Luca Menghini

Assistant Professor

University of Padua
Country flagItaly

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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

Year:

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

BELGIUM
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Anneleen Malfliet

Professor at Vrije Universiteit Brussel

Vrije Universiteit Brussel

BELGIUM
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Michela Vignoli

Associate Professor

University of Trento

ITALY
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Nina Junker

Associate Professor

University of Oslo

NORWAY
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CHIARA CONSIGLIO

Associate Professor

Università degli Studi di Roma La Sapienza

ITALY
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Liesbet De Baets

Visiting professor / post-doctoral researcher

Vrije Universiteit Brussel

BELGIUM
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Paola SPAGNOLI

Associate Professor

Università degli Studi della Campania Luigi Vanvitelli

ITALY
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Cristian Balducci

University of Bologna

ITALY
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Nils Runge

Vrije Universiteit Brussel

BELGIUM
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Zosia Goossens

Vrije Universiteit Brussel

BELGIUM
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Rebecca Robillard

University of Ottawa

CANADA
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