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| [[session::CYC]]
| [[session::General Disaster Parametric Landscape]]
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! scope="row" | Duration
| [[duration::1.5 hour]]
| [[duration::1 hour]]
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! scope="row" rowspan="3" | Date/Time
! scope="row" rowspan="3" | Date/Time
| [[has date::02 Feb 2022 17:00 GMT]]
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| 9:00am PST/12:00pm EST
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== Agenda ==
== Agenda ==
* 12:00 EST to 12:45 EST '''Doug Lenat''', CEO CyCorp, on ''Representation and Reasoning Lessons Learned in Building Cyc''
* Panel Discussion
** The CyCorp architecture and applications provide deep insights into intelligence, reasoning, ontology, knowledge bases and natural languages.
** '''Josh Lieberman''', Harvard U Overview of the OGC Disaster Pilot
** Doug Lenat was awarded the biennial Computers and Thought Award in 1977 for his pioneering work in symbolic machine learning and automated discovery. Dr. Lenat was a professor at CMU and Stanford, and left academia to found the Cyc project in 1984, which is still proceeding at full speed in the form of Cycorp, the 50-person company he is the CEO of.  He also holds the distinction of being the only individual to have served on the Scientific Advisory Boards of both Microsoft and Apple.
** '''Paul Churchyard''', HSR.health, ''Health Spatial Data Infrastructure- part of the OGC 2021 DIsasters Pilot'' [https://bit.ly/3G8FUvK Slides]
* 12:45 EST to 13:30 EST Discussion
* [https://bit.ly/3AA5SH3 Video Recording]
* [https://bit.ly/3L9YlDF Video Recording]


== Conference Call Information ==
== Conference Call Information ==
* Date: '''Wednesday, 02 Feb 2022'''  
* Date: '''Wednesday, 26 Jan 2022'''  
* Start Time: 9:00am PST / 12:00pm EST / 6:00pm CET / 5:00pm GMT / 1700 UTC  
* Start Time: 9:00am PST / 12:00pm EST / 6:00pm CET / 5:00pm GMT / 1700 UTC  
** ref: [http://www.timeanddate.com/worldclock/fixedtime.html?month=02&day=02&year=2022&hour=12&min=00&sec=0&p1=179 World Clock]  
** ref: [http://www.timeanddate.com/worldclock/fixedtime.html?month=01&day=26&year=2022&hour=12&min=00&sec=0&p1=179 World Clock]  
* Expected Call Duration: 90 minutes
* Expected Call Duration: 1 hour
{{:OntologySummit2022/ConferenceCallInformation}}
{{:OntologySummit2022/ConferenceCallInformation}}


== Attendees ==
== Attendees ==
* [[AlexShkotin|Alex Shkotin]]
* Ajay Gupta (HSR.health)
* [[AnatolyLevenchuk|Anatoly Levenchuk]]
* [[BevCorwin|Bev Corwin]]
* [[AndrewDougherty|Andrew Dougherty]]
* [[BobbinTeegarden|Bobbin Teegarden]]
* [[CassiopeiaMiles|Cassiopeia Miles]]
* [[CassiopeiaMiles|Cassiopeia Miles]]
* [[ChrisAhern|Chris Ahern]]
* [[ChrisAhern|Chris Ahern]]
* [[DeborahMcGuiness|Deborah McGuiness]]
* [[DonnaFritzsche|Donna Fritzsche]]
* [[DougHolmes|Doug Holmes]]
* [[DougHolmes|Doug Holmes]]
* [[DouglasRMiles|Douglas R Miles]]
* [[DouglasMiles|Douglas Miles]]
* [[DougLenat|Doug Lenat]]
* [[GaryBergCross|Gary Berg-Cross]]
* [[GaryBergCross|Gary Berg-Cross]]
* [[GeorgeHurlburt|George Hurlburt]]
* [[GeorgeHurlburt|George Hurlburt]]
* [[HenriqueSantos|Henrique Santos]]
* [[JanetSinger|Janet Singer]]
* [[JanetSinger|Janet Singer]]
* [[JoaoPauloAlmeida|João Paulo A. Almeida]]
* Josh Lieberman (OGC)
* [[JohnSowa|John Sowa]]
* [[KenBaclawski|Ken Baclawski]]
* [[KenBaclawski|Ken Baclawski]]
* [[MarciaZeng|Marcia Zeng]]
* [[MariyaEvtimova|Mariya Evtimova]]
* [[MarkUnderwood|Mark Underwood]]
* [[MarkUnderwood|Mark Underwood]]
* Markus
* [[NancyWiegand|Nancy Wiegand]]
* [[MikeBennett|Mike Bennett]]
* Paul Churchyard (HSR.health)
* [[MikeRiben|Mike Riben]]
* Neha
* [[Pierre Chaminade|Pierre Chaminade]]
* Posterdati
* [[RamSriram|Ram D. Sriram]]
* [[RamSriram|Ram D. Sriram]]
* [[RaviSharma|Ravi Sharma]]
* [[RaviSharma|Ravi Sharma]]
* [[RobertRovetto|Robert Rovetto]]
* [[RobertRovetto|Robert Rovetto]]
* [[RonRoss|Ron Ross]]
* [[SteveRay|Steve Ray]]
* [[SudarsanRachuri|Sudarsan Rachuri]]
* [[ToddSchneider|Todd Schneider]]
* [[ToddSchneider|Todd Schneider]]


