{"id":"W2054630007","doi":"10.1089/dia.2008.0104","title":"Self-Monitoring of Blood Glucose (SMBG) in Insulin- and Non–Insulin-Using Adults with Diabetes: Consensus Recommendations for Improving SMBG Accuracy, Utilization, and Research","year":2008,"lang":"en","type":"review","venue":"Diabetes Technology & Therapeutics","topic":"Diabetes Management and Research","field":"Medicine","cited_by":120,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Glycemic; Diabetes mellitus; Self-monitoring; Intensive care medicine; Multidisciplinary approach; Insulin; Blood glucose monitoring; Health care; Blood Glucose Self-Monitoring; Continuous glucose monitoring; Endocrinology; Psychology","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":[0.004681378,0.001092541,0.003071692,0.004158258,0.0002835974,0.001141557,0.001915474,0.001879544,0.002102785],"category_scores_gemma":[0.005565888,0.0004057213,0.00124282,0.004614857,0.0006405996,0.001779469,0.0006290115,0.002181429,0.00190693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001063024,"about_ca_system_score_gemma":0.003036537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002878215,"about_ca_topic_score_gemma":0.004671677,"domain_scores_codex":[0.9982263,0.0005154504,0.0003969295,0.0001440822,0.0006627932,0.00005437016],"domain_scores_gemma":[0.9973846,0.001285704,0.0004936524,0.00005951958,0.0006722897,0.0001042095],"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":[0.0000572233,0.0000798431,0.0005160602,0.0271699,0.0001879663,0.000105448,0.00006323624,0.0001762535,0.0004278022,0.001394598,0.03716731,0.9326544],"study_design_scores_gemma":[0.0001776295,0.0002832019,0.009352843,0.05583747,0.001022045,0.00289709,0.0003862431,0.0004664803,0.0009106783,0.004874417,0.9237259,0.00006586314],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001352855,0.9965641,0.0004786847,0.00153635,0.0004051722,0.00003387897,0.00003689457,0.00001500133,0.0007945812],"genre_scores_gemma":[0.0007041018,0.996256,0.002041765,0.0004508209,0.0001533537,0.00004135121,0.00005974659,0.00000226134,0.0002906023],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004681378,"threshold_uncertainty_score":0.0247578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1086852100768472,"score_gpt":0.396790405161939,"score_spread":0.2881051950850917,"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."}}