{"id":"W4323066789","doi":"10.1136/bmjopen-2021-060516","title":"Antidepressant Advisor (ADeSS): a decision support system for antidepressant treatment for depression in UK primary care – a feasibility study","year":2023,"lang":"en","type":"article","venue":"BMJ Open","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; National Institutes of Health; Victoria General Hospital Foundation; H. Lundbeck A/S; Servier; Rosetrees Trust; National Institute for Health Research Applied Research Collaboration South London; Department of Health and Social Care; National Institute for Health and Care Research; National Institute of Mental Health; LivaNova; Canadian Institutes of Health Research; Sunovion; Wellcome Trust; Michael Smith Health Research BC; South London and Maudsley NHS Foundation Trust; Eli Lilly and Company; National Alliance for Research on Schizophrenia and Depression; King's College London","keywords":"Medicine; Psychological intervention; Depression (economics); Antidepressant; Decision support system; Psychiatry; Family medicine; Anxiety","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01792554,0.000943688,0.001137521,0.0009466441,0.0005551632,0.001301254,0.001034199,0.001843474,0.00547762],"category_scores_gemma":[0.02641992,0.0008446661,0.001271828,0.0007155474,0.00166165,0.001920683,0.001384433,0.001565442,0.0005273033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001886952,"about_ca_system_score_gemma":0.004097718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004367142,"about_ca_topic_score_gemma":0.005104546,"domain_scores_codex":[0.9829963,0.01346016,0.00101239,0.0005046243,0.001237369,0.0007892373],"domain_scores_gemma":[0.9842044,0.01082654,0.001763338,0.0008821175,0.0008349894,0.001488716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.445515,0.2093358,0.02832183,0.01184164,0.001205205,0.0008712181,0.00655276,0.003252708,0.004418469,0.001294485,0.00301644,0.2843744],"study_design_scores_gemma":[0.2312849,0.735448,0.02518896,0.0004866016,0.0005478705,0.0001423647,0.001008643,0.002145059,0.0007197918,0.0002525236,0.002689459,0.00008589978],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9752498,0.000656755,0.001024572,0.0006000691,0.0001325294,0.02060501,0.0003882323,0.00004922436,0.001293788],"genre_scores_gemma":[0.9511369,0.001337578,0.01206642,0.000827953,0.0003128992,0.03259103,0.0005184521,0.00001500439,0.001193707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01792554,"threshold_uncertainty_score":0.09480041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1800672928807511,"score_gpt":0.5108724231878107,"score_spread":0.3308051303070596,"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."}}