{"id":"W4394966248","doi":"10.3389/978-2-8325-4815-8","title":"Developing Strategies to Improve Diabetes Management in College-Going Young Adults","year":2024,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Diabetes Management and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kelowna General Hospital","funders":"Stanford Maternal and Child Health Research Institute; Shantou University Medical College; Shantou University; Natural Science Foundation of Jiangxi Province; Vetenskapsrådet; National Natural Science Foundation of China; Stanford Diabetes Research Center; Università degli Studi di Sassari; Basic and Applied Basic Research Foundation of Guangdong Province; Steno Diabetes Center Copenhagen; Danmarks Tekniske Universitet; Novo Nordisk; International Society for Pediatric and Adolescent Diabetes; Leona M. and Harry B. Helmsley Charitable Trust","keywords":"Diabetes management; Diabetes mellitus; Business; Gerontology; Medicine; Type 2 diabetes","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009693931,0.0004488839,0.0002381944,0.0007071984,0.000693088,0.002177352,0.0007233015,0.001455029,0.015805],"category_scores_gemma":[0.002144225,0.0001099477,0.0003468108,0.0005585697,0.0004087295,0.001375373,0.001531759,0.002350667,0.005566414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007689855,"about_ca_system_score_gemma":0.003661466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002459264,"about_ca_topic_score_gemma":0.01051781,"domain_scores_codex":[0.9997556,0.00009652248,0.00001286498,0.00001821671,0.00008613918,0.0000306223],"domain_scores_gemma":[0.9992574,0.0002499159,0.00005517065,0.00001435255,0.00008794662,0.0003352918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001587466,0.0002510293,0.0005864982,0.0007112599,0.000008811587,0.000130978,0.0008583565,0.0001023335,0.000264273,0.006579863,0.5140551,0.4764356],"study_design_scores_gemma":[0.00005978398,0.0001537449,0.004380431,0.00266836,0.00002171461,0.0004654798,0.002904838,0.000168079,0.0002112016,0.01071109,0.9782416,0.00001363848],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01024783,0.1781652,0.01239288,0.2862919,0.02201697,0.0008174782,0.0004027001,0.001009238,0.4886558],"genre_scores_gemma":[0.05636856,0.3875845,0.07509332,0.097509,0.007996318,0.001176755,0.0008445221,0.000253575,0.3731734],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.015805,"threshold_uncertainty_score":0.05287302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03728405710558879,"score_gpt":0.3472301730879567,"score_spread":0.3099461159823679,"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."}}