{"id":"W4410465212","doi":"10.1177/19322968251336779","title":"Supported Open-Source Automated Insulin Delivery for Management of Type 1 Diabetes in Pregnancy","year":2025,"lang":"en","type":"article","venue":"Journal of Diabetes Science and Technology","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Insulin delivery; Pregnancy; Medicine; Type 2 diabetes; Type 1 diabetes; Open source; Insulin; Diabetes mellitus; Diabetes management; Intensive care medicine; Obstetrics; Internal medicine; Endocrinology; Computer science; Biology","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":[0.000820343,0.00008377784,0.00031595,0.001502272,0.0000585376,0.00003089123,0.0004424786,0.00006015689,0.000007609144],"category_scores_gemma":[0.0004516148,0.00006807756,0.00002734005,0.002259657,0.0004323575,0.0002154867,0.0003395178,0.0001270726,8.115873e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005933327,"about_ca_system_score_gemma":0.0003078768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001882505,"about_ca_topic_score_gemma":0.00000154021,"domain_scores_codex":[0.9987735,0.00001327813,0.0003994307,0.0001774127,0.0002956403,0.000340727],"domain_scores_gemma":[0.9986399,0.00007637007,0.0001749187,0.0001611819,0.0008807318,0.00006685182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001206274,0.0008352339,0.5633963,0.002004827,0.0003925806,0.00003174813,0.00005468168,0.00004568305,0.09191988,0.01196757,0.00246473,0.3267661],"study_design_scores_gemma":[0.01149534,0.005694295,0.7635413,0.007864557,0.0003503645,0.000004805934,0.001479016,0.02881823,0.152821,0.01492632,0.01267253,0.0003322122],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993915,0.002106753,0.00002135359,0.002602379,0.00007509889,0.0006139253,0.000002882121,0.00002552047,0.0006370431],"genre_scores_gemma":[0.9949038,0.000556794,0.00411737,0.0001404142,0.000003588588,0.00002755491,0.000002381887,0.000005000396,0.0002431122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3264339,"threshold_uncertainty_score":0.2776122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0152548303867954,"score_gpt":0.3122540137037967,"score_spread":0.2969991833170013,"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."}}