{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007171949,0.0001016619,0.000148779,0.0001482281,0.0001082168,0.00003630692,0.0003272467,0.00001870467,0.00003119569],"category_scores_gemma":[0.00003669349,0.00006616228,0.0001035651,0.0005592016,0.00008811917,0.00009281719,0.000146176,0.0001312281,0.00001883336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003536602,"about_ca_system_score_gemma":0.00002814125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000119173,"about_ca_topic_score_gemma":0.0001799375,"domain_scores_codex":[0.9985536,0.0002286849,0.0005713874,0.0001922795,0.0001566255,0.0002973858],"domain_scores_gemma":[0.9993128,0.0001209312,0.0002156093,0.0002882947,0.00004119434,0.00002120796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0029334,0.0007958451,0.6822351,0.001354738,0.0002693706,0.00003690687,0.06872223,0.0003373407,0.000255896,0.1606588,0.01709508,0.06530522],"study_design_scores_gemma":[0.006010903,0.001886221,0.6020291,0.002354185,0.00005071769,0.00001508875,0.3543615,0.00008130882,0.0001181761,0.02278921,0.009906931,0.0003966223],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9435688,0.001463413,0.001150364,0.002240588,0.002228991,0.0009047716,0.0004316255,0.00005079026,0.04796067],"genre_scores_gemma":[0.9995297,0.000004709118,0.00005102604,0.00004548435,0.00006907913,0.00001693582,0.00003022851,0.00003812704,0.0002147515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2856393,"threshold_uncertainty_score":0.269802,"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."}}