuous | Mechanism | OSP logs |
| OSP platform metrics | Network structure | Unique contacts engaged | Count | — / Continuous / Continuous | Mechanism | OSP logs |
| OSP platform metrics | Responsiveness | Median response latency | Hours | — / Continuous / Continuous | Mechanism | OSP logs |
| Cross-platform | Total engagement | Composite engagement index | Standardized z-score composite | — / Continuous / Continuous | Mechanism | VLE + OSP logs |
| Safety & governance | Online risk events | Reported incidents (scam, harassment, privacy) | Count + category | — / Continuous / Continuous | Safety | Research monitoring |
Table 2: Outcome framework and measurement schedule. This table lists the cognitive, psychosocial, digital-readiness, usability, burden, and platform-derived variables included in the study. It also indicates the corresponding scale, time point, role, and data source.
| Metric (unit) | VLE-only | OSP-only | VLE+OSP |
| (n=32) | (n=35) | (n=38) |
| VLE cognitive training analytics | | | |
| Active training days per week (days) | 3.6 ± 1.2 | | 3.3 ± 1.1 |
| Completed training sessions (total, 12 weeks) | 29.4 ± 8.1 | | 27.8 ± 8.7 |
| Session completion rate (% assigned) | 78.6 ± 15.4 | | 74.2 ± 16.1 |
| Mean session duration (min/session) | 18.7 ± 4.6 | | 17.9 ± 4.9 |
| Task accuracy (% correct) | 82.1 ± 7.8 | | 81.4 ± 8.3 |
| Highest difficulty level achieved (1–10) | 6.3 ± 1.4 | | 6.1 ± 1.5 |
| Learning slope (difficulty level gain per week) | 0.18 ± 0.09 | | 0.16 ± 0.10 |
| Performance variability (SD of accuracy across sessions, %) | 6.9 ± 2.8 | | 7.4 ± 3.1 |
| OSP engagement analytics and social network indicators | | | |
| Active social days per week (days) | | 3.2 ± 1.1 | 3.0 ± 1.2 |
| Total OSP interactions per participant per week (count) | | 14.6 ± 6.9 | 12.8 ± 6.4 |
| Posts per participant per week (count) | | 2.3 ± 1.5 | 2.0 ± 1.4 |
| Comments per participant per week (count) | | 5.7 ± 3.6 | 5.1 ± 3.2 |
| Reactions per participant per week (count) | | 6.6 ± 3.8 | 5.7 ± 3.5 |
| Reciprocity rate (% bidirectional interactions) | | 57.30% | 54.80% |
| Unique contacts engaged per week (count, median [IQR]) | | 5 [3–7] | 4 [3–6] |
| Median response latency (hours) | | 6.7 | 7.4 |
| Event attendance per participant (events attended, 12 weeks) | | 9.6 ± 3.4 | 9.1 ± 3.6 |
| Mean attendance per event (participants/event) | | 8.4 ± 1.3 | 8.1 ± 1.4 |
| Cross-platform (combined analytics) | | | |
| Composite engagement index (z-score) | 0.21 ± 0.74 | 0.17 ± 0.78 | 0.34 ± 0.71 |
| Engagement stability (active weeks with ≥2 activity days, %, 12 weeks) | 71.8 ± 18.6 | 68.9 ± 19.7 | 73.4 ± 17.9 |
| Reported online risk events (count) | 0 | 1 | 1 |
Table 3: Platform engagement and implementation indicators in the intervention groups. This table summarizes VLE training analytics, OSP interaction metrics, and cross-platform engagement indicators. Continuous variables are presented as mean ± standard deviation (SD) unless otherwise specified. It describes how consistently intervention components were used during the 12-week period. Abbreviations: VLE = Virtual Learning Environment; OSP = Online Social Platform; SD = Standard Deviation.
