Sense and Learn: Recent Advances in Wearable Sensing and Machine Learning for Blood Glucose Monitoring and Trend-Detection

A machine learning-based on-demand sweat glucose reporting platform

(2022) Devangsingh Sankhala et al.   Scientific Reports

Non-Invasive Classification of Blood Glucose Level for Early Detection Diabetes Based on Photoplethysmography Signal

(2022) Ernia Susana et al.   Information (Switzerland)

Smartphone-Addressable 3D-Printed Electrochemical Ring for Nonenzymatic Self-Monitoring of Glucose in Human Sweat

(2021) Vassiliki Katseli et al.   ANALYTICAL CHEMISTRY

Continuous glucose monitoring systems - current status and future perspectives of the flagship technologies in biosensor research –

(2021) Inyoung Lee et al.   BIOSENSORS & BIOELECTRONICS

The comparative effects of intensive glucose lowering in diabetes patients aged below or above 65 years: Results from the ADVANCE trial

(2021) Toshiaki Ohkuma et al.   DIABETES OBESITY & METABOLISM

Bioconjugated nanoflower for estimation of glucose from saliva using nanozymes

(2021) Pravin Shende et al.   MATERIALS TECHNOLOGY

Forecasting of Glucose Levels and Hypoglycemic Events: Head-to-Head Comparison of Linear and Nonlinear Data-Driven Algorithms Based on Continuous Glucose Monitoring Data Only

(2021) Francesco Prendin et al.   SENSORS

Application of Broadband Microwave Near-Field Sensors for Glucose Monitoring in Biological Media

(2021) Andrey S. Zapasnoy et al.   Applied Sciences-Basel

Hypoglycaemia detection and prediction techniques: A systematic review on the latest developments

(2021) Omar Diouri et al.   DIABETES-METABOLISM RESEARCH AND REVIEWS

Effect of flash glucose monitoring in adults with type 1 diabetes: a nationwide, longitudinal observational study of 14,372 flash users compared with 7691 glucose sensor naive controls

(2021) David Nathanson et al.   DIABETOLOGIA

Hyper-sensitive microwave sensor based on split ring resonator (SRR) for glucose measurement in water

(2021) Mohamed Amine Zidane et al.   SENSORS AND ACTUATORS A-PHYSICAL

Touch-Based Fingertip Blood-Free Reliable Glucose Monitoring: Personalized Data Processing for Predicting Blood Glucose Concentrations

(2021) Juliane R. Sempionatto et al.   ACS Sensors

A Novel Luminescent “Nanochip” as a Tandem Catalytic System for Chemiluminescent Detection of Sweat Glucose

(2021) Ya Gao et al.   ANALYTICAL CHEMISTRY

A Personalized Blood Glucose Level Prediction Model With a Fine-tuning Strategy: A Proof-of-Concept Study

(2021) Wonju Seo et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Non-invasive Monitoring of Three Glucose Ranges Based On ECG By Using DBSCAN-CNN

(2021) Jingzhen Li et al.   IEEE Journal of Biomedical and Health Informatics

An Electromagnetic Band Gap-Based Complementary Split Ring Resonator Loaded Patch Antenna for Glucose Level Measurement

(2021) Saurabh Raj et al.   IEEE SENSORS JOURNAL

Interpretable filter based convolutional neural network (IF-CNN) for glucose prediction and classification using PD-SS algorithm

(2021) R. Kamalraj et al.   MEASUREMENT

90% Accuracy for Photoplethysmography-Based Non-Invasive Blood Glucose Prediction by Deep Learning with Cohort Arrangement and Quarterly Measured HbA1c

(2021) Justin Chu et al.   SENSORS

Plasmonic contact lens materials for glucose sensing in human tears

(2021) Won-Chul Lee et al.   SENSORS AND ACTUATORS B-CHEMICAL

Wearable Bifocal Contact Lens for Continual Glucose Monitoring Integrated with Smartphone Readers

(2021) Mohamed Elsherif et al.   Small

Unstimulated Parotid Saliva Is a Better Method for Blood Glucose Prediction

(2021) Yangyang Cui et al.   Applied Sciences-Basel

IoT and Cloud Computing in Health-Care: A New Wearable Device and Cloud-Based Deep Learning Algorithm for Monitoring of Diabetes

(2021) Ahmed R. Nasser et al.   Electronics

Evaluation of a Continuous Blood Glucose Monitor: A Novel and Non-Invasive Wearable Using Bioimpedance Technology

(2021) Farid Sanai et al.   Journal of diabetes science and technology

Precision Medicine and Artificial Intelligence: A Pilot Study on Deep Learning for Hypoglycemic Events Detection based on ECG

