{"id":"W2080500932","doi":"10.1089/dia.2009.0031","title":"Can We Really Close the Loop and How Soon? Accelerating the Availability of an Artificial Pancreas: A Roadmap to Better Diabetes Outcomes","year":2009,"lang":"en","type":"article","venue":"Diabetes Technology & Therapeutics","topic":"Diabetes Management and Research","field":"Medicine","cited_by":124,"is_retracted":false,"has_abstract":true,"ca_institutions":"Juvenile Diabetes Research Foundation","funders":"","keywords":"Artificial pancreas; Glycemic; Medicine; Insulin delivery; Closed loop; Commercialization; Diabetes mellitus; Diabetes management; Continuous glucose monitoring; Insulin pump; Blood Glucose Self-Monitoring; Intensive care medicine; Risk analysis (engineering); Type 1 diabetes; Type 2 diabetes; Engineering; Control engineering; Endocrinology","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":[0.004425066,0.0005264236,0.0007600844,0.0005937331,0.0008231068,0.003853359,0.001006199,0.003482641,0.009118616],"category_scores_gemma":[0.01041433,0.0002347306,0.0006923493,0.0006243646,0.002498024,0.01021865,0.001595075,0.003711249,0.002313339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007042121,"about_ca_system_score_gemma":0.002485573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006487098,"about_ca_topic_score_gemma":0.0008607239,"domain_scores_codex":[0.9981838,0.0008318046,0.0001091782,0.0002042323,0.000478786,0.0001920619],"domain_scores_gemma":[0.9949968,0.002627854,0.0005615987,0.0002193744,0.0009024597,0.0006918841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0009021853,0.0006276347,0.003293622,0.003306387,0.0001000477,0.0004585987,0.0009096038,0.00100942,0.006327332,0.03672207,0.0366675,0.9096756],"study_design_scores_gemma":[0.0004474214,0.004281413,0.005735217,0.003337661,0.0003292113,0.003744996,0.006848297,0.002418904,0.0147699,0.1756218,0.7821729,0.0002922963],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.03427216,0.4039408,0.1245326,0.3809859,0.01242641,0.0003651798,0.0001842628,0.0008774748,0.04241531],"genre_scores_gemma":[0.2974828,0.4448052,0.1319847,0.08927519,0.007215585,0.0005360868,0.0002749007,0.0003860576,0.02803948],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009118616,"threshold_uncertainty_score":0.03050482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03265919922549365,"score_gpt":0.3002171560550619,"score_spread":0.2675579568295683,"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."}}