== Discussion ==
== Discussion ==
[11:40] RaviSharma: welcome everyone to an exciting talk from Doug Lenat CEO CyCorp
[12:05] ToddSchneider: Is there common 'agreement' on the definition of 'disaster'?


[11:57] Donna Fritzsche: Hi Everyone!
[12:09] RaviSharma: Hello everyone and welcome to this second session.


[12:25] Mike Bennett: Yay for combining symbol and statistical AI!
[12:13] Gary BC: @Paul I see that Ajay is on the Zoom.  You can introduce his as part of the panel and he can say what he likes and answer Qs if there are any.


[12:25] Douglas R. Miles: Question: Has "Explainable AI" funding been interested in CYC?
[12:18] RaviSharma: How do you keep information current, such as fixing broken links etc?


[12:42] BobbinTeegarden: @Doug: Is the answer 'holonic' and you move your perspective (context) around until you get  best fit?
[12:19] ToddSchneider: The discovery problem is always with us


[12:51] BobbinTeegarden: Are you moving to contextual nesting, like lisp?
[12:20] ToddSchneider: The link from Joshua Lieberman: http://readiness.disasters.ogc.org/index.php


[12:58] RaviSharma: Doug - By compiling the list of mistakes and publishing them would be a great guide for future ontology developers and users!
[12:21] RaviSharma: thanks Todd


[12:58] SteveRay: I distinguish ML applications from symbolic applications by recognizing that ML successes tend to be automating perception while symbolic systems automate cognition. Do you agree?
[12:23] RaviSharma: Another link from Josh is https://www.ogc.org/projects/initiatives/disasterpilot


[12:59] RaviSharma: What are the differences in Watson and CyC and also Search engines?
[12:27] RaviSharma: Intro to DP21 presented to Canadian Council on Geomatics: https://docs.google.com/presentation/d/1b1czWwmwBXvv_KN3JDurq-4Kg6w_-P3A/edit?usp=sharing&ouid=106053841864132926471&rtpof=true&sd=true


[13:00] RaviSharma: Does your Gene example imply a close tie with bio-genetic-ontologies?
[12:29] RaviSharma: Paul - what inventory management systems were used at backend and were these not affected by disaster? any backup or recovery?


[13:02] Andrew Dougherty: Are you working on an Intelligent Tutoring System that teaches CYC usage to people using CYC?  What about doing Mathematical Knowledge Management in CYC by bridging like Lean and other formal mathematical libraries like Archive of Formal Proofs, etc? Are you taking on remote unpaid interns?
[12:35] Paul Churchyard (HSR.health): @ravi other applications of our medical supply needs index in the us do incorporate existing inventory of medical supply on hand as well as within the supply chain.


[13:03] Rachuri: Thank you very much for the inspiring presentation (as well as for the question on Judea Pearl). Will the presentation/recording be made available?
[12:49] Ajay Gupta: Hello All and thank you for the opportunity to speak. Paul is our Chief Geospatial Officer and more than capable! I am in a place with high background noise.