(2020) Mihaela Porumb et al.   Scientific Reports

Associations Between Colonic Motor Patterns and Autonomic Nervous System Activity Assessed by High-Resolution Manometry and Concurrent Heart Rate Variability

(2020) Yuhong Yuan et al.   Frontiers in Neuroscience

Influence of Reaction Time in the Emotional Response of a Companion Robot to a Child’s Aggressive Interaction

(2020) Ahmad Yaser Alhaddad et al.   International Journal of Social Robotics

Improving blood glucose level predictability using machine learning

(2020) Yonit Marcus et al.   DIABETES-METABOLISM RESEARCH AND REVIEWS

Prediction of Nocturnal Hypoglycemia in Adults with Type 1 Diabetes under Multiple Daily Injections Using Continuous Glucose Monitoring and Physical Activity Monitor

(2020) Arthur Bertachi et al.   SENSORS

A Wearable Cellulose Acetate-Coated Mouthguard Biosensor for In Vivo Salivary Glucose Measurement

(2020) Takahiro Arakawa et al.   ANALYTICAL CHEMISTRY

P1183EFFECT OF DECREASE IN GLUCOSE GRADIENT ON CHANGE IN INTRAPERITONEAL VOLUME USING SEGMENTAL BIOIMPEDANCE DURING PET

(2020) Fansan Zhu et al.   NEPHROLOGY DIALYSIS TRANSPLANTATION

Association between tear and blood glucose concentrations: random intercept model adjusted with confounders in tear samples negative for occult blood

(2020) Masakazu Aihara et al.   Journal of Diabetes Investigation

Noninvasive, wearable, and tunable electromagnetic multisensing system for continuous glucose monitoring, mimicking vasculature anatomy

(2020) Jessica Hanna et al.   Science Advances

Development of a Ratiometric Fluorescent Glucose Sensor Using an Oxygen-Sensing Membrane Immobilized with Glucose Oxidase for the Detection of Glucose in Tears

(2020) Hong Dinh Duong et al.   Biosensors-Basel

Nocturnal low glucose detection in healthy elderly from one-lead ECG using convolutional denoising autoencoders

(2020) Mihaela Porumb et al.   Biomedical Signal Processing and Control

Subtypes of Type 2 Diabetes Determined From Clinical Parameters

(2020) Emma Ahlqvist et al.   DIABETES

Parkinson’s Disease Tremor Detection in the Wild Using Wearable Accelerometers

(2020) Rubén San-Segundo et al.   SENSORS

Interpretability in healthcare: A comparative study of local machine learning interpretability techniques

(2020) Radwa ElShawi et al.   COMPUTATIONAL INTELLIGENCE

9. Pharmacologic Approaches to Glycemic Treatment: Standards of Medical Care in Diabetes—2021

(2020)   DIABETES CARE

6. Glycemic Targets: Standards of Medical Care in Diabetes—2021

(2020)   DIABETES CARE

2. Classification and Diagnosis of Diabetes: Standards of Medical Care in Diabetes—2021

(2020)   DIABETES CARE

7. Diabetes Technology: Standards of Medical Care in Diabetes—2021

(2020)   DIABETES CARE

A nonenzymatic electrochemical glucose sensor based on molecularly imprinted polymer and its application in measuring saliva glucose

(2019) Alassane Diouf et al.   Materials Science & Engineering C-Materials for Biological Applications

Noninvasive Electromagnetic Wave Sensing of Glucose

(2019) Ruochong Zhang et al.   SENSORS

Early Detection of Hypoglycemia in Type 1 Diabetes Using Heart Rate Variability Measured by a Wearable Device

(2019) Marleen Olde Bekkink et al.   DIABETES CARE

Noninvasive Diabetes Monitoring through Continuous Analysis of Sweat Using Flow-Through Glucose Biosensor

(2019) Elena V. Karpova et al.   ANALYTICAL CHEMISTRY

Fully Stretchable Capillary Microfluidics-Integrated Nanoporous Gold Electrochemical Sensor for Wearable Continuous Glucose Monitoring

(2019) Chan Wool Bae et al.   ACS Applied Materials & Interfaces

A wearable, cotton thread/paper-based microfluidic device coupled with smartphone for sweat glucose sensing

(2019) Gang Xiao et al.   CELLULOSE

Electrocatalytic oxidation of glucose on bronze for monitoring of saliva glucose using a smart toothbrush

