{"id":"W4387893674","doi":"10.1192/j.eurpsy.2023.2453","title":"Understanding the potential of digital therapies in implementing the standard of care for depression in Europe","year":2023,"lang":"en","type":"article","venue":"European Psychiatry","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health","funders":"","keywords":"Medicine; Psychological intervention; Mental health; Depression (economics); Clinical trial; Psychiatry; Intervention (counseling); Randomized controlled trial; Telemedicine; Population; Regimen; Health care; Internal medicine","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":[0.01885853,0.0002927774,0.0004751794,0.001343883,0.001044247,0.008109709,0.001330129,0.003218309,0.007357017],"category_scores_gemma":[0.04261848,0.000208942,0.0008672911,0.001166422,0.003459543,0.007800078,0.003806883,0.003226943,0.0005489065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005518279,"about_ca_system_score_gemma":0.007642973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006738259,"about_ca_topic_score_gemma":0.005516272,"domain_scores_codex":[0.9885989,0.007553562,0.0007494804,0.0006219653,0.00159614,0.0008798186],"domain_scores_gemma":[0.9819834,0.01176698,0.002135214,0.0006685603,0.001717785,0.001728083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004292847,0.000581993,0.03094035,0.003064261,0.000308203,0.0004757773,0.00730412,0.001720183,0.0003813423,0.3007797,0.02947697,0.6245378],"study_design_scores_gemma":[0.0006062064,0.001377151,0.1218982,0.0561766,0.0006233528,0.001520691,0.01865597,0.005843715,0.001123734,0.2644496,0.5275407,0.0001840665],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.1178135,0.1607498,0.01888423,0.5485352,0.002569385,0.0003668447,0.0005252532,0.0001272464,0.1504285],"genre_scores_gemma":[0.8262378,0.08001169,0.01433921,0.07430277,0.001308786,0.0003299933,0.0002442979,0.00005345479,0.003172058],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01885853,"threshold_uncertainty_score":0.09973466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06296371881272725,"score_gpt":0.3705370597508719,"score_spread":0.3075733409381446,"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."}}