{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001271723,0.0002426711,0.0001689483,0.0004414513,0.0002586039,0.0006123518,0.0004342156,0.0001964941,0.002284158],"category_scores_gemma":[0.004550187,0.00008852778,0.000216018,0.0006858864,0.0002750742,0.0002586497,0.0006471737,0.0004815648,0.0004315015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005526983,"about_ca_system_score_gemma":0.0008362844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001054051,"about_ca_topic_score_gemma":0.0009178555,"domain_scores_codex":[0.9992433,0.0002924998,0.00008400063,0.00008258237,0.0002410134,0.00005673947],"domain_scores_gemma":[0.9973177,0.000880943,0.001177221,0.0002397113,0.0001690531,0.0002152816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002735055,0.0005901559,0.5283764,0.0007171694,0.0001466444,0.002515501,0.0005003466,0.0008197752,0.004003009,0.0008102373,0.003355465,0.4554302],"study_design_scores_gemma":[0.0009791835,0.008279115,0.8619155,0.001937769,0.0004421109,0.04084039,0.001499618,0.01072327,0.01430663,0.002348099,0.05665208,0.00007634275],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9646763,0.0129802,0.008281174,0.000883377,0.0001567079,0.0003047469,0.001236971,0.000232767,0.01124761],"genre_scores_gemma":[0.9913155,0.003708932,0.003499723,0.0001890028,0.00006081429,0.0001337603,0.0004763389,0.00001926788,0.0005965524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002284158,"threshold_uncertainty_score":0.007641315,"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."}}