{"id":"W4293173504","doi":"10.2196/34893","title":"Digital Medicine System in Veterans With Severe Mental Illness: Feasibility and Acceptability Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Otsuka Pharmaceutical Development and Commercialization; Otsuka Pharmaceutical; U.S. Department of Veterans Affairs","keywords":"Schizoaffective disorder; Veterans Affairs; Medicine; Randomized controlled trial; Bipolar disorder; Schizophrenia (object-oriented programming); Aripiprazole; Mental illness; Psychiatry; Mental health; Internal medicine; Psychosis; Mood","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.007744273,0.0004087116,0.000496258,0.0003750714,0.0006181184,0.0007437366,0.0003443709,0.0006569902,0.003525132],"category_scores_gemma":[0.01242515,0.0002900314,0.001062988,0.0003693625,0.0006617492,0.0006898419,0.0008114049,0.0009151498,0.0002592981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008820476,"about_ca_system_score_gemma":0.001592204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002027159,"about_ca_topic_score_gemma":0.003126397,"domain_scores_codex":[0.992448,0.005669991,0.0004145621,0.0003089212,0.0007267571,0.0004317728],"domain_scores_gemma":[0.9933221,0.002965612,0.001624526,0.0004092025,0.0006669614,0.001011711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.1226388,0.1632157,0.5232943,0.001477611,0.001192002,0.0004123103,0.009142458,0.0009246615,0.00524791,0.0008146541,0.001975802,0.1696638],"study_design_scores_gemma":[0.05123246,0.4906752,0.4426006,0.000234743,0.0007458406,0.0005669707,0.00571795,0.00209256,0.001811531,0.0003321849,0.003897209,0.00009280162],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979461,0.00005742292,0.0001304572,0.0001019006,0.00001016997,0.00119902,0.0001079743,0.000003472891,0.0004436417],"genre_scores_gemma":[0.9967867,0.0001175894,0.0009899481,0.0001899378,0.00004657836,0.00156228,0.0001077124,0.000002006607,0.0001970938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007744273,"threshold_uncertainty_score":0.04095608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1062759199031164,"score_gpt":0.4887486699426241,"score_spread":0.3824727500395077,"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."}}