{"id":"W3092838678","doi":"10.1016/s2589-7500(20)30224-7","title":"User characteristics and outcomes from a national digital mental health service: an observational study of registrants of the Australian MindSpot Clinic","year":2020,"lang":"en","type":"article","venue":"The Lancet Digital Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":114,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"Macquarie University; Australian Government","keywords":"Telehealth; Observational study; Anxiety; Medicine; Mental health; Depression (economics); Patient Health Questionnaire; Distress; Demographics; Family medicine; Telemedicine; Psychiatry; Health care; Clinical psychology; Depressive symptoms; Demography","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":[0.002054975,0.0002998701,0.0006435552,0.001332851,0.001174431,0.001378608,0.001030658,0.0008172257,0.001550746],"category_scores_gemma":[0.007486889,0.0006557844,0.0008300411,0.00241716,0.0007995208,0.001636848,0.001818692,0.001371598,0.0005818229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001560711,"about_ca_system_score_gemma":0.001350918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03620038,"about_ca_topic_score_gemma":0.03801439,"domain_scores_codex":[0.997664,0.0007241548,0.0003267005,0.0003161004,0.0005490825,0.0004199438],"domain_scores_gemma":[0.9939606,0.0007850257,0.003625544,0.0002431368,0.0004962551,0.0008894984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008800839,0.0001277893,0.9968504,0.00002996955,0.00003068575,0.00009978632,0.001587258,0.00001641483,0.00006721555,0.0000106998,0.000142419,0.0009494193],"study_design_scores_gemma":[0.000007676354,0.000287745,0.9955895,0.00002593089,0.00001613482,0.0001942809,0.003535843,0.00009292834,0.000023421,0.000009111291,0.000207694,0.000009740417],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991174,0.000144677,0.000031458,0.00005801642,0.000003386213,0.00004630976,0.0003569989,0.000002187646,0.0002395859],"genre_scores_gemma":[0.9990946,0.0001594082,0.00005895371,0.00008652174,0.00000776066,0.00007201205,0.000352652,0.000002783272,0.0001653082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03620038,"threshold_uncertainty_score":0.07197934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3414173470968669,"score_gpt":0.4779248485314942,"score_spread":0.1365075014346273,"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."}}