{"id":"W3185089927","doi":"10.1126/science.abg4502","title":"Type 1 diabetes glycemic management: Insulin therapy, glucose monitoring, and automation","year":2021,"lang":"en","type":"review","venue":"Science","topic":"Diabetes Management and Research","field":"Medicine","cited_by":106,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Glycemic; Insulin; Insulin delivery; Hypoglycemia; Medicine; Diabetes management; Diabetes mellitus; Type 2 diabetes; Automation; Type 1 diabetes; Intensive care medicine; Endocrinology; Engineering","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":[0.0006957806,0.000202507,0.0005842554,0.000505811,0.0001573308,0.0002000674,0.0003377622,0.00008055555,0.00006886244],"category_scores_gemma":[0.00009508346,0.0001456173,0.00008740083,0.0019088,0.0003367917,0.0001719364,0.0003830934,0.0002245871,0.0001146528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009722785,"about_ca_system_score_gemma":0.0002130204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.596127e-7,"about_ca_topic_score_gemma":4.678675e-8,"domain_scores_codex":[0.9981313,0.00004422795,0.0002338754,0.0005202695,0.0006591733,0.0004111106],"domain_scores_gemma":[0.9991629,0.00004471247,0.00009597421,0.0004356112,0.0001205433,0.000140276],"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":[0.000002745319,0.0000366091,0.0001108814,0.005164527,0.00006095094,0.00001556985,0.00001700691,5.01755e-8,0.00001211874,0.0000989095,0.00009738777,0.9943832],"study_design_scores_gemma":[0.0003012703,0.0001496351,0.0006296121,0.009566274,0.0001744842,0.000001650235,0.00002031932,0.00003868703,0.00004220328,0.00003383077,0.9888756,0.0001664905],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002493235,0.9920233,0.00000123667,0.0000341489,0.0005103337,0.0007347462,0.000001329888,0.00006481502,0.00413681],"genre_scores_gemma":[0.0002557676,0.9961573,0.0004040575,0.00002033074,0.0001471914,0.00004368261,0.00002248621,0.00002086167,0.002928347],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9942167,"threshold_uncertainty_score":0.5938101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06098163003388997,"score_gpt":0.3854857062721012,"score_spread":0.3245040762382112,"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."}}