Luca Menghini
Assistant Professor
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About
Dr. Luca Menghini is an Assistant Professor at the University of Padua, Italy. His research focuses on the impact of psychological factors on health and well-being, with recent articles exploring topics such as workaholism, job satisfaction, and the use of wearable technology in sleep research. Dr. Menghini also investigates the relationship between workplace stress and its physiological effects on individuals.
Articles (10)
Year:
2025
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2025
Year:
2025
Year:
2024
Year:
2024
Year:
2024
Wearable sleep-tracking technology is of growing use in the sleep and circadian fields, including for applications across other disciplines, inclusive of a variety of disease states. Patients increasingly present sleep data derived from their wearable devices to their providers and the ever-increasing availability of commercial devices and new-generation research/clinical tools has led to the wide adoption of wearables in research, which has become even more relevant given the discontinuation of the Philips Respironics Actiwatch. Standards for evaluating the performance of wearable sleep-tracking devices have been introduced and the available evidence suggests that consumer-grade devices exceed the performance of traditional actigraphy in assessing sleep as defined by polysomnogram. However, clear limitations exist, for example, the misclassification of wakefulness during the sleep period, problems with sleep tracking outside of the main sleep bout or nighttime period, artifacts, and unclear translation of performance to individuals with certain characteristics or comorbidities. This is of particular relevance when person-specific factors (like skin color or obesity) negatively impact sensor performance with the potential downstream impact of augmenting already existing healthcare disparities. However, wearable sleep-tracking technology holds great promise for our field, given features distinct from traditional actigraphy such as measurement of autonomic parameters, estimation of circadian features, and the potential to integrate other self-reported, objective, and passively recorded health indicators. Scientists face numerous decision points and barriers when incorporating traditional actigraphy, consumer-grade multi-sensor devices, or contemporary research/clinical-grade sleep trackers into their research. Considerations include wearable device capabilities and performance, target population and goals of the study, wearable device outputs and availability of raw and aggregate data, and data extraction, processing, and analysis. Given the difficulties in the implementation and utilization of wearable sleep-tracking technology in real-world research and clinical settings, the following State of the Science review requested by the Sleep Research Society aims to address the following questions. What data can wearable sleep-tracking devices provide? How accurate are these data? What should be taken into account when incorporating wearable sleep-tracking devices into research? These outstanding questions and surrounding considerations motivated this work, outlining practical recommendations for using wearable technology in sleep and circadian research.
Year:
2023
Year:
2023
Year:
2023
Year:
2023
Collaborators (11)
jo nijs
Vrije Universiteit Brussel
Anneleen Malfliet
Professor at Vrije Universiteit Brussel
Vrije Universiteit Brussel
Michela Vignoli
Associate Professor
University of Trento
Nina Junker
Associate Professor
University of Oslo
CHIARA CONSIGLIO
Associate Professor
Università degli Studi di Roma La Sapienza
Liesbet De Baets
Visiting professor / post-doctoral researcher
Vrije Universiteit Brussel
Paola SPAGNOLI
Associate Professor
Università degli Studi della Campania Luigi Vanvitelli
Cristian Balducci
University of Bologna
Nils Runge
Vrije Universiteit Brussel
Zosia Goossens
Vrije Universiteit Brussel
Rebecca Robillard
University of Ottawa
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