{"id":"W3044306984","doi":"10.2196/21378","title":"Detection of Behavioral Anomalies in Medication Adherence Patterns Among Patients With Serious Mental Illness Engaged With a Digital Medicine System","year":2020,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Otsuka Pharmaceutical Development and Commercialization; Otsuka Pharmaceutical","keywords":"Construct (python library); Anomaly detection; Entropy (arrow of time); Mental illness; Computer science; Medicine; Psychology; Mental health; Econometrics; Psychiatry; Data mining; Mathematics","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":[0.00136607,0.0002285965,0.0003622328,0.0009130299,0.0002016086,0.0005808785,0.000419093,0.0003888556,0.0005341666],"category_scores_gemma":[0.009839068,0.0001247569,0.0002821056,0.0006688117,0.0002103262,0.0004261392,0.0006722071,0.0004411419,0.00008486687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003397116,"about_ca_system_score_gemma":0.0004487181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003197955,"about_ca_topic_score_gemma":0.003828513,"domain_scores_codex":[0.999176,0.0002949903,0.00009506982,0.0001845717,0.0001951495,0.00005427411],"domain_scores_gemma":[0.9959188,0.002297855,0.0009709838,0.0003628607,0.000272225,0.0001772321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003491869,0.0002214326,0.9337527,0.00006992203,0.0001148053,0.0002791823,0.0003941991,0.01288706,0.002632779,0.0005147822,0.0003202248,0.04846369],"study_design_scores_gemma":[0.00002374097,0.0006553959,0.5359458,0.00004118068,0.00007392968,0.0007166436,0.0005953118,0.4558922,0.00314574,0.00201769,0.0008584295,0.00003396193],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880431,0.00006453595,0.01102042,0.0001326806,0.000008196808,0.00004502131,0.0002885036,0.00008304269,0.0003145298],"genre_scores_gemma":[0.9953057,0.00002631559,0.004364835,0.00001893195,0.000005400594,0.00001655323,0.0002051135,0.000002138915,0.00005497899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003197955,"threshold_uncertainty_score":0.0072245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02563058045251777,"score_gpt":0.346521544713371,"score_spread":0.3208909642608532,"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."}}