{"id":"W3183838980","doi":"10.2196/26796","title":"A Mobile Peer Intervention for Preventing Mental Health and Substance Use Problems in Adolescents: Protocol for a Randomized Controlled Trial (The Mind Your Mate Study)","year":2021,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Sydney; Australian Rotary Health","keywords":"Mental health; mHealth; Randomized controlled trial; Anxiety; Intervention (counseling); Mood; Medicine; Protocol (science); Psychology; Psychiatry; Clinical psychology; Psychological intervention; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03623075,0.007387057,0.01479087,0.003470092,0.004841723,0.006940107,0.004753688,0.009601046,0.1072443],"category_scores_gemma":[0.03931488,0.004716415,0.007699956,0.003966814,0.004559685,0.006021338,0.002797284,0.01209029,0.01582697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006282482,"about_ca_system_score_gemma":0.01829634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004256822,"about_ca_topic_score_gemma":0.009117518,"domain_scores_codex":[0.9753424,0.01457029,0.002686856,0.002220212,0.002846728,0.002333499],"domain_scores_gemma":[0.986746,0.003242145,0.002978496,0.001774371,0.003234846,0.002024191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.7997625,0.01895207,0.001052318,0.06819985,0.004574175,0.000488909,0.0009387333,0.00292198,0.003032906,0.006895924,0.04198215,0.05119848],"study_design_scores_gemma":[0.9463685,0.01508448,0.001427204,0.005669241,0.001055612,0.00007424255,0.0001607044,0.001986781,0.0005749988,0.002719896,0.02475159,0.0001268582],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0004692208,0.0001351834,0.0004624454,0.00009918699,0.0001877885,0.9979539,0.000416082,0.00005409897,0.00022214],"genre_scores_gemma":[0.0004694291,0.00006873821,0.00076027,0.00008357995,0.00002985104,0.9983322,0.00005806161,0.000003264986,0.0001945061],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1072443,"threshold_uncertainty_score":0.358768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3155061683685016,"score_gpt":0.6141524508398445,"score_spread":0.2986462824713428,"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."}}