{"id":"W4410155357","doi":"10.21203/rs.3.rs-6473660/v1","title":"Universal Digital Mental Health Interventions for Children and Youth ","year":2025,"lang":"en","type":"preprint","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; Psychology; Developmental psychology; 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":[0.00513568,0.0004774573,0.0006115632,0.001350506,0.0009720363,0.001943001,0.0008086806,0.0009740276,0.0857899],"category_scores_gemma":[0.0235493,0.0003391246,0.0005433241,0.001768014,0.0008884743,0.002841925,0.003433459,0.001087807,0.002883971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003556965,"about_ca_system_score_gemma":0.008534354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01688976,"about_ca_topic_score_gemma":0.03193117,"domain_scores_codex":[0.9977669,0.001090968,0.0001104661,0.0002496043,0.0003958607,0.0003862846],"domain_scores_gemma":[0.9935736,0.003916872,0.0003544302,0.000727647,0.0006377347,0.0007897407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007773133,0.001032907,0.007801785,0.002780071,0.0001542352,0.00006846495,0.001344733,0.001572684,0.0005908696,0.1548868,0.1261085,0.7028816],"study_design_scores_gemma":[0.00267841,0.001152425,0.1006348,0.01169124,0.0007726271,0.0002517049,0.009300714,0.01000341,0.00780075,0.324625,0.5310106,0.00007833879],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.1664546,0.0192846,0.03569156,0.06058383,0.003624375,0.002607325,0.02268204,0.002698733,0.6863728],"genre_scores_gemma":[0.8105547,0.01348474,0.05659994,0.004941928,0.000786884,0.004700615,0.006205605,0.0006442346,0.1020813],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0857899,"threshold_uncertainty_score":0.2869958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1319227933268746,"score_gpt":0.5194422631498078,"score_spread":0.3875194698229332,"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."}}