{"id":"W7135589818","doi":"","title":"Hybrid closed loop systems for managing blood glucose levels in type 1 diabetes","year":2022,"lang":"en","type":"book","venue":"Bristol Research (University of Bristol)","topic":"Diabetes Management and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Type 1 diabetes; Closed loop; Artificial pancreas; Diabetes mellitus; Control theory (sociology)","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":[0.0001714558,0.0004525278,0.0003272491,0.0002165918,0.0001494137,0.0006322451,0.0004523029,0.0005040824,0.01130241],"category_scores_gemma":[0.0003271468,0.0001233508,0.0001832351,0.0002762622,0.0002564085,0.0005770329,0.0004115308,0.0005540274,0.002287806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001990679,"about_ca_system_score_gemma":0.0001126509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009636616,"about_ca_topic_score_gemma":0.001309633,"domain_scores_codex":[0.9999106,0.00001772465,0.000003678905,0.00001245773,0.0000496477,0.000005832823],"domain_scores_gemma":[0.9998608,0.00009133157,0.000005948868,0.000008898182,0.00002768694,0.000005378236],"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":[0.0002829559,0.00006418844,0.00015386,0.0005569914,0.00004200903,0.0001893023,0.0001440936,0.06272937,0.01466728,0.03704632,0.05303064,0.831093],"study_design_scores_gemma":[0.0001286593,0.001077188,0.00163005,0.0003676601,0.00009599025,0.0007485538,0.0001825321,0.4587725,0.01039398,0.09064914,0.4358663,0.00008738261],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.009339756,0.03120698,0.8540422,0.0009964296,0.002601047,0.0000799839,0.0002035091,0.002822001,0.09870812],"genre_scores_gemma":[0.3687775,0.02658286,0.186253,0.001410002,0.001828974,0.0002803868,0.0006464977,0.0004540172,0.4137667],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01130241,"threshold_uncertainty_score":0.03781033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07012910842064195,"score_gpt":0.3044859926675452,"score_spread":0.2343568842469032,"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."}}