I see. All right, good conversation. Thank you very much.

That’s a good point.

That’s great. Anything that we can help…

That makes sense. Perfect. All right.

That makes sense.

How to prevent the resource working on the same problems?

I see. Since Taiwan is far more advanced than the rest of the whole world…

Microsoft.

I think we offer our IT resource and anything that we can help, let us know.

Then we might also build a bunch of cabin hospitals, but we don’t have enough manpower to monitor and run the cabin hospital. How do we do CV and AI technology to do surveillance, vital sign collection, monitoring, and alerting system?

Something like that, yeah.

I think we need a strict, guaranteed law enforcement tool. Not just monitor, but every time there is a violation, we should be able to integrate and bring the law enforcement to enforce the people follow rule.

Last slide is for out of control, that we actually have 1,000 confirmed cases.

Number six is that hospital, we need better resource management, including equipment, personnel to be able to do low beds at all the hospitals. I don’t think right now we have a good system to do low beds right now, but I think we do need to think about it.

Number five is that, when more and more people get quarantined at home – and minor case are also quarantined at home – how do you provide a remote medical service for minor cases? We may go through CV or ASR to be able to provide a good prescription for ...

Number four is that, again, it’s that when people get confirmed infected, how do we know which case will develop into serious, major case? What kind of case will remain a minor case? We can also use big data to help to predict.

Number three is that we also need a very good free management tool to distribute the resource through our government-owned vehicles. We can also provide those system to monitor the driver, make sure they deliver on-time.

Yes. Number two is that when, since getting worse, I think our resource will be very limited. How do in efficiently deploy and supply the resource to different households? We need a very efficient supply logic, dispense system. We can also provide IT power to help build a system.

OK. Those are something we can think of when things are still under control. Next one is that it is getting worse. Now, I think we might need to apply individual health indicator. When you walk into a building, we check your health indicator to make sure you are still…This ...

How do we make sure that people stay home? Right now, I know we use a lot of human resource to call the people at home to say, “Are you stay home, quarantined?”

Number six is the hospital will need to allocate resource to deal with the confirmed cases or even some quarantine cases. How do we monitor the hospital health from the different signal that we have? Remember [inaudible 40:59] is a supporting tool for quality monitoring.

How do you make sure people follow this rule if they don’t follow rules. Then number five is how do we monitor the situation from different countries and open the border when appropriate?

It’s one meter?

Number four is about cities, how do we make sure, especially this is just analysis, one meter social distance?

The third one is, again, related to structured data. When the medicine has been developed, how can we select the patient to test it? Right now, our social structure would be able to provide a better search than those human search to find the ideal patients.

Doing it under control, those are the few items I can think of. First, predict the group that has a high chance to get infected using all the medical records they have. The second is that once you get infected, confirmed, how do you provide the best medical treatment analysis? ...

People are talking about an advanced deployment, 超前部署.

I see. The next few slides about the brainstorming part, we offer all health on a pure IT perspective, not using any medical stuff. I defined three scenarios, which is first on the control, second is a getting worse scenario. I hope Taiwan will not get into that situation. The ...

Everybody is doing that, right?

How does government interest in organize this information to become the next industry for Taiwan?

I see.

Right. From the perspective, if this is passed, although this will take years to build, if this is passed and this will be, how valuable it is to a government.

Right now, is that we actually built our subset of the database, but clean, structural, indexable, and the database eventually will become…will provide search interface for the hospital to use it. If we can duplicate this to all the hospitals, within silos still these owned by the hospital, they can ...

When we look at all the description from the doctor, has all the value information inside those descriptions.

The government can issue a query to say, “Find me all the people who have travel history, who have any symptom in the past three to six months.” That query is impossible in today’s environment.

Also, there are clinics that like to do application. We think this, we look at projects to all the hospital. In the end, it will be a very powerful tool for the country to be able to do the first line defense when something like COVID-19 happened.

That requires very fundamental, it’s to convert all their unstructured data to structured data. That’s why we’re doing this.

Yeah, it’s for insurance purposes, right. There’s a lot of information that are hidden in the inside structured, the unstructured data in the hospital. When we talk to the hospital, their doctor, they also want to provide, be able to search their records in a much more efficient way and ...

There is only a small amount of data that’s submit to our system. There’s a lot submitted to NHI…

Yeah, I think the first thing that we can offer is to extend my edition of our AI for medical side. We have so much data locked in inside the hospital.

With all this process, the more that they use it, the more people enter the correction, the model become more accurate in the future.

These are things that we do the first step to do natural language processing to analyze all the past data. The doctor also admit that, in the past, when they entered the ICD-10 code, they don’t do it very carefully.

We take the current input to become the future training data. The more that they use it, the more human input…I always use the example like Google search. The more searches you type, the more credit…You teach Google how to do better search.

Yes.

Next one.

I learned all this from Microsoft.

Next slide. This is for every public service, we monitor their availability and we build a very comprehensive system. If anything below our threshold, we will alert and call people, and wake up the people, to do the service management.

This is per team. This is per AICS unit and per team.

Once a month, we publish a co-champion in the team to encourage more Internet-driven culture. This is…

Actually, we use SonarCloud to do the co-quality testing. I learned this from Google that we actually track general productivity by the line of check-in. Every time people go check in to a master branch, we track their quality and then their quantity.