[13:08] janet singer: My answer in the chat to the question re the video was yes, it will be on the meeting page https://bit.ly/346GFIz


[13:08] Ram D. Sriram: What do you see is the role of CYC in the Open Knowledge Network initiative at NSF?
[12:56] Josh Lieberman (OGC): https://developers.google.com/search/docs/advanced/structured-data/intro-structured-data


[13:08] Mike Bennett: Do you define 'context' as a nexus of concepts and / or instances of concepts, or is it defined in some other way?
[12:56] Mark Underwood: Wonder if speakers are familiar with XchangeCore and SABER, which have been used for disaster coordination prior to COVID19 https://www.saberspace.org/xchangecore-reference.html  Lot of dependence on ESRI http://nebula.wsimg.com/fb6f488133d5f19c5eec552743c51012?AccessKeyId=13D8F7C38EE33563EC70&disposition=0&alloworigin=1  California Governors Office of Emergency Services sponsored work in c. 2017


[13:09] RaviSharma: Ron Ross Q from chat: I'd like a quick overview of the future mistakes to be made, if not already mentioned.
[12:57] Mark Underwood: I assume another antacid is needed for NIEM?  https://www.niem.gov/communities/emergency-management


[13:11] Pierre Chaminade: Synergy, as you described, seams really far from an epistemic engine. Without that, it seams that we will always be limited by the structure of the KB and I doubt that the space of problems solved by those tools will go outside what we can already solve. What is your take on that ?
[12:58] Mariya Evtimova: What about the Dublin core standard?


[13:13] RaviSharma: Janet - thanks for recording location
[13:09] Paul Churchyard (HSR.health): Hsr.health's work has had operational impact  We've supported FEMA, several states, the WHO, and others throughout the pandemic with the indices we discussed today throughout the pandemic.


[13:25] Douglas R. Miles: I think one of a true interesting litmus test milestone for Cyc is to write the rules of chess.. give it any number of hours it needs.. And then end up playing a kick butt game of chess.. in other words could spin up some sort sort of cache.. Since most interesting problems in inference are going to be at least as complex as a chess game
[13:12] Paul Churchyard (HSR.health): At the local level, We've supported a small city (Seat Pleasant, MD), however, much of the work was at the State level.


[13:26] John Sowa: Important point about Microsoft's natural language:  They were 99% syntactic with very little semantics.
[13:15] Josh Lieberman (OGC): Thanks to everyone for their attention and questions.


[13:26] John Sowa: I could summarize that point in 2 minutes.
[13:15] Paul Churchyard (HSR.health): Thank you everyone for your time!


[13:27] Ram D. Sriram: In health care how can you avoid the problems that IBM Watson encountered?
[13:16] Ajay Gupta (HSR.health): Thank you everyone for inviting us to speak and your thoughtful questions
 
[13:27] Douglas R. Miles: what my litmus test helps define is in ways the cache is able to find the smallest state
 
[13:28] janet singer: @Ken It would be great to continue this discussion if Doug is available for a future hour, maybe after another one of the scheduled Wednesday sessions?
 
[13:29] Douglas R. Miles: 2 weeks from now there is a "Panel" open
 
[13:29] John Sowa: Mike, important point about context:  everybody who tried to define context failed.
 
[13:30] Gary BC: We are out of time but it would have been interesting in light of the right vs left brain frame to ask Doug about the NELL experience which starts with KB building using some forms of "ML".
 
[13:31] Mike Bennett: Thank John. I think it can be done - we've been looking at this at OMG. Was keen to hear how Doug formally defines Context.
 
[13:32] ToddSchneider: Doug,  natural language processing is important, though costly. Perhaps the injection of context into the processing will produce better results.
 
[13:33] John Sowa: Nobody who has ever defined context has succeeded.
 
[13:33] Mike Bennett: Can we ask more about Context at that future session? Seems to impinge on a lot of things we've considered today.
 
[13:33] Pierre Chaminade: @dmiles, are you up for a call after this ?
 
[13:34] SteveRay: Nice talk and discussion. Thanks!
 
[13:34] ToddSchneider: natural language processing is important only if communication with humans is needed.
 
[13:34] BobbinTeegarden: @John  as close as we get at OMG is using who what when where why and how... it seems to point us in the right direction ... would use your 'ist'...
 
[13:34] Gary BC: Chris Mungall and Justin Reese are scheduled for next week.
 
[13:34] AlexShkotin: Thank you.
 
[13:34] John Sowa: There is one possible general definition of context:  whatever is necessary to understand a sentence.
 
[13:35] Pierre Chaminade: Good bye everyone, that was a great experience !
 
[13:35] Mike Bennett: That's not really a definition though, that's a problem statement (scope).
 
