ArticleNature medicine2020
A digital biomarker of diabetes from smartphone-based vascular signals.
Registry-linked trialOpen access · greenAbstract readValidation Study
In one paragraph
Article in Nature medicine, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05303051 (Validation of the Diabetes Deep Neural Network Score for Diabetes Mellitus Screening), which is not on this map. Cited by 55 papers, 1 of them a synthesis that pooled it.
0numbers the graph read from it
0cells of the map it votes in
55citing papers in PubMed, 1 pooled it
5.6field-weighted citation impact, top 3% of its field
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Validation of the Diabetes Deep Neural Network Score for Diabetes Mellitus Screening
Who cites it
55 citing papers in PubMed, 1 synthesis or guideline pooled it, 118 citations in OpenAlex.
- Artificial Intelligence for Detection of Cardiovascular-Related Diseases from Wearable Devices: A Systematic Review and Meta-Analysis.Yonsei medical journal · 2022Pooled it
- Artificial intelligence as a computational kit for digital biomarker discovery.Journal of translational internal medicine · 2026Article
- A Summary of Cardiometabolic Disorders in the Maghreb: Insights from the 2025 Saclay Cardiometabolic Summit.Cardiology and therapy · 2026Review
- MI-Net: a dual-stream feature network based on Mamba-convolutional neural network (CNN) fusion to predict intradialytic hypotension using multimodal data.Quantitative imaging in medicine and surgery · 2026Article
- Development and validation of a digital biomarker for peripheral artery disease.NPJ digital medicine · 2026Article
- A narrative review on the use of artificial intelligence in cardiovascular medicine.Cardiovascular diagnosis and therapy · 2026Review
- A novel early screening approach for MCI due to AD based on a "maze" hand-interaction kinetic paradigm.Frontiers in neuroscience · 2026Article
- Physiologically Interpretable Photoplethysmography Features Associated With Peripheral Artery Disease.IEEE open journal of engineering in medicine and biology · 2026Article
- A deep learning-derived digital biomarker of dysglycemia and its association with genetic risk of type 2 diabetes.npj metabolic health and disease · 2025Article
- Artificial Intelligence in Diabetes Care: Applications, Challenges, and Opportunities Ahead.Endocrine practice : official journal of the American College of Endocrinology and the American Association of Clinical Endocrinologists · 2025Review
- Integration of artificial intelligence and wearable technology in the management of diabetes and prediabetes.NPJ digital medicine · 2025Article
- General practitioners' acceptability to handle unscheduled visits: a french nationwide cross-sectional survey.BMC primary care · 2025Article
- Health Service Early-Stage Digital Adaptation of Traditional Chinese Medicine Internet Hospitals: Qualitative Exploratory Study.JMIR formative research · 2025Article
- [Research on type 2 diabetes prediction algorithm based on photoplethysmography].Sheng wu yi xue gong cheng xue za zhi = Journal of biomedical engineering = Shengwu yixue gongchengxue zazhi · 2025Article
- Differential Absorbance and PPG-Based Non-Invasive Blood Glucose Measurement Using Spatiotemporal Multimodal Fused LSTM Model.Sensors (Basel, Switzerland) · 2025Article
- Non-invasive blood glucose monitoring using PPG signals with various deep learning models and implementation using TinyML.Scientific reports · 2025Article
- Artificial intelligence in drug development.Nature medicine · 2025Review
- Differential cognitive functioning in the digital clock drawing test in AD-MCI and PD-MCI populations.Frontiers in neuroscience · 2025Article
- The Bitemporal Lens Model-toward a holistic approach to chronic disease prevention with digital biomarkers.JAMIA open · 2024Review
- Data Interoperability for Ambulatory Monitoring of Cardiovascular Disease: A Scientific Statement From the American Heart Association.Circulation. Genomic and precision medicine · 2024Article
Corrections and comments
- Commented on by
Authors and funding
8 authors at 2 institutions in 1 country.
Robert AvramDivision of Cardiology, Department of Medicine and Cardiovascular Research Institute, University of California, San Francisco, San Francisco, CA, USA.ORCID http://orcid.org/0000-0002-8490-0270
Jeffrey E OlginDivision of Cardiology, Department of Medicine and Cardiovascular Research Institute, University of California, San Francisco, San Francisco, CA, USA.
Peter KuharAzumio, Inc, Redwood City, CA, USA.
J Weston HughesDepartment of Computer Science, University of California, Berkeley, Berkeley, CA, USA.
Gregory M MarcusDivision of Cardiology, Department of Medicine and Cardiovascular Research Institute, University of California, San Francisco, San Francisco, CA, USA.
Mark J PletcherDepartment of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA, USA.
Kirstin Aschbacher *Division of Cardiology, Department of Medicine and Cardiovascular Research Institute, University of California, San Francisco, San Francisco, CA, USA.ORCID http://orcid.org/0000-0001-6191-6432
Geoffrey H Tison *Division of Cardiology, Department of Medicine and Cardiovascular Research Institute, University of California, San Francisco, San Francisco, CA, USA. geoff.tison@ucsf.edu.ORCID http://orcid.org/0000-0002-0310-3326
University of California, San Francisco · USUniversity of California, Berkeley · US
Funding
ZIDOVUDINE &LAMIVUDINE &NEVIRAPINE COMBINATION THERAPY IN HIV 1 INFM01RR001271 · NCRR · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI KESSLER, DAVID A · 1985 to 2006
$22.7MInstitutional Career Development Core SupplementKL2TR001870 · NCATS · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI KANAYA, ALKA M., SARKAR, URMIMALA · 2016 to 2025
$19.7MThe Health ePeople Resource for Mobilized ResearchU2CEB021881 · NIBIB · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI MARCUS, GREGORY M, OLGIN, JEFFREY E · 2015 to 2020
$10.3MDynamic prediction of heart failure using real-time functional status and EHR data in the ambulatory settingK23HL135274 · NHLBI · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI TISON, GEOFFREY H · 2018 to 2022
$999kNCATS NIH HHS KL2 TR001870NCRR NIH HHS M01 RR001271NHLBI NIH HHS K23 HL135274NIBIB NIH HHS U2C EB021881
Abstract
The global burden of diabetes is rapidly increasing, from 451 million people in 2019 to 693 million by 2045
Indexed as
PhotoplethysmographySmartphoneAdultAgedAged, 80 and overAlgorithmsBiomarkersCohort StudiesDatasets as TopicDiabetes Mellitus, Type 2FemaleHeart RateHumansMaleMiddle AgedNeural Networks, ComputerBiomarkers
Identifiers
What OpenQuestion holds
Textmetadata
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Read underepoch 390
Registered trials
NCT05303051ClinicalTrials.gov
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.