{"id":"W2590881186","doi":"10.2196/mhealth.7030","title":"Use of a Novel Artificial Intelligence Platform on Mobile Devices to Assess Dosing Compliance in a Phase 2 Clinical Trial in Subjects With Schizophrenia","year":2017,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":166,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Clinical trial; Ambulatory; Dosing; Physical therapy; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009770908,0.0001634114,0.0006379446,0.0001937115,0.0001523668,0.00004855803,0.0001811016,0.000110825,0.00001866058],"category_scores_gemma":[0.0003544409,0.0001308714,0.0000317472,0.0002491197,0.0001664123,0.000194001,0.00003684205,0.0004800472,0.00001823044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007675544,"about_ca_system_score_gemma":0.0009357166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005220234,"about_ca_topic_score_gemma":0.00129074,"domain_scores_codex":[0.9977822,0.00005711323,0.000987146,0.000453273,0.0003205456,0.0003997449],"domain_scores_gemma":[0.9980084,0.0002914057,0.0005660241,0.0005392047,0.00008524907,0.0005097401],"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":[0.2882847,0.008080002,0.08188847,0.002355276,0.0000185761,0.00005970249,0.001197929,0.00004004094,0.0001664709,0.002938226,0.000181969,0.6147886],"study_design_scores_gemma":[0.09263186,0.0285108,0.8482696,0.009866685,0.00006291554,0.00004701493,0.001100469,0.01659756,0.0004808894,0.0003436028,0.001493881,0.000594658],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952821,0.00006713434,0.000808317,0.001407157,0.0001787067,0.002109762,0.00001304244,0.00001525702,0.0001185792],"genre_scores_gemma":[0.994111,0.0001475413,0.003775236,0.00153755,0.0001744685,0.0002049185,0.0000085576,0.00001244803,0.00002830567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7663812,"threshold_uncertainty_score":0.5336781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5878277915002016,"score_gpt":0.5541663192624793,"score_spread":0.03366147223772231,"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."}}