{"id":"W3035464488","doi":"10.2196/17155","title":"A Novel Multimodal Digital Service (Moderated Online Social Therapy+) for Help-Seeking Young People Experiencing Mental Ill-Health: Pilot Evaluation Within a National Youth E-Mental Health Service","year":2020,"lang":"en","type":"article","venue":"Journal of Medical Internet Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":112,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Young and Well Cooperative Research Centre; National Health and Medical Research Council; Medical Research Council","keywords":"Mental health; Helpfulness; Psychosocial; Peer support; Social media; mHealth; eHealth; Social support; Psychology; Digital health; Psychological intervention; Intervention (counseling); Medicine; Psychiatry; Health care; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002598628,0.0008063075,0.000761102,0.000748101,0.0007910712,0.0006783475,0.001012081,0.000733648,0.004459349],"category_scores_gemma":[0.00215293,0.0003806981,0.001003954,0.0004010656,0.0006245843,0.0005962861,0.001522166,0.0007311215,0.0003917847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008715405,"about_ca_system_score_gemma":0.002298282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005029676,"about_ca_topic_score_gemma":0.00784254,"domain_scores_codex":[0.9987086,0.0006608656,0.00009966418,0.0001180201,0.0001284995,0.000284397],"domain_scores_gemma":[0.9988574,0.0003416057,0.0001197847,0.0001024036,0.0001230035,0.0004557747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.06415194,0.4361397,0.02887818,0.004982187,0.0007580713,0.001025677,0.008440857,0.002172494,0.01822023,0.0003309173,0.001693634,0.4332061],"study_design_scores_gemma":[0.03714162,0.831532,0.1163141,0.0002843515,0.0006192523,0.0003261295,0.004682323,0.001771021,0.004130599,0.0001714169,0.002960063,0.00006711062],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947043,0.00006152297,0.0002868976,0.00003617349,0.00001424961,0.00428594,0.0001598929,0.000029397,0.0004217123],"genre_scores_gemma":[0.9782144,0.0004702365,0.005685862,0.0001330893,0.00006312766,0.01398036,0.0003989126,0.00001288442,0.001041093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005029676,"threshold_uncertainty_score":0.01491803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3323228377712127,"score_gpt":0.534668849537804,"score_spread":0.2023460117665913,"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."}}