{"id":"W2790241231","doi":"10.1007/s11892-018-0973-9","title":"Emerging Technologies for the Management of Type 1 Diabetes in Pregnancy","year":2018,"lang":"en","type":"review","venue":"Current Diabetes Reports","topic":"Diabetes Management and Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"University of East Anglia; National Institute for Health and Care Research","keywords":"Medicine; Pregnancy; Type 1 diabetes; Insulin; Diabetes mellitus; Insulin delivery; Artificial pancreas; Type 2 diabetes; Insulin pump; Diabetes management; Diabetes in pregnancy; Intensive care medicine; Internal medicine; Endocrinology; Gestation; Gestational diabetes","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009697984,0.0004980375,0.001771881,0.0006773814,0.00008928672,0.00004223482,0.0004778267,0.0002290147,0.0000404578],"category_scores_gemma":[0.0002599864,0.0003012574,0.0006305562,0.001272508,0.000316666,0.00007411087,0.0006297083,0.0004485201,0.00001666215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001112659,"about_ca_system_score_gemma":0.0001147761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.614056e-7,"about_ca_topic_score_gemma":4.639829e-7,"domain_scores_codex":[0.996497,0.0000506459,0.001300457,0.0007472105,0.0005449606,0.0008596765],"domain_scores_gemma":[0.9972825,0.0002696423,0.0007912681,0.001381784,0.000215591,0.00005922637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002235507,0.0001756934,0.004379391,0.1254101,0.0008226318,0.00002682823,0.000008795568,2.988821e-7,2.730413e-7,0.00006583818,0.002843416,0.8662645],"study_design_scores_gemma":[0.0002081264,0.0001622391,0.0001591038,0.1135911,0.002011848,7.522835e-7,0.0000316635,0.00007632888,0.00001755331,0.0003784496,0.8830894,0.0002733681],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003874826,0.9912769,0.000004784092,0.00006827046,0.001816909,0.005451442,0.00001156807,0.0001394402,0.0008432189],"genre_scores_gemma":[0.0002533637,0.9964259,0.0001916712,0.000003571526,0.0001289141,0.001687387,0.0001965974,0.00008373969,0.001028907],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.880246,"threshold_uncertainty_score":0.999944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08071926758251179,"score_gpt":0.3959551924719818,"score_spread":0.31523592488947,"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."}}