The Possibilities of Digital and Analogue Technology in Parkinsons - - PowerPoint PPT Presentation
The Possibilities of Digital and Analogue Technology in Parkinsons - - PowerPoint PPT Presentation
The Possibilities of Digital and Analogue Technology in Parkinsons Julio Vega Symptom Knowledge in Parkinsons (digital) 2 Previous work Most approaches have been Uncomfortable Disruptive Motor oriented Using a single
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Symptom Knowledge in Parkinson’s (digital)
@julio_ui
Most approaches have been
- Uncomfortable
- Disruptive
- Motor oriented
- Using a single device
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Previous work
@julio_ui
Consumer electronics can be heterogeneous (mixed) data sources
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Missing potential
Personal Movement Smartphones Wearables Environmental Infrared Pressure Video Web Weather Social Networks Geographic data
@julio_ui
Combine heterogeneous sources to allow an assessment that is:
- Continuous
- Longitudinal
- Naturalistic
- Unobtrusive
- Personalised
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What is new in SKIP?
Our goal is to reconstruct people’s daily routines
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@julio_ui
Profile of Living
Methodology
Heterogeneous data Digital Biomarkers transform transform
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@julio_ui
Profile of Living
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Digital Biomarkers Examples
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@julio_ui
Visited places
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day 01 - 15 day 16 - 30
@julio_ui
Phone usage
11 00:00 - 12:00 - 23:59 - July ‘17 October ‘17 January ‘18
@julio_ui
Current work
We are running a 9-month study
- Monitoring 11 people, 24/7
- Collecting up to 22 different data sources using Android and
iOS smartphones as main device
- Visiting participants every six weeks to collect ground truth
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And Analogue...
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@julio_ui
Agile Prototyping
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1 2 3 4 5
@julio_ui
Paper Diary
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- Flexible
- Personalised
- No handwriting required
- Blending digital/analogue
- Open source
- 97% compliance
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@julio_ui
Design implications
- 1. Reduce participant completion demand
- 2. Design to offset the effect of tremor on input
- 3. Enable implicit reminders
- 4. Design for consequences of increased awareness
- 5. Consider the effects of handwritten notes in compliance,
encoding burden and data quality
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Published in CHI’18: bit.do/paper_diary
@julio_ui
PaperStream
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You can use PaperStream to create and encode diaries/surveys for free bit.do/pstream
@julio_ui
Key messages
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Design for and with People with Parkinson’s Consider analogue approaches Design for and with People with Parkinson’s Aim for unobtrusive and personalised
Thank you!
julio.vega@manchester.ac.uk @julio_ui juliovega.info
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@julio_ui
First efforts
- Interviews with clinicians and
neuroscientists
- Focus groups with people with
Parkinson’s
- Pilot study monitoring 2 people, 24/7 for
3 months using a smartphone
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@julio_ui
Call log
21 00:00 - 12:00 - 23:59 - July ‘17 October ‘17 January ‘18
@julio_ui
Evaluation
Predict clinical scores based on fluctuation scores
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@julio_ui
Bluetooth profiling
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bluetooth devices 01 02 03 04 05 06 07 08 09 10 days bluetooth devices 11 12 13 14 15 16 17 18 19 20 days bluetooth devices 21 22 23 24 25 26 27 28 29 30 days
@julio_ui
Problem
- 1. Parkinson’s is neuro-degenerative and incurable
- 2. Symptoms are many and fluctuate daily
- 3. Patients visit their clinicians twice a year
Motor Cognitive Emotional
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@julio_ui
Goals
Is it possible to:
- 1. Infer complex human behaviour from heterogeneous
data?
- 2. Measure the influence of Parkinson's on the inferred
behaviour?
- 3. Monitor Parkinson’s progression using the fluctuations
- f such behaviour?
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@julio_ui
Metrics to explore
Digital Biomarker Metric
Social Interaction
- 1. Time at home
- 2. Visited places (frequency, duration)
- 3. Duration & frequency of calls and texts
- 4. Profiling of Bluetooth devices
Phone use
- 1. Get-up time
- 2. Bed time
- 3. Typing patterns
- 4. Use sessions at day and night
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