{"id":"W3164815082","doi":"10.2196/27027","title":"Technological Ecological Momentary Assessment Tools to Study Type 1 Diabetes in Youth: Viewpoint of Methodologies","year":2021,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Diabetes Management and Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Neurological Disorders and Stroke; National Institute of Diabetes and Digestive and Kidney Diseases; National Heart, Lung, and Blood Institute; National Institute on Drug Abuse; Washington University in St. Louis","keywords":"Actigraphy; Psychological intervention; Digital health; Type 1 diabetes; Task (project management); Medicine; Psychology; Health care; Applied psychology; Diabetes mellitus; Nursing; Psychiatry; Engineering","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":[0.001814649,0.0002489643,0.0008934608,0.0004001978,0.00005011408,0.00004895005,0.000315649,0.0001719942,0.0006978547],"category_scores_gemma":[0.001474713,0.0001811401,0.0001398151,0.001346653,0.0002160258,0.0001000248,0.0009135592,0.0004588709,0.00004266584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001264488,"about_ca_system_score_gemma":0.00007630439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000147507,"about_ca_topic_score_gemma":0.000004371253,"domain_scores_codex":[0.9970979,0.0005245243,0.0005664846,0.0005837609,0.0005413424,0.0006859898],"domain_scores_gemma":[0.9982106,0.0008033244,0.00008563299,0.0005677489,0.0001891837,0.0001435196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004234915,0.003604914,0.9039853,0.0001778705,0.0002907775,0.00009236951,0.0002097096,0.00001697393,0.02988534,0.0002784232,0.0004829733,0.06093298],"study_design_scores_gemma":[0.001318281,0.003086136,0.9642972,0.0001540011,0.0001070086,1.408291e-7,0.003838068,0.00007628331,0.02532747,0.001096368,0.0004738658,0.0002252237],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925286,0.0004034051,0.000008825642,0.003202441,0.0001296814,0.001873043,0.00001689593,0.0001249574,0.001712198],"genre_scores_gemma":[0.991572,0.00003607433,0.006914024,0.0007029999,0.00004039789,0.0003766799,0.00006896199,0.00002115998,0.0002676647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06070776,"threshold_uncertainty_score":0.7641019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1455954247141466,"score_gpt":0.422549213820258,"score_spread":0.2769537891061113,"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."}}