{"id":"W2787977352","doi":"10.2196/mental.8551","title":"A Mobile Health Platform for Clinical Monitoring in Early Psychosis: Implementation in Community-Based Outpatient Early Psychosis Care","year":2018,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development","keywords":"Medicine; Usability; Mood; Dashboard; Mental health; Incentive; Outpatient clinic; Psychiatry; Family 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002016141,0.0003558089,0.0006485928,0.0005325929,0.0005685725,0.00006814366,0.0004364764,0.0002006164,0.00006974566],"category_scores_gemma":[0.000008419165,0.0004008643,0.0002517975,0.0005927004,0.0001496452,0.0003433492,0.000085748,0.0008193497,0.0001639519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002382626,"about_ca_system_score_gemma":0.0002213257,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02405274,"about_ca_topic_score_gemma":0.01870973,"domain_scores_codex":[0.9944179,0.0008651337,0.002411989,0.0006564424,0.0003810706,0.001267447],"domain_scores_gemma":[0.9977673,0.0001907149,0.0007228156,0.0007058861,0.00009519979,0.0005181343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001400953,0.005003558,0.5709383,0.0008151644,0.00003008893,0.000001088098,0.067405,4.852996e-7,0.000001108399,0.0002720229,0.005682168,0.34845],"study_design_scores_gemma":[0.01223532,0.06349146,0.8576184,0.002088724,0.000005815152,0.000002978016,0.04971232,0.00001373128,0.00007724794,0.0003710148,0.0139338,0.0004492213],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983503,0.0007724889,0.00005896075,0.0009437944,0.004395253,0.008969031,0.0008188927,0.0001098464,0.0004287405],"genre_scores_gemma":[0.9856088,0.00003613052,0.00119444,0.002255653,0.0002471655,0.009983066,0.0005153232,0.00008073157,0.0000786893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3480008,"threshold_uncertainty_score":0.9998443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1335348942409227,"score_gpt":0.5495675344544607,"score_spread":0.416032640213538,"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."}}