Beacon-Based Remote Measurement of Social Behavior in ASD Clinical Trials: A Technical Feasibility Assessment
被引:2
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作者:
Kriara, Lito
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Roche Innovat Ctr Basel, Digital Biomarkers, Roche Pharma Res & Early Dev pRED, CH-4070 Basel, SwitzerlandRoche Innovat Ctr Basel, Digital Biomarkers, Roche Pharma Res & Early Dev pRED, CH-4070 Basel, Switzerland
Kriara, Lito
[1
]
Hipp, Joerg
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Roche Innovat Ctr Basel, Roche pRED, Neurosci & Rare Dis, CH-4070 Basel, SwitzerlandRoche Innovat Ctr Basel, Digital Biomarkers, Roche Pharma Res & Early Dev pRED, CH-4070 Basel, Switzerland
Hipp, Joerg
[2
]
Chatham, Christopher
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Roche Innovat Ctr Basel, Roche pRED, Neurosci & Rare Dis, CH-4070 Basel, SwitzerlandRoche Innovat Ctr Basel, Digital Biomarkers, Roche Pharma Res & Early Dev pRED, CH-4070 Basel, Switzerland
Chatham, Christopher
[2
]
Nobbs, David
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Roche Innovat Ctr Basel, Digital Biomarkers, Roche Pharma Res & Early Dev pRED, CH-4070 Basel, SwitzerlandRoche Innovat Ctr Basel, Digital Biomarkers, Roche Pharma Res & Early Dev pRED, CH-4070 Basel, Switzerland
Nobbs, David
[1
]
Slater, David
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Roche Innovat Ctr Basel, Digital Biomarkers, Roche Pharma Res & Early Dev pRED, CH-4070 Basel, SwitzerlandRoche Innovat Ctr Basel, Digital Biomarkers, Roche Pharma Res & Early Dev pRED, CH-4070 Basel, Switzerland
Slater, David
[1
]
Lipsmeier, Florian
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Roche Innovat Ctr Basel, Digital Biomarkers, Roche Pharma Res & Early Dev pRED, CH-4070 Basel, SwitzerlandRoche Innovat Ctr Basel, Digital Biomarkers, Roche Pharma Res & Early Dev pRED, CH-4070 Basel, Switzerland
Lipsmeier, Florian
[1
]
Lindemann, Michael
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Roche Innovat Ctr Basel, Digital Biomarkers, Roche Pharma Res & Early Dev pRED, CH-4070 Basel, SwitzerlandRoche Innovat Ctr Basel, Digital Biomarkers, Roche Pharma Res & Early Dev pRED, CH-4070 Basel, Switzerland
Lindemann, Michael
[1
]
机构:
[1] Roche Innovat Ctr Basel, Digital Biomarkers, Roche Pharma Res & Early Dev pRED, CH-4070 Basel, Switzerland
autism spectrum disorder;
Bluetooth low energy;
clinical trials;
digital biomarker;
digital health technology tool;
remote patient monitoring;
sensor-based measure;
sociability;
D O I:
10.3390/s21144664
中图分类号:
O65 [分析化学];
学科分类号:
070302 ;
081704 ;
摘要:
In this work, we propose a Bluetooth low energy (BLE) beacon-based algorithm to enable remote measurement of the social behavior of the participants of an observational Autism Spectrum Disorder (ASD) clinical trial (NCT03611075). We have developed a mobile application for a smartphone and a smartwatch to collect beacon signals from BLE beacon sensors as well as to store information about the participants' household rooms. Our goal is to collect beacon information about the time the participants spent in different rooms of their household to infer sociability information. We applied the same technology and setup in an internal experiment with healthy volunteers to evaluate the accuracy of the proposed algorithm in 10 different home setups, and we observed an average accuracy of 97.2%. Moreover, we show that it is feasible for the clinical study participants/caregivers to set up the BLE beacon sensors in their homes without any technical help, with 96% of them setting up the technology on the first day of data collection. Next, we present results from one-week location data from study participants collected through the proposed technology. Finally, we provide a list of good practice guidelines for optimally applying beacon technology for indoor location monitoring. The proposed algorithm enables us to estimate time spent in different rooms of a household that can pave the development of objective sociability features and eventually support decisions regarding drug efficacy in ASD.
机构:
Univ Salerno, Dept Polit & Commun Sci, Via Giovanni Paolo II 132, I-84084 Fisciano, SA, ItalyUniv Salerno, Dept Polit & Commun Sci, Via Giovanni Paolo II 132, I-84084 Fisciano, SA, Italy
De Martino, Maria
Santini, Barbara
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机构:
Univ Verona, Sect Neurosurg, Dept Neurosci Biomed & Movement, Piazzale Stefani 1, I-37126 Verona, ItalyUniv Salerno, Dept Polit & Commun Sci, Via Giovanni Paolo II 132, I-84084 Fisciano, SA, Italy
Santini, Barbara
Cappelletti, Giovanna
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机构:
Univ Verona, Sect Neurosurg, Dept Neurosci Biomed & Movement, Piazzale Stefani 1, I-37126 Verona, ItalyUniv Salerno, Dept Polit & Commun Sci, Via Giovanni Paolo II 132, I-84084 Fisciano, SA, Italy
Cappelletti, Giovanna
Mazzotta, Annapina
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机构:
Univ Verona, Sect Neurosurg, Dept Neurosci Biomed & Movement, Piazzale Stefani 1, I-37126 Verona, ItalyUniv Salerno, Dept Polit & Commun Sci, Via Giovanni Paolo II 132, I-84084 Fisciano, SA, Italy
Mazzotta, Annapina
Rasi, Matteo
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机构:
Univ Verona, Sect Neurosurg, Dept Neurosci Biomed & Movement, Piazzale Stefani 1, I-37126 Verona, ItalyUniv Salerno, Dept Polit & Commun Sci, Via Giovanni Paolo II 132, I-84084 Fisciano, SA, Italy
Rasi, Matteo
Bulgarelli, Giorgia
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机构:
Univ Verona, Sect Neurosurg, Dept Neurosci Biomed & Movement, Piazzale Stefani 1, I-37126 Verona, ItalyUniv Salerno, Dept Polit & Commun Sci, Via Giovanni Paolo II 132, I-84084 Fisciano, SA, Italy
Bulgarelli, Giorgia
Annicchiarico, Luciano
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机构:
Univ Verona, Sect Neurosurg, Dept Neurosci Biomed & Movement, Piazzale Stefani 1, I-37126 Verona, ItalyUniv Salerno, Dept Polit & Commun Sci, Via Giovanni Paolo II 132, I-84084 Fisciano, SA, Italy
Annicchiarico, Luciano
Marcocci, Alessandro
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机构:
Merano Hosp, Unit Othorinolaringol, Via Rossini 5, I-39012 Merano, BZ, ItalyUniv Salerno, Dept Polit & Commun Sci, Via Giovanni Paolo II 132, I-84084 Fisciano, SA, Italy
Marcocci, Alessandro
Talacchi, Andrea
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机构:
Univ Verona, Sect Neurosurg, Dept Neurosci Biomed & Movement, Piazzale Stefani 1, I-37126 Verona, ItalyUniv Salerno, Dept Polit & Commun Sci, Via Giovanni Paolo II 132, I-84084 Fisciano, SA, Italy