| Outcome (primary) | Group (n) | T0 | T1 | Change | ΔΔ vs Control | P value |
| (Δ) | (95% CI) |
| Global cognition (MoCA, 0–30; higher = better) | Control (37) | 24.7 ± 2.6 | 25.1 ± 2.5 | +0.4 ± 1.1 | Reference | — |
| VLE-only (32) | 24.9 ± 2.4 | 26.1 ± 2.3 | +1.2 ± 1.2 | +0.9 (0.3 to 1.5) | 0.003 |
| OSP-only (35) | 24.6 ± 2.7 | 25.2 ± 2.6 | +0.6 ± 1.2 | +0.2 (−0.4 to 0.8) | 0.52 |
| VLE+OSP (38) | 24.8 ± 2.5 | 26.4 ± 2.2 | +1.6 ± 1.1 | +1.1 (0.6 to 1.7) | <0.001 |
| Processing speed/attention (DSST correct; higher = better) | Control (37) | 37.8 ± 9.6 | 38.9 ± 9.4 | +1.1 ± 4.8 | Reference | — |
| VLE-only (32) | 38.5 ± 9.2 | 42.6 ± 9.0 | +4.1 ± 5.1 | +3.0 (1.2 to 4.8) | 0.001 |
| OSP-only (35) | 37.1 ± 9.8 | 39.4 ± 9.6 | +2.3 ± 5.0 | +1.1 (−0.7 to 2.9) | 0.23 |
| VLE+OSP (38) | 38.9 ± 9.4 | 44.3 ± 9.1 | +5.4 ± 5.2 | +4.3 (2.5 to 6.1) | <0.001 |
| Loneliness (UCLA, 20–80; higher = worse) | Control (37) | 44.6 ± 8.7 | 44.1 ± 8.5 | −0.5 ± 4.1 | Reference | — |
| VLE-only (32) | 45.1 ± 8.4 | 42.6 ± 8.2 | −2.5 ± 4.3 | −2.0 (−3.6 to −0.4) | 0.014 |
| OSP-only (35) | 44.2 ± 8.9 | 40.2 ± 8.6 | −4.0 ± 4.5 | −3.5 (−5.2 to −1.8) | <0.001 |
| VLE+OSP (38) | 44.7 ± 8.6 | 39.2 ± 8.3 | −5.5 ± 4.6 | −5.0 (−6.6 to −3.4) | <0.001 |
| Social participation frequency (SAFS, 9–45; higher = better) | Control (37) | 20.8 ± 5.6 | 21.2 ± 5.5 | +0.4 ± 2.7 | Reference | — |
| VLE-only (32) | 21.3 ± 5.4 | 23.2 ± 5.3 | +1.9 ± 2.9 | +1.5 (0.3 to 2.7) | 0.015 |
| OSP-only (35) | 20.5 ± 5.7 | 24.7 ± 5.4 | +4.2 ± 3.1 | +3.8 (2.4 to 5.2) | <0.001 |
| VLE+OSP (38) | 21.6 ± 5.5 | 26.3 ± 5.2 | +4.7 ± 3.0 | +4.3 (2.9 to 5.7) | <0.001 |
Table 4: Representative outcome changes from T0 to T1 by study arm. This table presents mean pre-post changes for the primary cognitive and psychosocial outcomes (presented as mean ± standard deviation [SD]), together with between-group differences versus control and 95% confidence intervals (CIs). Between-group estimates and p-values were derived from linear mixed-effects models (LMMs). The values are reported to illustrate representative outcome patterns under the protocol. Abbreviations: MoCA = Montreal Cognitive Assessment; DSST = Digit Symbol Substitution Test; VLE = Virtual Learning Environment; OSP = Online Social Platform; SD = Standard Deviation; CI = Confidence Interval.
| Platform arm | Stratum (n) | MoCA Δ | DSST Δ (correct) | UCLA Loneliness Δ | SAFS Δ | ΔΔ vs Control (MoCA) (95% CI) | P value |
| Control | Reference (37) | +0.4 ± 1.1 | +1.1 ± 4.8 | −0.5 ± 4.1 | +0.4 ± 2.7 | Reference | — |
| VLE-only (n=32) | High-adherence (19) | +1.6 ± 1.0 | +5.6 ± 4.6 | −3.0 ± 4.1 | +2.3 ± 2.6 | +1.1 (0.5 to 1.8) | <0.001 |
| Low-adherence (13) | +0.7 ± 1.1 | +2.1 ± 4.7 | −1.8 ± 4.4 | +1.2 ± 2.8 | +0.3 (−0.4 to 1.0) | 0.38 |
| OSP-only (n=35) | High-engagement (20) | +0.8 ± 1.1 | +3.1 ± 4.8 | −5.2 ± 4.2 | +5.1 ± 3.0 | +0.4 (−0.2 to 1.1) | 0.2 |
| Low-engagement (15) | +0.4 ± 1.2 | +1.4 ± 4.9 | −2.4 ± 4.5 | +3.0 ± 3.1 | +0.1 (−0.6 to 0.8) | 0.76 |
| VLE+OSP (n=38) | High-adherence/engagement (22) | +2.0 ± 0.9 | +7.1 ± 5.0 | −6.8 ± 4.3 | +5.6 ± 2.9 | +1.6 (0.9 to 2.2) | <0.001 |
| Low-adherence/engagement (16) | +0.9 ± 1.1 | +3.2 ± 5.2 | −3.6 ± 4.6 | +3.4 ± 3.0 | +0.5 (−0.2 to 1.2) | 0.15 |
Table 5: Exploratory adherence-stratified outcome summaries. This table presents descriptive outcome changes (presented as mean ± standard deviation [SD]) according to higher and lower observed adherence or engagement within the intervention arms. Statistical comparisons between higher and lower adherence strata were conducted using independent samples t-tests. These comparisons are exploratory and are not randomized contrasts. Abbreviations: MoCA = Montreal Cognitive Assessment; DSST = Digit Symbol Substitution Test; SAFS = Social Activity Frequency Scale; VLE = Virtual Learning Environment; OSP = Online Social Platform; SD = Standard Deviation.
