{"id":"W3194591426","doi":"10.2196/31862","title":"Evaluating the Clinical Feasibility of an Artificial Intelligence–Powered, Web-Based Clinical Decision Support System for the Treatment of Depression in Adults: Longitudinal Feasibility Study","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Douglas Mental Health University Institute; McGill University; University of Waterloo","funders":"","keywords":"Clinical decision support system; Mood; Anxiety; Medicine; Mental health; Telehealth; Operationalization; Depression (economics); Telemedicine; Psychiatry; Decision support system; Health care; Artificial intelligence; Computer 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":[],"consensus_categories":[],"category_scores_codex":[0.02416142,0.0001930097,0.0006513508,0.0001547266,0.0003118579,0.00004873768,0.0006103577,0.0001760773,0.0001950963],"category_scores_gemma":[0.001930112,0.0001093733,0.0005210181,0.0007434099,0.0007121591,0.0002087424,0.0001957253,0.0005565382,0.00003902822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005298809,"about_ca_system_score_gemma":0.0006288483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001704181,"about_ca_topic_score_gemma":0.001604369,"domain_scores_codex":[0.9873343,0.006714079,0.003461276,0.000764192,0.001162989,0.0005631967],"domain_scores_gemma":[0.9837964,0.01267887,0.0005670059,0.001509541,0.001276616,0.000171619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01968844,0.05121363,0.4129221,0.0003345166,0.0001126004,0.0000158893,0.005069201,0.00002938228,0.0000062046,0.0004914158,0.00006062496,0.510056],"study_design_scores_gemma":[0.004637392,0.05282937,0.8768047,0.0006565789,0.00003910143,0.000007060868,0.04867114,0.01386527,0.0006723601,0.001681472,0.00001878263,0.0001167626],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904055,0.0001379711,0.0009241025,0.0001393067,0.001095533,0.006722046,0.000271895,0.00001842647,0.0002852251],"genre_scores_gemma":[0.9980558,0.000006205267,0.0003650248,0.00000697891,0.00008341088,0.001401919,0.00003989296,0.00001672542,0.00002402022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5099393,"threshold_uncertainty_score":0.8373914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5880932023590228,"score_gpt":0.6764421864974435,"score_spread":0.08834898413842063,"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."}}