{"id":"W4388002680","doi":"10.1016/j.pcd.2023.10.008","title":"Time in uncontrolled hyperglycemia before insulin initiation in people living with type 2 diabetes: A systematic literature review","year":2023,"lang":"en","type":"review","venue":"Primary care diabetes","topic":"Diabetes Management and Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Manchester Biomedical Research Centre; NIHR Imperial Biomedical Research Centre; Department of Health and Social Care; Novo Nordisk; National Institute for Health and Care Research","keywords":"Medicine; Diabetes mellitus; Type 2 diabetes; Insulin; MEDLINE; Systematic review; Endocrinology; Internal medicine; Intensive care medicine; Biochemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001624756,0.0008052054,0.005801735,0.001634802,0.00005696133,0.0001361233,0.0004669995,0.0004711926,0.00009746334],"category_scores_gemma":[0.001492464,0.0005424366,0.000497465,0.005067228,0.00006420817,0.0002635128,0.0003205148,0.001197238,0.0004347579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001109818,"about_ca_system_score_gemma":0.0007669671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001253275,"about_ca_topic_score_gemma":0.00006389665,"domain_scores_codex":[0.9950525,0.0008147289,0.001486765,0.0008318298,0.0008564611,0.0009577356],"domain_scores_gemma":[0.9968315,0.001214867,0.0005326719,0.0008567831,0.0003894715,0.0001746957],"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":[0.00001210991,0.00009580797,0.003771384,0.9353769,0.0004223709,0.00009468788,0.0003678372,7.552135e-7,6.063758e-7,0.00000208573,0.0003763236,0.05947915],"study_design_scores_gemma":[0.001163758,0.00046445,0.001628553,0.9837392,0.001967653,0.000001536988,0.00005163195,0.00005516886,1.295731e-7,0.000004872722,0.01041432,0.0005087006],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002591612,0.986859,4.990953e-8,0.00005813616,0.0001470097,0.008076102,0.00005249148,0.0001674223,0.002048223],"genre_scores_gemma":[0.0001808711,0.9913912,0.00004017958,0.0004832481,0.000172458,0.002125517,0.00341712,0.0002133393,0.001976103],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05897046,"threshold_uncertainty_score":0.9997027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01470557563227457,"score_gpt":0.2829810908558191,"score_spread":0.2682755152235445,"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."}}