[13:35] RaviSharma: john we will address your Comments next time,
 
[13:36] BobbinTeegarden: @John more on that...?
 
[13:36] RaviSharma: thanks a lot everyone.
 
[13:36] BobbinTeegarden: @John  ... a 'microcontext'?
 
[13:36] John Sowa: Mike, that is what I said:  it's impossible to give a definition of context that is independent of the context.
 
[13:37] John Sowa: I'll send a note about context to Ontolog Forum.
 
[13:38] BobbinTeegarden: @John  ouroboros...
 
[13:38] RaviSharma: John but nothing can be meaningfully expressed without context- agree.
 
[13:38] BobbinTeegarden: @John ... or Lispian recursion?
 
[13:39] RaviSharma: Thanks John that would be valuable.
 
[13:40] Mike Bennett: @John that's an interesting assertion. I'll take that back to our little group and give it some more thought.
 
[13:40] ToddSchneider: 'Context' would appear to behave in a self-referential manner.
 
[13:41] RaviSharma: context creates environment and creates the base on which to further any activity- dialog or communication, especially among communicating parties!
 
[13:41] BobbinTeegarden: @Todd  self-referential ... holonic?
 
[13:41] Mike Bennett: I remain to be convinced - pragmatically I think it can be simplified to 2 levels but that's just engineering pragmatics. I wish we'd had time to learn how Cc defines context since Doug said they had a formal definition of it.
 
[13:42] RaviSharma: Also one has to understand or identify if context changes during a discourse or engagement
 
[13:42] ToddSchneider: Bobbin, possibly. I'm not aware of research into 'self-referentiality'.
 
[13:42] RaviSharma: Context is like mini situational awareness.
 
[13:44] ToddSchneider: Ravi, 'awareness' of a situation is different from the situation or context of the situation one may be aware of.
 
[13:45] Andrew Dougherty: I don't know if this is known, but Contexts can inherit axioms via the genlMt(Mt1,Mt2), ist(P) means P follows, istAsserted(P) means it is asserted in the context.  Constants can bear two different sets of assertions in different contexts. There are dimensions to contexts, such as temporal.
 
[13:45] RaviSharma: Bobbin I would say it has to be correlated with dialog parties otherwise it is a monolog and to be understood even in self-reference on has to define at least time space topic etc at minimum? Epoch is what I call it!
 
[13:45] BobbinTeegarden: Doesn't perspective scope around to different contexts...?
 
[13:47] BobbinTeegarden: @Ravi  if a dialogue is a perspective/context, yes..
 
[13:47] RaviSharma: Todd - context can help you be almost aware of what is going on or about in a situation or meeting or presentation or book?
 
[13:47] Andrew Dougherty: *ist(C,P), istAsserted(C,P).
 
[13:48] BobbinTeegarden: *ist -- yes, can we get JohnSowa to talk more about ist (again) next time?
 
[13:48] RaviSharma: I was giving examples of context for What? a dialog bet people is an example in which context is helpful. In a drama the anchor explains context among different sections?
 
[13:49] BobbinTeegarden: How do you model context?!
 
[13:50] BobbinTeegarden: Isn't context multidimensional?
 
[13:50] RaviSharma: If I write a book, preface is supposed to provide context?
 
[13:51] RaviSharma: Yes Bobbin it is a great comment thanks
 
[13:53] RaviSharma: Doug - if you want to see these Qs, we can send you chat transcript or you can see it on meeting page?
 
[13:54] ToddSchneider: The common definitions of 'context' usually make reference to an ability to understand (presumably something in that context). Perhaps it may be useful to focus on 'context' with respect to 'understanding'? Or narrow it down to 'how is context related to communication'?
 
[13:55] RaviSharma: For the next interaction with Doug Lenat, I would not only like to learn how different users would be able to learn how to use CyC but also examples like healthcare or supply chain we could not get to today?
 
[13:55] RaviSharma: how much of LISP one has to know for example?
 
[13:57] janet singer: Re Johns context as what is necessary to understand a sentence, Winograd and Flores emphasized dialogue that articulates the basis of a representation and adjusts as needed to a new situation. To understand is to make a commitment to do this reinterpretation
 
[13:57] BobbinTeegarden: @Ravi I would think the important thing to know about LISP is that it's infinitely recursive... turtles all the way down, and UP
 
[13:58] RaviSharma: Todd if we do not specify any context in the beginning or even situation or publication, it will take longer for target to understand the background of event or dialog etc! Hence implication is some kind of context before we begin anything?
 
