{"id":"W4392121160","doi":"10.1177/19322968231223217","title":"Design and <i>In Silico</i> Evaluation of an Exercise Decision Support System Using Digital Twin Models","year":2024,"lang":"en","type":"article","venue":"Journal of Diabetes Science and Technology","topic":"Diabetes Management and Research","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Institutes of Health; Leona M. and Harry B. Helmsley Charitable Trust","keywords":"Aerobic exercise; Medicine; Insulin resistance; Meal; Type 1 diabetes; Type 2 diabetes; Physical therapy; Resistance training; Diabetes mellitus; Internal medicine; Insulin; Endocrinology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004216766,0.00006930715,0.0002468293,0.001644932,0.00004242783,0.00009655728,0.0001453801,0.00006940227,0.000002744786],"category_scores_gemma":[0.0001895709,0.00004882141,0.00001952654,0.001204823,0.0004434772,0.0009471385,0.00009326115,0.0001471077,5.578257e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000928541,"about_ca_system_score_gemma":0.0003612122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.939145e-7,"about_ca_topic_score_gemma":1.497549e-7,"domain_scores_codex":[0.9984762,0.00001945862,0.000304631,0.0001754478,0.0008076975,0.0002165755],"domain_scores_gemma":[0.9991615,0.00006235998,0.0000820788,0.0001212672,0.0004927398,0.00007999661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004990732,0.0001251133,0.01291757,0.0003500032,0.00002654331,0.0000507051,0.0001280276,0.001320078,0.09363354,0.0003930409,0.00003191847,0.8909736],"study_design_scores_gemma":[0.0008137604,0.000861488,0.00101072,0.001415174,0.000130115,0.0000357291,0.0005191239,0.9685018,0.01943424,0.007196789,0.00001424019,0.00006684292],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966022,0.002052146,0.000721531,0.0001548297,0.00007720054,0.0002506351,6.247002e-7,0.00001470199,0.0001261099],"genre_scores_gemma":[0.9971764,0.00004671849,0.002741299,0.000006092534,0.00001338088,0.000002349719,2.409726e-7,0.000005640284,0.000007862161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9671817,"threshold_uncertainty_score":0.1990879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04711193746546258,"score_gpt":0.3367656143406675,"score_spread":0.2896536768752049,"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."}}