{"id":"W4408733711","doi":"10.2196/69907","title":"Exploring Youth Perspectives on Digital Mental Health Platforms: Qualitative Descriptive Study","year":2025,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; Mount Royal University; University of Alberta; Hotchkiss Brain Institute; Women and Children’s Health Research Institute; Thompson Rivers University; Ontario Brain Institute; Alberta Children's Hospital; Centre for Addiction and Mental Health; University of Calgary","funders":"","keywords":"Preprint; Mental health; Qualitative research; Descriptive research; Psychology; Sociology; Computer science; World Wide Web; Psychiatry; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.009901546,0.0004590844,0.0007900181,0.001843079,0.005587079,0.003392608,0.001177471,0.0007760012,0.002509463],"category_scores_gemma":[0.00957709,0.0006465868,0.0005073654,0.002592942,0.003656282,0.002699624,0.00426805,0.00156296,0.0002821018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006231008,"about_ca_system_score_gemma":0.006177417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01971835,"about_ca_topic_score_gemma":0.02775902,"domain_scores_codex":[0.9957805,0.002511773,0.0002142678,0.000269119,0.0003925784,0.0008317688],"domain_scores_gemma":[0.9928024,0.004748749,0.0006240521,0.0001529151,0.0008869931,0.0007847322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003913082,0.00006706857,0.01495253,0.0002252444,0.000006100839,0.0008243154,0.9750766,0.00003790003,0.0007064926,0.001123616,0.0004996951,0.006441365],"study_design_scores_gemma":[0.000003482859,0.00004529257,0.003757322,0.0002151214,0.000005884108,0.0001766747,0.9905506,0.00009051981,0.0002508915,0.0001698584,0.004724816,0.00000954636],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938412,0.0006003146,0.001633286,0.0007933988,0.00003268338,0.0003803349,0.0004879425,0.00001286395,0.002217987],"genre_scores_gemma":[0.9947252,0.001127809,0.001363516,0.0004661815,0.00001576046,0.0007442523,0.000224075,0.00002188341,0.001311331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01971835,"threshold_uncertainty_score":0.05236495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3340952906223575,"score_gpt":0.4942394337737765,"score_spread":0.160144143151419,"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."}}