Comparative Efficacy of Online vs. Face-to-Face Group Interventions: A Systematic Review
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
Purpose: Online group-based interventions are widely adopted, but their efficacy, when compared with similar face-to-face (F2F) psychosocial group interventions, has not been sufficiently examined. Methods: This systematic review included randomly controlled trials (RCTs) that compared an intervention/model delivered in both F2F and online formats. The review adhered to PRISMA guidelines and was registered with PROSPERO. Results: The search yielded 15 RCTs. Effect sizes ranged from small to exceptionally large. Between-condition effect sizes yielded nonsignificant differences in effectiveness except for three studies that reported superior effectiveness in outcomes for F2F interventions. High heterogeneity was found where only two studies integrated rigorous designs, thus limiting opportunity for a meta-analysis evaluation. Conclusions: Most studies showed comparable outcomes in both F2F and online modalities. However, given the heterogeneity of samples and outcomes, it is premature to conclude that online treatment is as effective as F2F for all challenges and populations.
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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 | 0.009 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.005 | 0.002 |
| Bibliometrics | 0.001 | 0.006 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.003 |
| Insufficient payload (model declined to judge) | 0.001 | 0.027 |
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