{"id":"W7154014800","doi":"10.2196/79241","title":"Medication Dispensing Patterns Among Individuals With Serious Mental Illness Using a Remote Medication Dispensing and Adherence Monitoring Platform: A Cohort Study (Preprint)","year":2025,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental illness; Cohort study; Cohort; Medication adherence; MEDLINE","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":[0.001286098,0.0003890501,0.0003610584,0.0008021356,0.001547408,0.00104742,0.0005180634,0.0007373126,0.0017256],"category_scores_gemma":[0.002140847,0.000697944,0.0009930941,0.0009647163,0.0002998773,0.0009044076,0.0008719977,0.001294555,0.0004882707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004710486,"about_ca_system_score_gemma":0.0007165932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02369824,"about_ca_topic_score_gemma":0.03077871,"domain_scores_codex":[0.9992465,0.000141448,0.00008769977,0.0001885025,0.0001655459,0.0001703967],"domain_scores_gemma":[0.9986389,0.0001342744,0.0004220342,0.0002208586,0.0002497977,0.0003341222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001733805,0.0002203617,0.9974247,0.00001183541,0.00006093448,0.0001012301,0.0006053292,0.0000107237,0.0002917264,0.00001347808,0.000146912,0.0009393431],"study_design_scores_gemma":[0.00003404797,0.0007068887,0.9973804,0.00001597375,0.00005493677,0.0002695291,0.00104135,0.0001088209,0.00007659712,0.00001529941,0.0002846308,0.00001141074],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990131,0.00003794615,0.0001039756,0.00002652721,0.000005768599,0.00007707069,0.0005299631,0.000002991212,0.0002026756],"genre_scores_gemma":[0.9984891,0.00006062521,0.0002705741,0.00008393482,0.00001063094,0.00009431819,0.0006018881,0.000004098933,0.0003847839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02369824,"threshold_uncertainty_score":0.04712063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03304476556644362,"score_gpt":0.4099056973537492,"score_spread":0.3768609317873055,"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."}}