{"id":"W2968143630","doi":"10.2337/ds18-0094","title":"Single-Hormone Artificial Pancreas Use in Diabetes: Clinical Efficacy and Remaining Challenges","year":2019,"lang":"en","type":"article","venue":"Diabetes Spectrum","topic":"Diabetes Management and Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Montreal Clinical Research Institute","funders":"","keywords":"Medicine; Hypoglycemia; Artificial pancreas; Diabetes mellitus; Insulin; Concomitant; Hormone; Psychological intervention; Intensive care medicine; Clinical trial; Diabetes management; Pancreas; Internal medicine; Bioinformatics; Endocrinology; Type 2 diabetes; Type 1 diabetes; Psychiatry","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":[0.02821386,0.0005934864,0.002535191,0.0008445168,0.0003745008,0.003115348,0.001301649,0.002062424,0.004113141],"category_scores_gemma":[0.02573672,0.0001970285,0.001439053,0.001442727,0.001756967,0.003318691,0.0007553379,0.002548359,0.001122291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009422814,"about_ca_system_score_gemma":0.001758286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006681742,"about_ca_topic_score_gemma":0.001365743,"domain_scores_codex":[0.9922469,0.004029579,0.001413869,0.000430087,0.001595868,0.0002836526],"domain_scores_gemma":[0.9611944,0.02525168,0.005008004,0.00153342,0.005270525,0.001741967],"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":[0.005510601,0.0009136945,0.008273761,0.004079724,0.0003446309,0.0002268389,0.0002047664,0.0003529429,0.001243879,0.001502049,0.007765936,0.9695811],"study_design_scores_gemma":[0.01176135,0.1251027,0.1798386,0.04995779,0.005261564,0.00849975,0.005067365,0.005628578,0.01203842,0.02501614,0.5713188,0.0005088608],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02745338,0.9402379,0.001295894,0.02430748,0.001048797,0.0001037416,0.0002153661,0.00004775074,0.005289708],"genre_scores_gemma":[0.3329482,0.6372687,0.005095141,0.01437382,0.007449331,0.0003137641,0.0005618496,0.00008487483,0.001904265],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02821386,"threshold_uncertainty_score":0.1492109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08760142921968198,"score_gpt":0.3188638037709102,"score_spread":0.2312623745512282,"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."}}