{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06334306,0.001363388,0.001309197,0.005166207,0.001041102,0.00572547,0.003796482,0.002151213,0.001036315],"category_scores_gemma":[0.08270335,0.000564463,0.001361067,0.00452423,0.005210282,0.003774673,0.005035323,0.003669384,0.0003714054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002655079,"about_ca_system_score_gemma":0.005625614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003980733,"about_ca_topic_score_gemma":0.003388506,"domain_scores_codex":[0.9428892,0.04846505,0.002411472,0.001911065,0.003929473,0.0003938567],"domain_scores_gemma":[0.9270706,0.05833765,0.003621134,0.003467849,0.006852687,0.0006499693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001705273,0.000437723,0.0640585,0.007969392,0.0006014222,0.0002893407,0.01855963,0.001884181,0.0009563722,0.2169638,0.0115122,0.6765969],"study_design_scores_gemma":[0.0002812972,0.002844146,0.1063465,0.05222332,0.001471231,0.003764408,0.03858547,0.0265847,0.003990036,0.4012178,0.362045,0.0006459789],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03109012,0.2308998,0.6367157,0.05427754,0.00587924,0.003744381,0.001316202,0.0004149415,0.03566214],"genre_scores_gemma":[0.2274917,0.09128086,0.6433754,0.01507426,0.004900924,0.01453226,0.0005742994,0.0001559977,0.002614376],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.06334306,"threshold_uncertainty_score":0.3349941,"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."}}