{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002631221,0.0003270291,0.0003751904,0.0005273266,0.0005192093,0.0001746319,0.0002885789,0.00004997143,0.000179508],"category_scores_gemma":[0.00003482553,0.0002950091,0.0001995049,0.0003738889,0.0001522037,0.000891118,0.0001259404,0.0003537841,0.0002510384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00128445,"about_ca_system_score_gemma":0.00005200101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004356783,"about_ca_topic_score_gemma":0.00009936681,"domain_scores_codex":[0.9977053,0.00013766,0.0006146535,0.00064211,0.0003382206,0.0005620957],"domain_scores_gemma":[0.9990399,0.0001151382,0.0002077766,0.000385997,0.00005728167,0.000193866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001778765,0.004940603,0.005391897,0.00002773793,0.0002674777,0.00000371517,0.9356672,2.456227e-7,0.000001195583,0.05050262,0.001097862,0.001921628],"study_design_scores_gemma":[0.001121569,0.00408036,0.06921732,0.0002105146,0.000007727994,4.040711e-7,0.9236251,1.300779e-7,0.00002916629,0.001292003,0.0002082328,0.0002074854],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9616112,0.00006864596,0.00001818796,0.0001765689,0.001273212,0.001818664,0.0006307993,0.00022342,0.03417929],"genre_scores_gemma":[0.993677,7.571791e-7,0.000005655599,0.00007561282,0.00004146121,0.0004393242,0.0001372745,0.00003584319,0.00558705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06382543,"threshold_uncertainty_score":0.9999502,"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."}}