{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001490664,0.0002923545,0.000814428,0.0004239213,0.00005772696,0.0001267533,0.0001694993,0.0002145782,0.0001367527],"category_scores_gemma":[0.0007008068,0.0002565294,0.000138237,0.0003735239,0.0002125113,0.0002671389,0.0002471384,0.0006019766,0.0003024452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006952495,"about_ca_system_score_gemma":0.00004451605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007952344,"about_ca_topic_score_gemma":0.0000369417,"domain_scores_codex":[0.9969057,0.0001889926,0.0006312603,0.0007563303,0.0004555002,0.001062244],"domain_scores_gemma":[0.9980242,0.0009159732,0.0001161807,0.0006072519,0.00004200872,0.0002943581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001749517,0.0008191409,0.9371232,0.0002187027,0.0001809054,0.00003302818,0.0001320226,0.00000212409,0.005802774,0.001616712,0.000279872,0.05361654],"study_design_scores_gemma":[0.003230819,0.002128068,0.9840348,0.0004209784,0.00009034971,4.047986e-7,0.0001508251,0.001689854,0.001457433,0.001057959,0.005379401,0.0003590633],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853821,0.003144427,8.163921e-7,0.003182549,0.0002878995,0.000876075,0.000003604204,0.0001278051,0.006994662],"genre_scores_gemma":[0.9973074,0.0006103228,0.000191206,0.000399052,0.0004246425,0.0000186338,0.00002868573,0.00006348181,0.0009566022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05325748,"threshold_uncertainty_score":0.9999887,"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."}}