{"id":"W3200345800","doi":"10.1016/j.jcjd.2021.07.003","title":"Blood Glucose Monitoring in Adults and Children with Diabetes: Update 2021","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Diabetes","topic":"Diabetes Management and Research","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Glycemic; Scopus; Diabetes mellitus; Family medicine; Diabetes management; MEDLINE; Population; Type 2 diabetes; Environmental health; Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003282488,0.0001509275,0.0003706016,0.0005027003,0.000076818,0.000103249,0.0001261156,0.00006579045,0.0001558416],"category_scores_gemma":[0.0001800025,0.0001223534,0.00006276369,0.0004749722,0.0001135972,0.000244012,0.00002975074,0.0003880346,0.000007497437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006750225,"about_ca_system_score_gemma":0.0006289498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000587332,"about_ca_topic_score_gemma":0.00166328,"domain_scores_codex":[0.9986091,0.00005457751,0.0002888448,0.0001944928,0.0002571292,0.0005958515],"domain_scores_gemma":[0.9986297,0.00004798274,0.00009538405,0.0001878581,0.0002426587,0.0007963555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006005549,0.00005141858,0.9769946,0.00009464678,0.0003074064,0.0002493228,0.0001044375,0.000006832121,0.0003290166,0.00001644194,0.0001748631,0.02166497],"study_design_scores_gemma":[0.003146059,0.0004097154,0.9854487,0.001838328,0.0001815595,0.000005341414,0.0002024699,0.00002823525,0.007910116,0.00009670427,0.0005723023,0.0001604914],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866523,0.01088858,4.427071e-7,0.001640286,0.000125103,0.0001429998,0.000008545007,0.000003394577,0.0005383117],"genre_scores_gemma":[0.9987625,0.0001451268,0.0003521206,0.0001583821,0.0003188323,0.000003944229,0.00001141268,0.00002574759,0.0002219239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02150448,"threshold_uncertainty_score":0.4989426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006941084974630931,"score_gpt":0.2203842273813589,"score_spread":0.213443142406728,"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."}}