{"id":"W4395686412","doi":"10.1089/dia.2024.0061","title":"Predicting Hypoglycemia and Hyperglycemia Risk During and After Activity for Adolescents with Type 1 Diabetes","year":2024,"lang":"en","type":"article","venue":"Diabetes Technology & Therapeutics","topic":"Diabetes Management and Research","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Medicine; Hypoglycemia; Type 1 diabetes; Diabetes mellitus; Type 2 diabetes; Continuous glucose monitoring; Pediatrics; Internal medicine; Endocrinology; Intensive care medicine","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":[0.001593373,0.0006060113,0.0004893407,0.0006304149,0.0001681181,0.0006443642,0.0002974986,0.0004975271,0.0004838336],"category_scores_gemma":[0.005242533,0.0002482086,0.0008166859,0.0005112694,0.0001027157,0.0003671008,0.0004792223,0.0006557263,0.0001432291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002297927,"about_ca_system_score_gemma":0.0002983004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004205012,"about_ca_topic_score_gemma":0.006254395,"domain_scores_codex":[0.9994235,0.0002474531,0.00006332777,0.0001213711,0.0000853145,0.00005905264],"domain_scores_gemma":[0.997637,0.0008116568,0.001077352,0.00008995585,0.0001867749,0.0001972697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001115768,0.00003787691,0.9977945,0.000007121077,0.00004899477,0.000009664237,0.00001287976,0.0002728852,0.00003387079,0.000002957314,0.00004737957,0.001620383],"study_design_scores_gemma":[0.00001859995,0.000282674,0.9922308,0.00002243253,0.00008868921,0.00009828007,0.0000789558,0.006962319,0.00009317349,0.00002228587,0.00009630061,0.000005379526],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986749,0.0002594632,0.0004980874,0.00004217346,0.000006692222,0.00001050137,0.000383425,0.00001196098,0.0001130098],"genre_scores_gemma":[0.9977897,0.0001385308,0.0009931619,0.00001560375,0.00001158573,0.00001577173,0.0009645702,0.000003762951,0.00006732915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004205012,"threshold_uncertainty_score":0.008426607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009748181803068962,"score_gpt":0.2582514350195899,"score_spread":0.2485032532165209,"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."}}