[13:58] BobbinTeegarden: @Janet  yes!  and contexts that morph are even harder.
 
[14:00] RaviSharma: Yes I had a course 50 years ago!
 
[14:01] RaviSharma: Janet - you explained it nicely and scholarly as well.
 
[14:03] RaviSharma: Bobbin - my course Prof had developed LISP - name Harold Macintosh, Florida 1963-65
 
[14:03] janet singer: The sense of social action commitment that could span morphing contexts seems completely at odds with formal ontological commitment
 
[14:04] RaviSharma: Bobbin - in many meetings I have said that ontology has to be extended to include uncertainties, dynamics, strengths and types of relationships etc.
 
[14:06] Mike Bennett: This kind of stuff is all covered under pragmatics,which considers the interpretation (semiotics) of a symbol in a given context.
 
[14:06] RaviSharma: Janet - As the history or topics evolve, contexts change! Change is the rule rather than exception, some models we follow are convenient as static!
 
[14:06] janet singer: One could picture a system that would include the abducers Doug mentioned working together with the human reasoner.
 
[14:09] janet singer: @Mike, Yes. And both pragmatics and semiotics have gotten inadequate attention in the focus on semantics
 
[14:09] RaviSharma: My favorite context (as function) is a tuple and one of the parameters is time!
 
[14:10] RaviSharma: Mike Bennett - thanks for semiotics!
 
[14:10] ToddSchneider: Ravi, humans, at least those that are not unconscious, and most organisms have some recognition or (sensory) awareness of their surroundings. Such awareness is implicit.
 
[14:11] RaviSharma: how are these related in epistemology
 
[14:12] RaviSharma: Todd - yes even if I am cognitive, I need to set my expectation in say reading a book, as to what it is about? context!
 
[14:19] janet singer: Charles Morris suggested the three perspectives on rules within semiotics as syntactics, semantics, and pragmatics in his Foundations of a Theory of Signs. But he emphasized they are not strictly separable
 
[14:20] janet singer: The rules of each kind provide context for the others
 
[15:04] RaviSharma: Janet - thanks


== Resources ==
== Resources ==
* [https://bit.ly/3L9YlDF Video Recording]
* [https://bit.ly/3AA5SH3 Video Recording]
* [https://youtu.be/oHQvlBQKE4Y  Youtube Video]


== Previous Meetings ==
== Previous Meetings ==
{{#ask: [[Category:OntologySummit2022]] [[Category:Icom_conf_Conference]] [[<<ConferenceCall_2022_02_02]]
{{#ask: [[Category:OntologySummit2022]] [[Category:Icom_conf_Conference]] [[<<ConferenceCall_2022_01_26]]
         |?|?Session|mainlabel=-|order=desc|limit=3}}
         |?|?Session|mainlabel=-|order=desc|limit=3}}
== Next Meetings ==
== Next Meetings ==
{{#ask: [[Category:OntologySummit2022]] [[Category:Icom_conf_Conference]] [[>>ConferenceCall_2022_02_02]]
{{#ask: [[Category:OntologySummit2022]] [[Category:Icom_conf_Conference]] [[>>ConferenceCall_2022_01_26]]
         |?|?Session|mainlabel=-|order=asc|limit=3}}
         |?|?Session|mainlabel=-|order=asc|limit=3}}


Latest revision as of 18:31, 16 December 2022

Session General Disaster Parametric Landscape
Duration 1 hour
Date/Time 26 Jan 2022 17:00 GMT
9:00am PST/12:00pm EST
5:00pm GMT/6:00pm CET
Convener Ravi Sharma
Track Disaster Landscape

Ontology Summit 2022 General Disaster Parametric Landscape

Dealing with Disasters

The COVID-19 pandemic as well as other pandemics and disasters have prompted an impressive, worldwide response by governments, industry, and the academic community. Ontologies can play a significant role in search, data description, interoperability and harmonization of the increasingly large data sources that are relevant to disasters such as the COVID-19 pandemic. The Ontology Summit 2022 examined the overall landscape of disasters and related ontologies. A framework consisting of a set of dimensions was developed to characterize this landscape. The framework was applied to health-related disasters, environmental disasters, as well as aerospace and cyberspace disasters. It was found that there are many cross-domain linkages between different kinds of disasters and that ontologies developed for one kind of disaster can be repurposed for other kinds. A representative sample of projects that have been developing and using ontologies for disaster monitoring and response management is presented to illustrate best practices and lessons learned. The Communiqué ends by presenting the findings and recommendations of the summit.

