{"id":"W4387345344","doi":"10.1038/s43856-023-00358-x","title":"Utility and precision evidence of technology in the treatment of type 1 diabetes: a systematic review","year":2023,"lang":"en","type":"review","venue":"Communications Medicine","topic":"Diabetes Management and Research","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Population Health Research Institute; University of Manitoba; Université de Sherbrooke; McMaster University; Centre Hospitalier Universitaire Sainte-Justine; Impact; University of Calgary","funders":"Dexcom; National Institutes of Health; Vlaamse regering; KU Leuven; Moonshot Research and Development Program; Sanofi; National Institute of Diabetes and Digestive and Kidney Diseases; Lunds Universitet; Fonds Wetenschappelijk Onderzoek; Novo Nordisk; Pfizer; Insulet Corporation; Leona M. and Harry B. Helmsley Charitable Trust; National Center for Advancing Translational Sciences; Wellcome Trust; Novo Nordisk Fonden; Janssen Pharmaceuticals; McMaster University; Yale University; Bayer; Eli Lilly and Company; AstraZeneca; Bigfoot Biomedical; American Diabetes Association","keywords":"Glycemic; Medicine; Type 2 diabetes; Randomized controlled trial; Hypoglycemia; Systematic review; Scarcity; Intensive care medicine; Confounding; Health care; MEDLINE; Diabetes mellitus; Insulin; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.03078095,0.001990202,0.01286977,0.01313072,0.0008218329,0.005933541,0.00273127,0.003421983,0.004573853],"category_scores_gemma":[0.1780364,0.001555479,0.01264069,0.0119361,0.002050192,0.004478388,0.002802519,0.002852516,0.0003485577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006135995,"about_ca_system_score_gemma":0.01947056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009311481,"about_ca_topic_score_gemma":0.0212272,"domain_scores_codex":[0.9540911,0.02327908,0.01215,0.002102789,0.007690685,0.0006862723],"domain_scores_gemma":[0.8031825,0.1683629,0.01716794,0.002237784,0.008304447,0.0007444544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001497498,0.00001080023,0.0006292717,0.9569264,0.01512818,0.00005502801,0.0001410843,0.0001150859,0.00005560136,0.0003722492,0.0008247579,0.02559182],"study_design_scores_gemma":[0.0001731542,0.00009789092,0.001556322,0.931774,0.0581458,0.0001404136,0.0001169792,0.0000848549,0.00007178271,0.000549632,0.007264389,0.00002478797],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004015931,0.9981256,0.0002107252,0.0004181858,0.0001610135,0.0002216225,0.0001872556,0.00000688453,0.000267125],"genre_scores_gemma":[0.01904972,0.9778922,0.001119561,0.001006961,0.0001670428,0.0005248277,0.0001628415,0.000008590227,0.00006818744],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03078095,"threshold_uncertainty_score":0.1627871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3661386885342641,"score_gpt":0.5108114450384094,"score_spread":0.1446727565041453,"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."}}