Using natural language processing to measure and improve quality of diabetes care: a systematic review
A Turchin, LF Florez Builes - Journal of Diabetes Science …, 2021 - journals.sagepub.com
Background: Real-world evidence research plays an increasingly important role in diabetes
care. However, a large fraction of real-world data are “locked” in narrative format. Natural …
care. However, a large fraction of real-world data are “locked” in narrative format. Natural …
Continuous glucose monitoring in persons with type 2 diabetes not using insulin
Introduction CGM is an evidence-based intervention to improve glycemic control in persons
with T1D and T2D using insulin. Use of CGM in persons with T2D not using insulin is not …
with T1D and T2D using insulin. Use of CGM in persons with T2D not using insulin is not …
[HTML][HTML] Comparison of BERT implementations for natural language processing of narrative medical documents
Abstract Background and objectives Bidirectional Encoder Representations from
Transformers (BERT) word embedding models have been successfully used for many …
Transformers (BERT) word embedding models have been successfully used for many …
Assessment of sex disparities in nonacceptance of statin therapy and low-density lipoprotein cholesterol levels among patients at high cardiovascular risk
CJ Brown, LS Chang, N Hosomura… - JAMA Network …, 2023 - jamanetwork.com
Importance Many patients at high cardiovascular risk—women more commonly than men—
are not receiving statins. Anecdotally, it is common for patients to not accept statin therapy …
are not receiving statins. Anecdotally, it is common for patients to not accept statin therapy …
Which aspect of patient–provider relationship affects acceptance and adherence of insulin therapy in type 2 diabetes mellitus? A qualitative study in primary care
BK Mathew, JG De Roza, C Liu, LJ Goh… - … syndrome and obesity …, 2022 - Taylor & Francis
Purpose In type 2 diabetes mellitus (T2DM), insulin therapy is often recommended to
achieve the optimal control of disease, thereby preventing the onset and progression of …
achieve the optimal control of disease, thereby preventing the onset and progression of …
Impact of patients' beliefs about insulin on acceptance and adherence to insulin therapy: a qualitative study in primary care
C Liu, J De Roza, CW Ooi, BK Mathew, Elya… - BMC Primary Care, 2022 - Springer
Background Insulin therapy forms a cornerstone of pharmacological management of
diabetes mellitus (DM). However, there remains a lack of acceptance and adherence to …
diabetes mellitus (DM). However, there remains a lack of acceptance and adherence to …
The Role of Ultra-Rapid-Acting Insulin Analogs in Diabetes: An Expert Consensus
F Giorgino, T Battelino, RM Bergenstal… - Journal of Diabetes …, 2023 - journals.sagepub.com
Ultra-rapid-acting insulin analogs (URAA) are a further development and refinement of rapid-
acting insulin analogs. Because of their adapted formulation, URAA provide an even faster …
acting insulin analogs. Because of their adapted formulation, URAA provide an even faster …
A tailored cognitive-behavioural intervention produces comparable reductions in regimen-related distress in adults with type 2 diabetes regardless of insulin use: 12 …
LD Lutes, DM Cummings, K Littlewood, MT Le… - Canadian Journal of …, 2020 - Elsevier
Objectives Our aim in this study was to determine whether a cognitive-behavioural therapy
plus small changes lifestyle intervention can produce comparable improvements in insulin …
plus small changes lifestyle intervention can produce comparable improvements in insulin …
Impact of possible errors in natural language processing-derived data on downstream epidemiologic analysis
Objective To assess the impact of potential errors in natural language processing (NLP) on
the results of epidemiologic studies. Materials and Methods We utilized data from three …
the results of epidemiologic studies. Materials and Methods We utilized data from three …
Reasons for discontinuing insulin and factors associated with insulin discontinuation in patients with type 2 diabetes mellitus: a real-world evidence study
J Wu, F Morrison, Z Zhao, G Haynes, X He… - Clinical Diabetes and …, 2021 - Springer
Background Evidence suggests that insulin therapy of patients with type 2 diabetes mellitus
(T2DM) is frequently discontinued. However, the reasons for discontinuing insulin and …
(T2DM) is frequently discontinued. However, the reasons for discontinuing insulin and …