{"id":"W4411290009","doi":"10.21203/rs.3.rs-6811900/v1","title":"Effects of Universal Digital Mental Health Interventions for Children and Youth on Psychological Outcomes – A Systematic Review and Meta-Analysis","year":2025,"lang":"en","type":"review","venue":"Research Square","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"Canadian Institutes of Health Research; York University","keywords":"Psychological intervention; Mental health; Meta-analysis; Psychology; Clinical psychology; Applied psychology; Psychotherapist; Medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007635101,0.00206992,0.01416838,0.004109061,0.0005751446,0.002747229,0.001735098,0.00209431,0.006015944],"category_scores_gemma":[0.02049258,0.001394073,0.02037683,0.00400898,0.0009254999,0.001727807,0.001937109,0.002561732,0.0003002371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002862587,"about_ca_system_score_gemma":0.003986325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008816008,"about_ca_topic_score_gemma":0.02588432,"domain_scores_codex":[0.9965933,0.001099798,0.001160605,0.0004426517,0.0005146891,0.0001889287],"domain_scores_gemma":[0.9918385,0.005708406,0.00157898,0.0002674913,0.000420342,0.0001863343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.004230355,0.0001817776,0.001081326,0.7099091,0.2419462,0.00008594815,0.0001567266,0.000280151,0.0003326703,0.0001885976,0.0006236889,0.04098357],"study_design_scores_gemma":[0.003676413,0.0007917731,0.004368213,0.1062041,0.8804984,0.00009966131,0.0001419656,0.0001164883,0.0002309165,0.0002553564,0.003581568,0.00003505317],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005523584,0.9929457,0.0002938515,0.0001210427,0.0001433873,0.0004268073,0.0002686271,0.0000219583,0.0002550349],"genre_scores_gemma":[0.09782618,0.8979474,0.001923517,0.0006979092,0.0001422049,0.000839949,0.0003090657,0.00001880326,0.0002950119],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01416838,"threshold_uncertainty_score":0.04037875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2438424200312058,"score_gpt":0.5779810857800447,"score_spread":0.3341386657488389,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}