{"id":"W3006641157","doi":"10.2196/15927","title":"Incorporating Behavioral Trigger Messages Into a Mobile Health App for Chronic Disease Management: Randomized Clinical Feasibility Trial in Diabetes","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"mHealth; Facilitator; Randomized controlled trial; Repeated measures design; Self-management; Type 2 diabetes; Psychology; Applied psychology; Medicine; Health care; Psychological intervention; Clinical psychology; Diabetes mellitus; Computer science; Nursing; Social psychology","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","sts"],"consensus_categories":[],"category_scores_codex":[0.01463231,0.0006205632,0.002809737,0.0003341933,0.002191006,0.00003521411,0.0004381547,0.0004716961,0.00007635896],"category_scores_gemma":[0.0008116267,0.0005596805,0.0003809266,0.0009130343,0.0004355682,0.0002567135,0.0002507355,0.00184661,0.00005385942],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001127892,"about_ca_system_score_gemma":0.00720656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004900711,"about_ca_topic_score_gemma":0.0008196457,"domain_scores_codex":[0.9845229,0.005170213,0.005492079,0.001774519,0.0005448428,0.002495421],"domain_scores_gemma":[0.9883337,0.003307308,0.002293535,0.0008504893,0.0002114483,0.005003521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.487817,0.002790309,0.08308133,0.07183,0.00006152177,0.000008573285,0.004150634,0.0000206367,0.000001425688,0.01913781,0.01873612,0.3123646],"study_design_scores_gemma":[0.8677281,0.006435437,0.02799547,0.0009668247,0.0002751433,4.685333e-7,0.001736056,0.006817915,4.15131e-7,0.007056189,0.08016175,0.0008262843],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7824127,0.01634618,0.001918847,0.04699199,0.001620578,0.1492895,0.0004141505,0.0007005541,0.0003054751],"genre_scores_gemma":[0.7990804,0.009754709,0.00273922,0.02085928,0.001947748,0.1648415,0.000513654,0.0001168781,0.0001466102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.379911,"threshold_uncertainty_score":0.9996855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1536008334625316,"score_gpt":0.5338125709449124,"score_spread":0.3802117374823809,"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."}}