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Diagnostics & Biomarkers

WearablesEvidence & Dosage

Overview: Oura, Whoop, Apple Watch, Garmin, Fitbit — pros and cons.

Evidence at a glance

Total studies
422
With abstract
38
Meta / Systematic / RCT
0
Highly cited
2
Publication years
2008–2026

Wearables in the context of Diagnostics & Biomarkers

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Top studies on Wearables

Ranked by influential-citation count and publication year.

  1. The emerging field of mobile health.

    Science translational medicine2015n=25182 influential citations

    The surge in computing power and mobile connectivity have fashioned a foundation for mobile health (mHealth) technologies that can transform the mode and quality of clinical research and health care on a global scale. Unimpeded by…

  2. WearGait-PD: An Open-Access Wearables Dataset for Gait in Parkinson’s Disease and Age-Matched Controls

    Scientific Data2026n=1001 influential citations

    Wearable movement sensors are powerful tools for objectively characterizing and quantifying movement. They enhance the precise characterization of gait, balance, and motor symptoms in Parkinson’s disease and related disorders, facilitating…

  3. UCI Sports Nutrition Project: Plate to Performance-Culinary Nutrition Support for Professional Road Cycling.

    International journal of sport nutrition and exercise metabolism20261 influential citations

    In elite road cycling, nutrition is a critical pillar of performance, with culinary support evolving from a logistical necessity to a core competitive determinant. The collaboration among performance chefs, registered…

  4. Safeguarding Neural Data.

    Neurology2026

    A growing suite of neurotechnologies that capture brain activity, ranging from wearables to implanted devices, is rapidly transforming practice and research in the clinical neurosciences. States such as Colorado and California have…

  5. Disconnection Between Self-Reported Wellbeing and Heart Rate Variability from Wearables.

    Sensors (Basel, Switzerland)2026n=424E

    To assess the association between daily self-reported emotional and mental readiness and their association with overnight resting heart rate variability. Participants included 21 males (32 ± 7 years) and 18 females (28 ± 4…

  6. Factors Influencing the Use of Mobile Apps and Wearables: Pre- and Post-Surgery Quality of Life Assessment Study.

    JMIR formative research2026n=41E

    Quality of life (QoL) is an important surgical outcome, commonly assessed through self-reports, and has the potential to be enhanced by objective information from personal technologies such as smartphone apps and wearables. Understanding…

  7. Efficacy of Lower-Limb Wearables to Assess Recovery Following Total Hip or Knee Arthroplasty: A Systematic Review and Meta-Analysis

    The Journal of Arthroplasty2026

    <h4>Background</h4>The purpose of this review was to assess the use of lower-limb wearable sensors in monitoring total hip arthroplasty (THA) or total knee arthroplasty (TKA) recovery. Outpatient postoperative assessment routinely focuses…

  8. Robust Multimodal Cough Detection With Optimized Out-of-Distribution Detection for Wearables

    IEEE Journal of Biomedical and Health Informatics2026

    Longitudinal and continuous monitoring of cough is crucial for early and accurate diagnosis of respiratory diseases. Recent developments in wearables provides at-home remote symptom monitoring with respect to more accurate and less…

  9. An umbrella review of systematic reviews of the impact of wrist-worn wearables on health outcomes

    Physiological Reviews2026

    We conducted an umbrella review to synthesize the evidence on the effectiveness of interventions incorporating wrist-worn wearables’ feedback on diverse health outcomes including health promotion (i.e., health behaviors and disease risk…

  10. From lab to life: Wearables, real-world data, and the future of autonomic research

    Autonomic Neuroscience2026

    Traditional methods for assessing autonomic nervous system (ANS) function are constrained by conventional clinical settings, limited timeframes, and exclusionary protocols. These limitations prevent the accurate capture of dynamic…

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HbA1c

A 3-month average of blood sugar, diabetes risk, a longevity marker.

Homocysteine

Methylation marker, cardiovascular and neurological risk.

HRV Tracking

Heart rate variability as a resilience and recovery indicator.

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hs-CRP, IL-6, fibrinogen — chronic low-grade inflammation as a risk factor.

Kidney Values

Creatinine, urea, eGFR, cystatin C — assessing kidney function.

Lipid Profile

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Liver Values

ALT, AST, GGT, bilirubin — what high values mean and when they're a problem.

Mood Tracking

Daily mood logging, correlations with sleep/exercise/nutrition.

Nutrition Tracking

Cronometer, MyFitnessPal, macros & micros, limitations.

Resting Heart Rate

A trend marker for cardiovascular fitness and overtraining.

Thyroid Panel

TSH, fT3, fT4, plus reverse T3 and antibodies where indicated — full thyroid panel.

VO2max

Maximal oxygen uptake — the strongest longevity predictor.

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