| Domain | Indicator | Control | VLE-only | OSP-only | VLE+OSP |
| (unit / scale) | (n=37) | (n=32) | (n=35) | (n=38) |
| Fatigue & workload | Session-related fatigue (0–10, higher=worse) | 2.1 ± 1.3 | 3.4 ± 1.7 | 2.8 ± 1.5 | 3.7 ± 1.8 |
| Perceived workload (NASA-TLX, 0–100) | 33.8 ± 12.6 | 41.9 ± 14.8 | 36.5 ± 13.7 | 44.6 ± 15.2 |
| Breaks taken during sessions (per week) | 0.6 ± 0.7 | 1.4 ± 1.1 | 0.9 ± 0.9 | 1.6 ± 1.2 |
| Cybersickness (VR-related) | Cybersickness total score (0–20) | | 2.6 ± 2.1 | | 3.1 ± 2.4 |
| Nausea episodes during/after sessions (n, %) | | 3 (9.4) | | 5 (13.2) |
| Dizziness episodes during/after sessions (n, %) | | 4 (12.5) | | 6 (15.8) |
| Visual strain | Eye strain severity (0–10) | 2.0 ± 1.2 | 3.1 ± 1.6 | 2.5 ± 1.4 | 3.3 ± 1.7 |
| Headache after sessions (n, %) | 2 (5.4) | 4 (12.5) | 3 (8.6) | 6 (15.8) |
| Usability & technical burden | Technical disruptions ≥1 per week (n, %) | 1 (2.7) | 5 (15.6) | 4 (11.4) | 8 (21.1) |
| Average disruptions per participant (count) | 0.2 ± 0.4 | 0.8 ± 1.0 | 0.6 ± 0.9 | 1.1 ± 1.2 |
| Assistance requests to staff (per participant) | 0.3 ± 0.6 | 1.2 ± 1.3 | 0.9 ± 1.1 | 1.5 ± 1.5 |
| Adverse usability incidents | Falls/near-falls while using device (n, %) | 0 (0.0) | 0 (0.0) | 0 (0.0) | 1 (2.6) |
| Privacy or unwanted contact reports (n, %) | 0 (0.0) | 0 (0.0) | 2 (5.7) | 1 (2.6) |
| Withdrawal due to burden (n, %) | 1 (2.7) | 2 (6.3) | 1 (2.9) | 2 (5.3) |
Table 6: Burden, workload, and mild platform-related adverse symptoms. This table summarizes perceived fatigue, workload, technical disruption, assistance requests, and other mild tolerability indicators recorded during the intervention period. Continuous data are presented as mean ± standard deviation (SD), and categorical data are presented as frequency (percentage). Statistical comparisons across groups were performed using one-way analysis of variance (ANOVA) for continuous variables and Pearson’s chi-square tests for categorical variables. It is intended to characterize implementation burden and tolerability. Abbreviations: NASA-TLX = NASA Task Load Index; VLE = Virtual Learning Environment; OSP = Online Social Platform; SD = Standard Deviation.
| Event category | Specific event | Control | VLE-only | OSP-only | VLE+OSP | Typical severity | Action taken |
| (n=37) | (n=32) | (n=35) | (n=38) | (most common) |
| VR/VLE-related physical discomfort | Cybersickness symptoms (nausea/dizziness) | 1 (2.7) | 6 (18.8) | 1 (2.9) | 9 (23.7) | Mild–Moderate | Breaks, shorter sessions, headset refit |
| Eye strain or headache after sessions | 2 (5.4) | 5 (15.6) | 3 (8.6) | 7 (18.4) | Mild | Screen/brightness adjustment, rest |
| Neck/shoulder discomfort (device posture) | 1 (2.7) | 4 (12.5) | 1 (2.9) | 5 (13.2) | Mild | Ergonomic coaching, seated use |
| Technical incidents | Session interruption due to connectivity/app crash | 1 (2.7) | 5 (15.6) | 4 (11.4) | 8 (21.1) | Mild | Troubleshooting, rescheduled session |
| Login/credential lockout | 0 (0.0) | 2 (6.3) | 3 (8.6) | 3 (7.9) | Mild | Password reset, guided re-login |
| Online social interaction risks (OSP) | Unwanted contact request/message | 0 (0.0) | 0 (0.0) | 3 (8.6) | 2 (5.3) | Mild–Moderate | Block/report, safety coaching |
| Exposure to upsetting content (news/politics/health rumors) | 1 (2.7) | 0 (0.0) | 4 (11.4) | 3 (7.9) | Mild | Content filtering, moderator guidance |
| Misunderstanding/conflict in group chat | 0 (0.0) | 0 (0.0) | 2 (5.7) | 2 (5.3) | Mild | Moderator de-escalation, ground rules |
| Privacy and data-security events | Accidental sharing of personal info in group space | 0 (0.0) | 0 (0.0) | 2 (5.7) | 1 (2.6) | Mild–Moderate | Post removal, privacy re-training |
| Suspected phishing/scam attempt (reported) | 0 (0.0) | 0 (0.0) | 1 (2.9) | 1 (2.6) | Moderate | Account review, safety checklist |
| Withdrawals due to platform burden | Stopped platform use due to discomfort/burden | 1 (2.7) | 2 (6.3) | 1 (2.9) | 2 (5.3) | | Protocol adaptation or discontinuation |
| Serious adverse events | Severe event requiring ED/hospitalization | 0 (0.0) | 0 (0.0) | 0 (0.0) | 0 (0.0) | Severe | |
Table 7: Adverse events and online risk events related to platform use. This table lists the frequency and type of platform-related adverse events, online social risk events, and the most common action taken in response. It is intended to document safety monitoring during intervention delivery.
