{"id":"W4401825293","doi":"10.1016/s2213-8587(24)00240-7","title":"Closed-loop systems: a bridge to cell therapy for type 1 diabetes?","year":2024,"lang":"en","type":"article","venue":"The Lancet Diabetes & Endocrinology","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Medical Research Council","keywords":"Medicine; Type 2 diabetes; Closed loop; Bridge (graph theory); Diabetes mellitus; MEDLINE; Intensive care medicine; Internal medicine; Endocrinology; Control engineering; Biochemistry","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":[0.002800907,0.0008057514,0.001507882,0.0003499705,0.000375921,0.003111112,0.001326921,0.003814458,0.01383602],"category_scores_gemma":[0.005379669,0.0002465079,0.0008119576,0.0002881385,0.003130154,0.005630051,0.001534884,0.005621716,0.003084925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008659719,"about_ca_system_score_gemma":0.001073463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005490748,"about_ca_topic_score_gemma":0.0003638506,"domain_scores_codex":[0.9991117,0.0002652974,0.00004280527,0.0001807981,0.0002905985,0.0001088494],"domain_scores_gemma":[0.9966479,0.002366298,0.0002010289,0.0001943927,0.0003674942,0.0002229227],"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":[0.001584235,0.0004483603,0.0007108308,0.002585485,0.0002680194,0.0002566158,0.0003897858,0.00566716,0.01015074,0.2525551,0.04721102,0.6781726],"study_design_scores_gemma":[0.0005120733,0.002193755,0.000944186,0.001708798,0.0001654432,0.0004855792,0.0003890105,0.009997107,0.005538269,0.5508732,0.4270411,0.000151541],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01307144,0.4894537,0.2708099,0.1580524,0.02971639,0.00008435606,0.0004221157,0.001205952,0.03718379],"genre_scores_gemma":[0.3533264,0.4445576,0.07039105,0.06315125,0.03271639,0.0003588559,0.0004712449,0.0003518133,0.03467549],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01383602,"threshold_uncertainty_score":0.04628611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0619580491677977,"score_gpt":0.3238697753986138,"score_spread":0.2619117262308161,"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."}}