Agenda

  • Panel Discussion
    • Josh Lieberman, Harvard U Overview of the OGC Disaster Pilot
    • Paul Churchyard, HSR.health, Health Spatial Data Infrastructure- part of the OGC 2021 DIsasters Pilot Slides
  • Video Recording

Conference Call Information

  • Date: Wednesday, 26 Jan 2022
  • Start Time: 9:00am PST / 12:00pm EST / 6:00pm CET / 5:00pm GMT / 1700 UTC
  • Expected Call Duration: 1 hour
  • The Video Conference URL is https://bit.ly/3rTKSGQ
    • Meeting ID: 881 4427 2329
    • Passcode: 553714
  • Chat Room: https://bit.ly/37g93pC
    • If the chat room is not available, then use the Zoom chat room.
  • One tap mobile

Attendees

Discussion

[12:05] ToddSchneider: Is there common 'agreement' on the definition of 'disaster'?

[12:09] RaviSharma: Hello everyone and welcome to this second session.

[12:13] Gary BC: @Paul I see that Ajay is on the Zoom. You can introduce his as part of the panel and he can say what he likes and answer Qs if there are any.

[12:18] RaviSharma: How do you keep information current, such as fixing broken links etc?

[12:19] ToddSchneider: The discovery problem is always with us

[12:20] ToddSchneider: The link from Joshua Lieberman: http://readiness.disasters.ogc.org/index.php

[12:21] RaviSharma: thanks Todd

[12:23] RaviSharma: Another link from Josh is https://www.ogc.org/projects/initiatives/disasterpilot

[12:27] RaviSharma: Intro to DP21 presented to Canadian Council on Geomatics: https://docs.google.com/presentation/d/1b1czWwmwBXvv_KN3JDurq-4Kg6w_-P3A/edit?usp=sharing&ouid=106053841864132926471&rtpof=true&sd=true

[12:29] RaviSharma: Paul - what inventory management systems were used at backend and were these not affected by disaster? any backup or recovery?

[12:35] Paul Churchyard (HSR.health): @ravi other applications of our medical supply needs index in the us do incorporate existing inventory of medical supply on hand as well as within the supply chain.

[12:49] Ajay Gupta: Hello All and thank you for the opportunity to speak. Paul is our Chief Geospatial Officer and more than capable! I am in a place with high background noise.


[12:56] Josh Lieberman (OGC): https://developers.google.com/search/docs/advanced/structured-data/intro-structured-data

[12:56] Mark Underwood: Wonder if speakers are familiar with XchangeCore and SABER, which have been used for disaster coordination prior to COVID19 https://www.saberspace.org/xchangecore-reference.html Lot of dependence on ESRI http://nebula.wsimg.com/fb6f488133d5f19c5eec552743c51012?AccessKeyId=13D8F7C38EE33563EC70&disposition=0&alloworigin=1 California Governors Office of Emergency Services sponsored work in c. 2017

[12:57] Mark Underwood: I assume another antacid is needed for NIEM? https://www.niem.gov/communities/emergency-management

[12:58] Mariya Evtimova: What about the Dublin core standard?

[13:09] Paul Churchyard (HSR.health): Hsr.health's work has had operational impact We've supported FEMA, several states, the WHO, and others throughout the pandemic with the indices we discussed today throughout the pandemic.

[13:12] Paul Churchyard (HSR.health): At the local level, We've supported a small city (Seat Pleasant, MD), however, much of the work was at the State level.

[13:15] Josh Lieberman (OGC): Thanks to everyone for their attention and questions.

[13:15] Paul Churchyard (HSR.health): Thank you everyone for your time!

[13:16] Ajay Gupta (HSR.health): Thank you everyone for inviting us to speak and your thoughtful questions

Resources

Previous Meetings

 Session
ConferenceCall 2022 01 19Launch
ConferenceCall 2022 01 12Planning
ConferenceCall 2021 12 15Planning
... further results

Next Meetings

 Session
ConferenceCall 2022 02 02CYC
ConferenceCall 2022 02 09COVID-19 KGs
ConferenceCall 2022 02 16Mark Fox
... further results
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