| Outcome | Domain | Clinically/practically meaningful threshold | VLE-only vs Control: ΔΔ (95% CI) | g | NNT* | OSP-only vs Control: ΔΔ (95% CI) | g | NNT* | VLE+OSP vs Control: ΔΔ (95% CI) | g | NNT* |
| MoCA (0–30) | Global cognition (Primary) | ≥ +1 point | +0.9 (0.3 to 1.5) | 0.55 | 5.6 | +0.2 (−0.4 to 0.8) | 0.12 | 11.9 | +1.1 (0.6 to 1.7) | 0.71 | 4.6 |
| DSST correct | Processing speed/attention (Primary) | ≥ +4 correct | +3.0 (1.2 to 4.8) | 0.6 | 6 | +1.1 (−0.7 to 2.9) | 0.22 | 10.4 | +4.3 (2.5 to 6.1) | 0.86 | 4.2 |
| UCLA Loneliness (20–80) | Loneliness (Primary) | ≤ −4 points | −2.0 (−3.6 to −0.4) | −0.46 | 7.3 | −3.5 (−5.2 to −1.8) | −0.78 | 4.9 | −5.0 (−6.6 to −3.4) | −1.05 | 3.6 |
| SAFS (9–45) | Social participation (Primary) | ≥ +3 points | +1.5 (0.3 to 2.7) | 0.45 | 7.8 | +3.8 (2.4 to 5.2) | 0.92 | 4.1 | +4.3 (2.9 to 5.7) | 1.09 | 3.5 |
| Trail Making Test–A (sec) | Executive/attention (Secondary) | ≥ −6 sec | −4.2 (−7.8 to −0.6) | −0.40 | 8.9 | −2.1 (−5.8 to 1.6) | −0.18 | 12.6 | −6.8 (−10.3 to −3.3) | −0.64 | 6.2 |
| Category Fluency (animals/min) | Language/semantic access (Secondary) | ≥ +2 words | +1.6 (0.3 to 2.9) | 0.42 | 8.1 | +0.8 (−0.5 to 2.1) | 0.21 | 11.8 | +2.4 (1.1 to 3.7) | 0.62 | 6 |
| GDS-15 (0–15) | Depressive symptoms (Secondary) | ≤ −2 points | −1.2 (−2.1 to −0.3) | −0.38 | 9.5 | −1.6 (−2.5 to −0.7) | −0.52 | 7.1 | −2.1 (−3.0 to −1.2) | −0.69 | 5.6 |
| EQ-5D-5L index | Health-related QoL (Secondary) | ≥ +0.05 | +0.03 (0.00 to 0.06) | 0.28 | 11.3 | +0.04 (0.01 to 0.07) | 0.36 | 9.4 | +0.06 (0.03 to 0.09) | 0.52 | 7.4 |
| SUS score (0–100) | Usability (Secondary) | ≥ 68 “acceptable” | +6.4 (2.1 to 10.7) | 0.56 | | +7.8 (3.6 to 12.0) | 0.69 | | +8.6 (4.4 to 12.8) | 0.78 | |
| Adherence (completion %) | Implementation (Secondary) | ≥ 75% completion | +10.8 (3.2 to 18.4) | 0.62 | | +6.1 (−1.4 to 13.6) | 0.34 | | +8.9 (1.6 to 16.2) | 0.51 | |
Table 8: Extended summary of effect-size and practical-significance indicators. This table presents an expanded outcome summary that includes effect size and practical significance framing.