Anyone tried to use AI to detect RERAs?

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tan
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Anyone tried to use AI to detect RERAs?

Post by tan » Mon Dec 30, 2019 3:41 pm

Is that a RERA on the screen?

Image

Rather than tediously scrolling through hours of flow rate data, maybe it's now possible to teach a machine to analyze data and flag RERAs? I am sure I am not the first one with such an idea.

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Dog Slobber
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Re: Anyone tried to use AI to detect RERAs?

Post by Dog Slobber » Mon Dec 30, 2019 3:56 pm

The Resmed Airsense 10 AutoSet and AutoSet for Her, (perhaps other models) do *attempt* to flag RERAs.

I never found the RERA flagging to be accurate, reliable or beneficial. I've since moved on to an AirCurve, and don't miss not having the RERA flagging.

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Re: Anyone tried to use AI to detect RERAs?

Post by palerider » Mon Dec 30, 2019 5:49 pm

tan wrote:
Mon Dec 30, 2019 3:41 pm
Is that a RERA on the screen?

Image

Rather than tediously scrolling through hours of flow rate data, maybe it's now possible to teach a machine to analyze data and flag RERAs? I am sure I am not the first one with such an idea.
Since you stopped breathing, it's an apnea. But it doesn't *count* because it wasn't at least 10 seconds.

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Re: Anyone tried to use AI to detect RERAs?

Post by Geer1 » Mon Dec 30, 2019 6:09 pm

Some of the breathes before pause look a little suspect then afterwords they look more sleep like. I am thinking the pause is sleep transition (if over 10 seconds would be called a sleep transition apnea).

The arousal either happened before the data you posted or possibly right before the cessation. Not enough data to know if it was a breathing related arousal or just spontaneous arousal. You can’t really tell without eeg (unless breathing gets obviously flow limited etc for 10 seconds prior to arousal then it is a safer guess of being a rera.

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Re: Anyone tried to use AI to detect RERAs?

Post by chunkyfrog » Mon Dec 30, 2019 7:24 pm

Can you hiccup in your sleep?

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tan
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Re: Anyone tried to use AI to detect RERAs?

Post by tan » Tue Dec 31, 2019 3:35 pm

chunkyfrog wrote:
Mon Dec 30, 2019 7:24 pm
Can you hiccup in your sleep?
Maybe, question is whether the increased flow, after a short pause, is an indication of sleep-disordered breathing, or is it something to be ignored, or it's still arousal but not breath-related, but I guess it's impossible to tell without EEG.

Thanks, everyone, for chiming in.

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Re: Anyone tried to use AI to detect RERAs?

Post by greatunclebill » Tue Dec 31, 2019 10:36 pm

Geer1 wrote:
Mon Dec 30, 2019 6:09 pm
sleep transition apnea
LOL... good one.

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Re: Anyone tried to use AI to detect RERAs?

Post by djams » Wed Jan 01, 2020 1:55 pm

Dog Slobber wrote:
Mon Dec 30, 2019 3:56 pm
The Resmed Airsense 10 AutoSet and AutoSet for Her, (perhaps other models) do *attempt* to flag RERAs.

I never found the RERA flagging to be accurate, reliable or beneficial. I've since moved on to an AirCurve, and don't miss not having the RERA flagging.
Interesting. RERA's were a major component of my SDB, and I ignored then for quite a while. If they meant anything, they'd show up on the machine's sleep report, I thought. Then I watched the sleep disordered breathing video that palerider posts pretty frequently and it prompted me to take a look.

Here is an example of what I'd see regularly while getting my settings tweaked. Three minutes of struggling to breathe, with a big arousal at the end. Looks very much like a hypopnea. I speculate that it didn't meet the criteria for flow reduction. But not sure. I'd have 10-20 of these a night. As you point out, not all of them would look as legit as this one. But OA's+H's+RERA's is what made me accept the advice here to keep raising min pressure.

So I wouldn't tell folks to ignore RERA's, were very real in my case.
RERA.png
RERA.png (17.01 KiB) Viewed 17954 times

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Re: Anyone tried to use AI to detect RERAs?

Post by palerider » Wed Jan 01, 2020 5:30 pm

djams wrote:
Wed Jan 01, 2020 1:55 pm
Dog Slobber wrote:
Mon Dec 30, 2019 3:56 pm
The Resmed Airsense 10 AutoSet and AutoSet for Her, (perhaps other models) do *attempt* to flag RERAs.

I never found the RERA flagging to be accurate, reliable or beneficial. I've since moved on to an AirCurve, and don't miss not having the RERA flagging.
Interesting. RERA's were a major component of my SDB, and I ignored then for quite a while. If they meant anything, they'd show up on the machine's sleep report, I thought. Then I watched the sleep disordered breathing video that palerider posts pretty frequently and it prompted me to take a look.

Here is an example of what I'd see regularly while getting my settings tweaked. Three minutes of struggling to breathe, with a big arousal at the end. Looks very much like a hypopnea. I speculate that it didn't meet the criteria for flow reduction. But not sure. I'd have 10-20 of these a night. As you point out, not all of them would look as legit as this one. But OA's+H's+RERA's is what made me accept the advice here to keep raising min pressure.

So I wouldn't tell folks to ignore RERA's, were very real in my case.
Image
What I see there is increasing flow limitation (the chair shapes on the inhalations) then an arousal, recovery breaths, possibly some moving around, and more recovery breaths.

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Last edited by palerider on Wed Jan 01, 2020 7:45 pm, edited 1 time in total.
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Re: Anyone tried to use AI to detect RERAs?

Post by Geer1 » Wed Jan 01, 2020 6:11 pm

djams wrote:
Wed Jan 01, 2020 1:55 pm
So I wouldn't tell folks to ignore RERA's, were very real in my case.
RERA.png
I don't believe Dog Slobber was saying that you should ignore RERA's, just that you should take the Autoset flagged RERA events with a grain of salt and that you need to review your data to see if what is flagged as a RERA is actually a RERA (like in your case).

I have now had four RERA's flagged by my autoset and three of them are questionable (like the following example). I believe there have been many other more obvious RERA's not flagged by the machine as well, they simply can't flag RERA's accurately as it requires EEG data which is not available on these machines.
RERA.PNG
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Re: Anyone tried to use AI to detect RERAs?

Post by palerider » Wed Jan 01, 2020 7:46 pm

Geer1 wrote:
Wed Jan 01, 2020 6:11 pm
flag RERA's accurately as it requires EEG data which is not available on these machines.
Thank you, captain oblivious.

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Re: Anyone tried to use AI to detect RERAs?

Post by Geer1 » Wed Jan 01, 2020 8:45 pm

palerider wrote:
Wed Jan 01, 2020 5:30 pm
What I see there is increasing flow limitation (the chair shapes on the inhalations) then an arousal, recovery breaths, possibly some moving around, and more recovery breaths.
palerider wrote:
Wed Jan 01, 2020 7:46 pm
Thank you, captain oblivious.