View
219
Download
0
Category
Preview:
Citation preview
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
1/56
Daniel J. Vreeman, PT, DPT, MScAssociate Research Professor
, Indiana University School of Medicine
Associate Director for Terminology Services, Regenstrief Institute, Inc
@djvreeman
© 2016
Practicality of Wearable Technology
in Physical Therapy
CSM 2016 | Anaheim, CA
Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
2/56
danielvreeman.com/csm2016
http://danielvreeman.com/csm2016
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
3/56
Promises
Everyone has great expectations…
photo via peter trimming
https://www.flickr.com/photos/peter-trimming/6941676872/in/photostream/
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
4/56
A comprehensive
picture of a patient’s
health
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
5/56
Efficient, accurate,
real-world data
capture
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
6/56
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
7/56
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
8/56
Smart systems thathelp clinicians turn
data into actionable,
patient-specificknowledge
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
9/56
The secret sauce of theHealth IT chicken soup
photo via liberphoto via liber
http://www.flickr.com/photos/liberhttp://www.flickr.com/photos/liber
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
10/56
PitfallsDanger Will Robinson!
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
11/56
photo via duncan
https://www.flickr.com/photos/duncan/
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
12/56
Hype Cycle for Emerging Technologies, 2015. Source: Gartner (August 2015)
http://www.gartner.com/newsroom/id/3114217
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
13/56
Hype Cycle for Emerging Technologies, 2015. Source: Gartner (August 2015)
Wearables
http://www.gartner.com/newsroom/id/3114217
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
14/56“Rookie” informatics mistakes
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
15/56photo via [credit]
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
16/56
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
17/56
Validic API
https://docs.validic.com/docs/data-retrieval
https://docs.validic.com/docs/data-retrieval
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
18/56
Validic API
https://docs.validic.com/docs/data-retrieval
“Flat” data modelProprietary names Bound units…
https://docs.validic.com/docs/data-retrieval
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
19/56
Validic API
https://docs.validic.com/docs/data-retrieval
“Flat” data modelProprietary names Bound units…
4 standardization
protocols exist today…which one do I have?
https://docs.validic.com/docs/data-retrieval
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
20/56
Tracking devicesusers may not
appreciate issues of
privacy, data sharing,and data control
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
21/56
Bietz MJ, Bloss CS et al. Opportunities and challenges in the use of personal health data for health research. J Am Med Inform Assoc. 2015 Sep 2. pii: ocv1 18. doi: 10.1093/jamia/
ocv118. [Epub ahead of print] PubMed PMID: 26335984.
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
22/56
Bietz MJ, Bloss CS et al. Opportunities and challenges in the use of personal health data for health research. J Am Med Inform Assoc. 2015 Sep 2. pii: ocv1 18. doi: 10.1093/jamia/
ocv118. [Epub ahead of print] PubMed PMID: 26335984.
Importantly, many {users}
thought that they actually didown these data, even though
many have almost certainlyentered into “click-through”agreements in which they
have given those rights awayto companies.
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
23/56
Most of the focus
has been on the
wellness market
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
24/56
Most of the focus
has been on the
wellness marketHow do gamification effects differ across populations?
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
25/56
Drowning in the“datanami”
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
26/56
PathwaysGetting from here to there
photo via sherifx
https://www.flickr.com/photos/sherifx/13972959685/
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
27/56
Capitalize on thealignment of
individual, corporate,
and governmentmomentum
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
28/56
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
29/56
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
30/56
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
31/56
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
32/56
Integrating and
interfacing theplethora of devices
producing data
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
33/56
Cerner, Meditech, Intersystems,
Phillips, Allscripts, etc…
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
34/56
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
35/56
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
36/56
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
37/56
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
38/56
Apple Health Export in C-CDA Format
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
39/56
Apple Health Export in C-CDA Format
LOINC codes! Oh snap!
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
40/56
Extracting and using
knowledge from theproliferating data
sources
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
41/56
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
42/56
Understanding what
works and whatbenefits we can
really achieve
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
43/56
photo via karen_d
https://www.flickr.com/photos/karen_d/4360240756/
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
44/56
1. Push Button
photo via karen_d
https://www.flickr.com/photos/karen_d/4360240756/
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
45/56
1. Push Button
2. Get Bacon
photo via karen_d
https://www.flickr.com/photos/karen_d/4360240756/
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
46/56
Topol study
Bloss CS, Wineinger NE, Peters M et al. A prospective randomized trial examining health care utilization in individuals using multiple smartphone-enabled biosensors. PeerJ. 2016
Jan 14;4:e1554. doi: 10.7717/peerj.1554. eCollection 2016. PubMed PMID: 26788432;
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
47/56
Topol study
Bloss CS, Wineinger NE, Peters M et al. A prospective randomized trial examining health care utilization in individuals using multiple smartphone-enabled biosensors. PeerJ. 2016
Jan 14;4:e1554. doi: 10.7717/peerj.1554. eCollection 2016. PubMed PMID: 26788432;
Measurement alonewon’t change much
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
48/56
Tone is in your fingers
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
49/56
photo via [credit]photo via scragz
http://www.flickr.com/photos/scragz/109426798/
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
50/56
photo via [credit]photo via scragz
http://www.flickr.com/photos/scragz/109426798/
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
51/56
photo via [credit]photo via scragz
Though Wooten's basses
receive much attention, hismost frequent and consistent
response when asked by hisfans about his equipment is
that "the instrument doesn'tmake the music ... you do".
http://www.flickr.com/photos/scragz/109426798/
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
52/56
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
53/56
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
54/56
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
55/56
photo via ewwhite
Why shouldn’t physical therapists
lead on this path?
slides available at:
https://www.flickr.com/photos/ewwhite/8241256119/in/photostream/https://danielvreeman.com/csm2016
8/15/2019 2016 02 - Promises, pitfalls, and pathways for effortless streams of flowing data and knowledge from wearables
56/56
danielvreeman.com/csm2016
https://danielvreeman.com/csm2016Recommended