{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002383467,0.0001791916,0.002702617,0.0006242587,0.00003532127,0.00000238125,0.0009472152,0.0001147221,0.00001632222],"category_scores_gemma":[0.004144204,0.00008291752,0.000128876,0.002415108,0.0005360049,0.00002138431,0.0002583515,0.0002382985,0.00001245383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004928835,"about_ca_system_score_gemma":0.0001076582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008096967,"about_ca_topic_score_gemma":0.000008153101,"domain_scores_codex":[0.9975172,0.0006858527,0.001151639,0.0001812814,0.0003225209,0.000141514],"domain_scores_gemma":[0.9929008,0.002836702,0.0004761271,0.003560941,0.0001927353,0.00003265791],"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":[0.000002032909,0.0001789656,0.00005096225,0.7710618,0.0001575742,0.000001084884,0.0001113596,1.754982e-9,4.531846e-7,0.000137903,0.0002458291,0.228052],"study_design_scores_gemma":[0.0001756855,0.0008315303,0.00002744324,0.8876896,0.003906439,0.000001856658,0.0001399668,0.00002401982,2.331518e-7,0.00009343099,0.107064,0.00004583533],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001662991,0.9893469,6.722551e-7,0.004701518,0.00002426982,0.005509619,0.000002704731,0.00001795124,0.0003797731],"genre_scores_gemma":[0.0002620398,0.998661,0.00006027379,0.00003010185,0.000009892062,0.000585156,0.0000482524,0.0000151384,0.0003281078],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2280062,"threshold_uncertainty_score":0.4961298,"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."}}