(2019) Jian Chen et al.   SENSORS AND ACTUATORS B-CHEMICAL

Wearable sweat monitoring system with integrated micro-supercapacitors

(2019) Yao Lu et al.   Nano Energy

Predicting Nocturnal Hypoglycemia with Measures of Physical Activity Intensity in Adolescent Athletes with Type 1 Diabetes

(2019) Jason R. Jaggers et al.   Diabetes Technology & Therapeutics

A non-enzymatic glucose sensor enabled by bioelectronic pH control

(2019) Xenofon Strakosas et al.   Scientific Reports

A Fully Integrated and Self-Powered Smartwatch for Continuous Sweat Glucose Monitoring

(2019) Jiangqi Zhao et al.   ACS Sensors

Cardiac autonomic regulation and PR interval determination for enhanced atrial fibrillation risk prediction after cardiac surgery

(2019) Jurij M. Kališnik et al.   INTERNATIONAL JOURNAL OF CARDIOLOGY

Utility of Big Data in Predicting Short-Term Blood Glucose Levels in Type 1 Diabetes Mellitus Through Machine Learning Techniques

(2019) Ignacio Rodríguez-Rodríguez et al.   SENSORS

Development of a Deep Learning Model for Dynamic Forecasting of Blood Glucose Level for Type 2 Diabetes Mellitus: Secondary Analysis of a Randomized Controlled Trial

(2019) Syed Hasib Akhter Faruqui et al.   JMIR mHealth and uHealth

Glycemic-aware metrics and oversampling techniques for predicting blood glucose levels using machine learning

(2019) Michael Mayo et al.   PLoS One

Predicting long-term type 2 diabetes with support vector machine using oral glucose tolerance test

(2019) Hasan T. Abbas et al.   PLoS One

Diabetes Care in Motion: Blood Glucose Estimation Using Wearable Devices

(2019) Chih-Wei Tsai et al.   IEEE Consumer Electronics Magazine

Wearable Contact Lens Biosensors for Continuous Glucose Monitoring Using Smartphones

(2018) Mohamed Elsherif et al.   ACS Nano

Heart Rate Variability as predictive factor for Sudden Cardiac Death

(2018) Francesco Sessa et al.   Aging-US

Systemic inflammation mediates the detrimental effects of obesity on asthma control

(2018) Xin Zhang et al.   ALLERGY AND ASTHMA PROCEEDINGS

Accurate prediction of continuous blood glucose based on support vector regression and differential evolution algorithm

(2018) Takoua Hamdi et al.   Biocybernetics and Biomedical Engineering

Continuous blood glucose level prediction of Type 1 Diabetes based on Artificial Neural Network

(2018) Jaouher Ben Ali et al.   Biocybernetics and Biomedical Engineering

NON-INVASIVE BLOOD GLUCOSE ANALYSIS BASED ON GALVANIC SKIN RESPONSE FOR DIABETIC PATIENTS

(2018) U. Snekhalatha et al.   Biomedical Engineering - Applications, Basis and Communications

A wearable electrochemical glucose sensor based on simple and low-cost fabrication supported micro-patterned reduced graphene oxide nanocomposite electrode on flexible substrate

(2018) Xing Xuan et al.   BIOSENSORS & BIOELECTRONICS

The usefulness and actual use of wearable devices among the elderly population

(2018) Shwetambara Kekade et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Lower objectively measured physical activity is linked with perceived risk of hypoglycemia in type 1 diabetes

(2018) Amena Keshawarz et al.   JOURNAL OF DIABETES AND ITS COMPLICATIONS

Wearable non-invasive epidermal glucose sensors: A review

(2018) Jayoung Kim et al.   TALANTA

Glucose-independent segmental phase angles from multi-frequency bioimpedance analysis to discriminate diabetes mellitus

(2018) Min-Ho Jun et al.   Scientific Reports

Prediction of Adverse Glycemic Events from Continuous Glucose Monitoring Signal

(2018) Matteo Gadaleta et al.   IEEE Journal of Biomedical and Health Informatics

An ARIMA Model with Adaptive Orders for Predicting Blood Glucose Concentrations and Hypoglycemia

(2018) Jun Yang et al.   IEEE Journal of Biomedical and Health Informatics

Novel subgroups of adult-onset diabetes and their association with outcomes: a data-driven cluster analysis of six variables

(2018) Emma Ahlqvist et al.   Lancet Diabetes & Endocrinology

Nonenzymatic Wearable Sensor for Electrochemical Analysis of Perspiration Glucose

(2018) Xiaofei Zhu et al.   ACS Sensors

Soft, smart contact lenses with integrations of wireless circuits, glucose sensors, and displays

