{"id":"W4206353581","doi":"10.1136/bmjdrc-2021-002590","title":"Flash glucose monitoring in type 2 diabetes managed with basal insulin in the USA: a retrospective real-world chart review study and meta-analysis","year":2022,"lang":"en","type":"review","venue":"BMJ Open Diabetes Research & Care","topic":"Diabetes Management and Research","field":"Medicine","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Abbott Diabetes Care; Thomas Jefferson University","keywords":"Medicine; Diabetes mellitus; Type 2 diabetes; Meta-analysis; Basal insulin; Flash (photography); Chart; Basal (medicine); Insulin; Intensive care medicine; Internal medicine; Endocrinology; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0159632,0.001081771,0.0057331,0.004312709,0.0005091364,0.002948009,0.001176519,0.00111871,0.001369505],"category_scores_gemma":[0.03103992,0.0008987264,0.01635667,0.00850767,0.0005315031,0.0009394559,0.0007257852,0.0008486822,0.0001161575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001504833,"about_ca_system_score_gemma":0.001659496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00947251,"about_ca_topic_score_gemma":0.01471424,"domain_scores_codex":[0.9849283,0.006951085,0.003745031,0.002334204,0.001695509,0.0003458546],"domain_scores_gemma":[0.9631934,0.02131,0.01047586,0.002293528,0.00241964,0.0003075723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00358355,0.00005077654,0.2370576,0.0520837,0.6925766,0.0001873866,0.0001156567,0.0005824475,0.000279686,0.0001266969,0.00106605,0.01228986],"study_design_scores_gemma":[0.001076023,0.0003686415,0.2090627,0.007992148,0.7777575,0.0003868565,0.0001009161,0.0004738373,0.000207976,0.0002342242,0.002280812,0.00005820902],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1115674,0.8812148,0.001267827,0.0004066872,0.0001713763,0.0002848521,0.004366364,0.00003810185,0.000682495],"genre_scores_gemma":[0.8692946,0.1243495,0.002079598,0.0008112129,0.0001973559,0.0004763356,0.002629513,0.0000264191,0.0001355117],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0159632,"threshold_uncertainty_score":0.08442247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3367126620182757,"score_gpt":0.5229173052155535,"score_spread":0.1862046431972778,"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."}}