Dear Jukka-Pekka,
Thanks for your far-reaching Stanford Medicine talk yesterday -
Psychiatry and Behavioral Sciences Grand Rounds: Smartphone-based Digital Phenotyping
https://events.stanford.
I asked about, apart from medical anthropology questions with regards to diagnosing schizophrenia, 1) how Beiwe might be used to source data for developing a realistic virtual earth, and re new approaches to representing data in psychiatry - for example in the form of avatar bots. Afterward up front, I also asked about 2) your possible or inherent models of consciousness which might offer approaches to data re bringing together, for example, first and third person accounts (where consciousness is a potentially intractable question making it fascinating - see e.g. David Chalmer's work - yet possibly worth having some hypothetical models in "digital phenotyping" of the brain / mind (ahead) - if, for example, the unconscious is structured like a language, a possible helpful starting place thanks to Lacan). Am very appreciative of Beiwe's smartphone approach to collecting movement data, as well as language data with regards to both of my questions. 
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Beiwe Research Platform
https://www.hsph.harvard.edu/onnela-lab/beiwe-research-platform/(https://www.hsph.harvard.edu/jukka-pekka-onnela/)
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In terms of a developing a realistic virtual earth, I have in mind, conceptually, Google Streetview with TIME SLIDER / Maps / Earth / TensorFlow / Brain / Translate in 100+ languages and the rest of the Google ecosystem, together with avatar bots of species and individuals vis-a-vis avatars in Second Life, Sansar, OpenSimulator, but realistic not cartoon-esque, and also at the cellular and atomic levels. I also have in mind Stanford and Duke Medicine's / Google's Project Baseline (think A) physical samples for 10,000 people who come into clinics, B) translated into data, into C) a pathway to health ... and then, potentially as I see it, into avatar bots in some years, and even for tele-robotic surgery, for example). 
 It was exciting to hear too your talk about digital phenotyping re an unfolding actual-virtual Harbin Hot Springs' ethnographic project I'm working on especially, and for a number of reasons. 
One main question I have in these regards is how might we explore best applying the methods / software and ideas in your talk re Beiwe to studying and even creating a realistic virtual Harbin Hot Springs/ Earth for actual-virtual, physical-digital comparison and STEM research (and for ethno-wiki-virtual-world-
Re psychiatry and brain and cognitive science questions too (e.g. https://ocw.mit.edu/courses/
Re my physical-digital Harbin Hot Springs' ethnographic project, I'm excited too to learn of fNIR technologies that measure the same interval as FMRIs… but that one can use a cap for – so, no claustrophobia, - and that fNIR can done in real world (and re that both technologies measure blood-oxygen levels in a specific part of your brain) - re the potential here too for smartphones to be developed to do something similar, and for beginning to measure/study aspects of the brain. 
Re this realistic virtual Harbin Hot Springs' project - I'm also developing a new set of digital methods I'm calling 'ethno-wiki-virtual-world-
So, with regard to this beginning Google-centric realistic virtual earth, for example: visit the Harbin gate in Google Street View here ~ http://tinyurl.com/p62rpcg ~
(Check out too the A.I. wiki page at World University and School, of which I'm the founder - https://wiki.
And all of this presents, I think, collaborative potential for Beiwe, including possibly with regard to clinical trials - https://wiki.
Here by the way, is the beginning of CC-4 MIT OCW-centric Finland World University and School - https://wiki.
Thank you so much for your fascinating talk, Jukka-Pekka, and I very much look forward to further communication about all of this with you. 
Friendly greetings, and best regards, Scott
https://www.hsph.harvard.edu/
https://en.wikipedia.org/wiki/
https://en.wikipedia.org/wiki/
-- 
- Scott MacLeod - Founder, President & Professor
- World University and School
- 415 480 4577
- CC World University and School - like CC Wikipedia with best STEM-centric CC OpenCourseWare - incorporated as a nonprofit university and school in California, and is a U.S. 501 (c) (3) tax-exempt educational organization. 
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Harvard's @JPONNELA on BEIWE Research Platform for SMARTPHONES https://youtu.be/aI8VAvqbvg0 per his far-reaching Whooper swan: Stanford Medicine talk on "Digital Phenotyping" re the 6 billion + people projected to have phone access https://events.stanford.edu/events/826/82650 - https://scott-macleod.blogspot.com/2019/02/whooper-swan-stanford-medicine-harvards.html -
Harvard's @JPONNELA on BEIWE Research Platform for SMARTPHONES https://t.co/OiQkEQoait per his far-reaching Whooper swan: Stanford Medicine talk on "Digital Phenotyping" re the 6 billion + people projected to have phone access https://t.co/svWJn6xrnf - https://t.co/NbjxvMH7Rr -— WorldUnivandSch (@WorldUnivAndSch) February 23, 2019
https://twitter.com/WorldUnivAndSch/status/1099424445083529216
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Jukka-Pekka,
This is what I have in mind by a realistic virtual earth re the TIME SLIDER idea (and am thinking in terms of Google Streetview with TIME SLIDER) ...
This #VR transports you to a classic '80s / '90s bedroom with playable versions of your favorite retro games
This #VR transports you to a classic '80s / '90s bedroom with playable versions of your favorite retro games#VirtualReality #AR via @rajat_shrimal cc @MikeQuindazzi @Paula_Piccard @SpirosMargaris @HaroldSinnott @kashthefuturist @chboursin @jblefevre60pic.twitter.com/m05ViKXbCc— Rajat Shrimal (@rajat_shrimal) February 20, 2019
- https://twitter.com/rajat_shrimal/status/1098063044977008646 -
yet with realistic avatar bots, and with much more realism (and at the cellular and atomic levels) ... than in this #VR are playable versions of old video games, - and I'm seeking too to develop VR for a SINGLE realistic virtual earth, e.g. to design & make such old, and new, video games, as well as computer chips themselves possible (and for (for everything actually). Am thinking Beiwe may be able to stream much data about individuals / body minds into this single realistic virtual earth, for example in May 2020 and in October 2021, (and with video from Youtubes too for inhabiting such '80s / '90s' bedrooms), for example ... as researchers' engagement with Beiwe grows.
Scott
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JP,
Thanks again for your Stanford talk and :
Beiwe Research Platform
https://www.hsph.harvard.edu/onnela-lab/beiwe-research-platform/*
Beiwe for the Onnela Lab at Harvard
Helping health researchers collect unprecedented data
http://www.rocketfarmstudios.com/portfolio/beiwe-onnela-lab-harvard/*
Jukka-Pekka "JP" Onnela "Smartphone Based Digital Phenotyping" 
https://youtu.be/aI8VAvqbvg0
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Beiwe - Wiki Main Page
Digital Phenotyping
"Digital phenotyping is the “moment-by-moment quantification of the individual-level human phenotype in situ using data from personal digital devices,” in particular smartphones. This is our definition of the concept and it highlights some of the important aspects of digital phenotyping, such as using existing personal devices rather than introducing additional instrumentation. To truly leverage moment-by-moment data collected in situ, in the wild, one must rely on the use of passive data, i.e., smartphone sensor and usage data"
http://wiki.beiwe.org/wiki/Main_Page
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