(2018) Jihun Park et al.   Science Advances

Wearable Devices for Precision Medicine and Health State Monitoring

(2018) In Cheol Jeong et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

OUP accepted manuscript

(2018)   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Wearables and the medical revolution

(2018) Jessilyn Dunn et al.   Personalized Medicine

Evaluation of Hypoglycaemia with Non-Invasive Sensors in People with Type 1 Diabetes and Impaired Awareness of Hypoglycaemia

(2018) Ole Elvebakk et al.   Scientific Reports

An Approach for Noninvasive Blood Glucose Monitoring Based on Bioimpedance Difference Considering Blood Volume Pulsation

(2018)   IEEE Access

Multifunctional Wearable System that Integrates Sweat-Based Sensing and Vital-Sign Monitoring to Estimate Pre-/Post-Exercise Glucose Levels

(2018) Yongseok Joseph Hong et al.   ADVANCED FUNCTIONAL MATERIALS

Non-invasive prediction of blood glucose trends during hypoglycemia

(2018) Christian Tronstad et al.   ANALYTICA CHIMICA ACTA

Clinical Evidence for Use of a Noninvasive Biosensor for Tear Glucose as an Alternative to Painful Finger-Prick for Diabetes Management Utilizing a Biopolymer Coating

(2018) Alicja E. Kownacka et al.   BIOMACROMOLECULES

TASM: technocrat ARIMA and SVR model for workload prediction of web applications in cloud

(2018) Parminder Singh et al.   Cluster Computing-The Journal of Networks Software Tools and Applications

Heart Rate Variability as a Predictor of Rapid Renal Function Deterioration in Chronic Kidney Disease Patients

(2018) Yu-Hsiang Chou et al.   NEPHROLOGY

SARCOPENIA AND CARDIOVASCULAR RISK INDICES IN PATIENTS WITH CHRONIC KIDNEY DISEASE ON CONSERVATIVE AND REPLACEMENT THERAPY

(2018) Silvia Lai et al.   NUTRITION

Printed Organic Transistor‐Based Enzyme Sensor for Continuous Glucose Monitoring in Wearable Healthcare Applications

(2018) Taisei Mano et al.   ChemElectroChem

A Survey of Wearable Devices and Challenges

(2017) Suranga Seneviratne et al.   IEEE Communications Surveys and Tutorials

Impedance Spectroscopy of Aqueous Solution Samples of Different Glucose Concentrations for the Exploration of Non-Invasive-Continuous-Blood-Glucose-Monitoring

(2017) Satish et al.   MAPAN-Journal of Metrology Society of India

Non-invasive blood glucose detection system based on conservation of energy method

(2017) Yang Zhang et al.   PHYSIOLOGICAL MEASUREMENT

Detection of atrial fibrillation episodes using a wristband device

(2017) Valentina D A Corino et al.   PHYSIOLOGICAL MEASUREMENT

A Lab-on-a-Chip-Based Non-Invasive Optical Sensor for Measuring Glucose in Saliva

(2017) Dong Jung et al.   SENSORS

A Comprehensive Analysis on Wearable Acceleration Sensors in Human Activity Recognition

(2017) Majid Janidarmian et al.   SENSORS

Glucose Sensing for Diabetes Monitoring: Recent Developments

(2017) Danielle Bruen et al.   SENSORS

Wearable smart sensor systems integrated on soft contact lenses for wireless ocular diagnostics

(2017) Joohee Kim et al.   Nature Communications

Personalized glucose forecasting for type 2 diabetes using data assimilation

(2017) David J. Albers et al.   PLoS Computational Biology

Evaluation of commonly used tear sampling methods and their relevance in subsequent biochemical analysis

(2017) Aniko Rentka et al.   ANNALS OF CLINICAL BIOCHEMISTRY

Wearable/disposable sweat-based glucose monitoring device with multistage transdermal drug delivery module

(2017) Hyunjae Lee et al.   Science Advances

A Glucose Sensing System Based on Transmission Measurements at Millimetre Waves using Micro strip Patch Antennas

(2017) Shimul Saha et al.   Scientific Reports

Mouthguard biosensor with telemetry system for monitoring of saliva glucose: A novel cavitas sensor

(2016) Takahiro Arakawa et al.   BIOSENSORS & BIOELECTRONICS

Self-monitoring of tear glucose: the development of a tear based glucose sensor as an alternative to self-monitoring of blood glucose

(2016) Jeffrey T. La Belle et al.   CHEMICAL COMMUNICATIONS

Association between severity of hypoglycemia and loss of heart rate variability in patients with type 1 diabetes mellitus

