{"id":"W4381376359","doi":"10.2337/db23-902-p","title":"902-P: Patient Experience and Clinical Outcomes in Pregnant Patients with Type 1 Diabetes Using Open-Source Automated Insulin Dosing Systems","year":2023,"lang":"en","type":"article","venue":"Diabetes","topic":"Diabetes Management and Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Glycemic; Medicine; Pregnancy; Type 1 diabetes; Hypoglycemia; Dosing; Diabetes mellitus; Insulin; Type 2 diabetes; Insulin delivery; Gestational diabetes; Intensive care medicine; Obstetrics; Internal medicine; Endocrinology; Gestation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00179077,0.0001287592,0.0003018881,0.0004179341,0.0007343748,0.001102455,0.0002700386,0.0004954927,0.006412818],"category_scores_gemma":[0.01252604,0.000209144,0.0005025716,0.0005378685,0.0003150663,0.0009349732,0.001084846,0.000995837,0.0007518525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006372581,"about_ca_system_score_gemma":0.0007393158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004232166,"about_ca_topic_score_gemma":0.003347141,"domain_scores_codex":[0.9988525,0.0005213862,0.0001477526,0.00009880932,0.0001855387,0.000193988],"domain_scores_gemma":[0.9935261,0.002389763,0.001656112,0.0001303486,0.000731294,0.001566301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003489765,0.0003671311,0.9574102,0.0001180859,0.00005922195,0.0005216851,0.008926018,0.0001323802,0.0002461184,0.000112374,0.004299467,0.02745831],"study_design_scores_gemma":[0.00004186862,0.00115312,0.9648662,0.0002043541,0.00005159012,0.001363523,0.02571196,0.0007042162,0.0002530873,0.0001913832,0.00539252,0.00006620988],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941428,0.0002372149,0.0001166041,0.0009699282,0.00002489242,0.00004854277,0.0007782392,0.00001588853,0.003665833],"genre_scores_gemma":[0.9977911,0.0003511279,0.0002913339,0.0003231252,0.00002086391,0.00007156342,0.0004254754,0.000008971386,0.0007164908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006412818,"threshold_uncertainty_score":0.02145296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04676286267469407,"score_gpt":0.3511514967061364,"score_spread":0.3043886340314423,"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."}}