{"id":"W4285583482","doi":"10.2196/25716","title":"Self-help Digital Interventions Targeted at Improving Psychological Well-being in Young People With Perceived or Clinically Diagnosed Reduced Well-being: Systematic Review","year":2022,"lang":"en","type":"review","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Economic and Social Research Council; NIHR Nottingham Biomedical Research Centre; Tourettes Action","keywords":"PsycINFO; Psychological intervention; Mental health; MEDLINE; Medicine; Randomized controlled trial; Systematic review; Psychiatry; Clinical psychology; Psychology","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":[0.005047514,0.001067812,0.005925887,0.007037223,0.0005521805,0.002157788,0.001452695,0.001619012,0.006281631],"category_scores_gemma":[0.02527693,0.0006809053,0.005417698,0.006748297,0.000716245,0.001671504,0.001278759,0.001079902,0.0003428694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00300783,"about_ca_system_score_gemma":0.01025235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00728067,"about_ca_topic_score_gemma":0.01996422,"domain_scores_codex":[0.996919,0.001097244,0.0009796002,0.0002389592,0.0006478799,0.0001172524],"domain_scores_gemma":[0.983603,0.01255733,0.002396432,0.000189832,0.001032051,0.0002213102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002653121,0.0000396621,0.0002508236,0.9473872,0.003487257,0.00003877911,0.0001719071,0.00006601671,0.00009812279,0.0001214776,0.0007856864,0.04728762],"study_design_scores_gemma":[0.0004681325,0.0004410144,0.002775345,0.9492505,0.0341637,0.0001743434,0.0003133382,0.00007993672,0.000198189,0.0001605831,0.01194813,0.00002677397],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001642536,0.9966204,0.0001175423,0.0001387649,0.00009683528,0.0006848772,0.0002871968,0.00001382416,0.0003979913],"genre_scores_gemma":[0.01400064,0.9838639,0.0005900098,0.0003153752,0.00005534081,0.0008756647,0.0001373421,0.000003827393,0.0001577659],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00728067,"threshold_uncertainty_score":0.02669412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0561574076063856,"score_gpt":0.4439464508168999,"score_spread":0.3877890432105143,"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."}}