(2016) Ticiana Paes Silva et al.   DIABETES-METABOLISM RESEARCH AND REVIEWS

Early repolarization and risk of arrhythmia events in long QT syndrome

(2016) Kanae Hasegawa et al.   INTERNATIONAL JOURNAL OF CARDIOLOGY

Non-invasive hypoglycemia monitoring system using extreme learning machine for Type 1 diabetes

(2016) Sai Ho Ling et al.   ISA TRANSACTIONS

Sensing Technologies for Autism Spectrum Disorder Screening and Intervention

(2016) John-John Cabibihan et al.   SENSORS

Sensor Monitoring of Physical Activity to Improve Glucose Management in Diabetic Patients: A Review

(2016) Sandrine Ding et al.   SENSORS

Decision tree-based modelling for identification of potential interactions between type 2 diabetes risk factors: a decade follow-up in a Middle East prospective cohort study

(2016) Azra Ramezankhani et al.   BMJ Open

Heart rate variability is associated with interstitial glucose fluctuations in type 2 diabetic women treated with insulin

(2016) Vadim V. Klimontov et al.   SpringerPlus

Non-invasive detection of fasting blood glucose level via electrochemical measurement of saliva

(2016) Sarul Malik et al.   SpringerPlus

Facile and scalable disposable sensor based on laser engraved graphene for electrochemical detection of glucose

(2016) Farshad Tehrani et al.   Scientific Reports

What is a normal blood glucose?

(2015) Maria Güemes et al.   ARCHIVES OF DISEASE IN CHILDHOOD

Interventions That Restore Awareness of Hypoglycemia in Adults With Type 1 Diabetes: A Systematic Review and Meta-analysis

(2015) Ester Yeoh et al.   DIABETES CARE

Deep learning

(2015) Yann LeCun et al.   NATURE

Applications of AutoRegressive Integrated Moving Average (ARIMA) approach in time-series prediction of traffic noise pollution

(2015) N. Garg et al.   NOISE CONTROL ENGINEERING JOURNAL

Short-term traffic flow prediction using seasonal ARIMA model with limited input data

(2015) S. Vasantha Kumar et al.   European Transport Research Review

Short-term traffic flow prediction using seasonal ARIMA model with limited input data

(2015) S. Vasantha Kumar et al.   European Transport Research Review

Diagnosis and Classification of Diabetes Mellitus

(2013)   DIABETES CARE

Sweat chloride as a biomarker of CFTR activity: Proof of concept and ivacaftor clinical trial data

(2013) Frank J. Accurso et al.   Journal of Cystic Fibrosis

A Comparative Effectiveness Analysis of Three Continuous Glucose Monitors

(2012) E. R. Damiano et al.   DIABETES CARE

Correlation Between Sweat Glucose and Blood Glucose in Subjects with Diabetes

(2012) James Moyer et al.   Diabetes Technology & Therapeutics

Evaluation of Accelerometer-Based Fall Detection Algorithms on Real-World Falls

(2012) Fabio Bagalà et al.   PLoS One

A contact lens with embedded sensor for monitoring tear glucose level

(2011) Huanfen Yao et al.   BIOSENSORS & BIOELECTRONICS

Diagnosis and Treatment of Common Forms of Tremor

(2011) Andreas Puschmann et al.   SEMINARS IN NEUROLOGY

Development of Robust Calibration Models Using Support Vector Machines for Spectroscopic Monitoring of Blood Glucose

(2010) Ishan Barman et al.   ANALYTICAL CHEMISTRY

Current developments in salivary diagnostics

(2010) Craig S Miller et al.   Biomarkers in Medicine

Decision trees as a simple-to-use and reliable tool to identify individuals with impaired glucose metabolism or type 2 diabetes mellitus

(2010) Manuela Hische et al.   EUROPEAN JOURNAL OF ENDOCRINOLOGY

Support Vector Machines for classification and regression

(2009) Richard G. Brereton et al.   ANALYST

Analysis of Time Lags and Other Sources of Error of the DexCom SEVEN Continuous Glucose Monitor

(2009) Apurv Kamath et al.   Diabetes Technology & Therapeutics

Salivary Glucose Concentration and Excretion in Normal and Diabetic Subjects

(2009) Cedric Jurysta et al.   JOURNAL OF BIOMEDICINE AND BIOTECHNOLOGY

Insulin Therapy, Hyperglycemia, and Hypertension in Type 1 Diabetes Mellitus

(2008) Ian H. de Boer   ARCHIVES OF INTERNAL MEDICINE