For kleinbl00 and Dala and anyone else who wants to join the party.
Some disclaimers:
I do not do disease investigation as my regular job. I do have experience in it from other roles before my actual job. I've been pulled in because, if you haven't heard, there is a minor pandemic going on outside and I do have experience doing this stuff. They didn't have to train me, they could just throw me in. I was familiar with the state's reporting system which is old and ugly and doesn't work well, so I was an early adoption. The teams, both regular investigation and long term care investigation continue to grow and new teams are being actively started including a food facility team.
I can only speak to my state and their protocols, and even then, there will be things I can't answer.
I will not divulge the state I live in. Sorry.
The day I'm posting this I am not working, so I am taking the day for myself and trying not to ponder work stuff too much. I will likely answer some stuff today, but ask away and if I don't get to you the day you ask, I will get to you eventually.
Alright, so onward. I work at a local health department assisting with long-term care outbreaks and investigation. I help guide facilities on how to best reduce spread of disease. Some fun resources I've posted in Chat and Pubski include CDC's disease surveillance website and the Council of State and Territorial Epidemiologists' (CSTE) case definition for COVID-19, because as of April 28th, CDC hasn't posted a surveillance definition.
Some fun things I posted in Chat, literally copy and pasted below, because some people are dismayed chat disappears over time.
KB's WaPo Article that kicked this whole thing off: https://www.washingtonpost.com/investigations/2020/04/27/covid-19-death-toll-undercounted/?arc404=true
I never put this in Chat, but one of the concepts of death I want people to consider -- Someone has a heart attack while driving. They crash their car. They die. Did they die from the heart attack or the car crash? Is this person's cause of death heart disease, or accident? How do we keep statistics as accurate as possible? There's no right or wrong answer, it's simply a though-experiment to ponder. We can bring this to COVID too. We have a 98 year old on hospice. All of a sudden, they get COVID-19 as the cherry on top. Poor bastard. They die. Expected, they were already on hospice. Did COVID-19 kill them and do they get counted in that, or are they counted as what was already killing them even if COVID might have killed them vaguely prematurely. There's no answer which is why this whole thing is so difficult. Alright, back to regularly scheduled programming, the Chat copy-pastes.
So on KB's WaPo article... I think a big reason is the way deaths are counted. I know in my area, we need a death certificate noting a cause of death of COVID-19 to put into the state system that yes, COVID-19 was a contributing factor in the death. That gives the state the option to only count deaths with death certificates, and not necessarily include deaths in people diagnosed with COIVD-19. I will admit I don't know if the state is considering that "did condition contribute to death" question in their count, but it's a question in the system and something they can filter by. And I think a big reason on why states are underreporting deaths is to make them look better. No state wants NJ's issue of a nursing home where everyone is presumed positive, or where the morgues are too full and they're just throwing bodies in the basement. So if they can keep that number artificially low, it keeps the eyes on other states. It's all a massive shitshow.
@am_Unition [42935723]: Oh it gets even more fun. Welcome to the wonderful world of Disease Investigation. Alright, so every reportable disease has a case definition. For the most part, they're on the CDC's website. It's buried deep, but the state system links to it and I'm sure other state systems do as well. That website is here: https://wwwn.cdc.gov/nndss/conditions/. Okay, so now that you've looked through that, you'll see COVID-19 isn't even on there! Fortunately, we have our friends over at The Council for State and Territorial Epidemiologists (CSTE) to thank, because they've released a defintion that we are using. We being my area, others within the state and other states, who knows. Again, I can only speak for what we are doing. So CSTE's definition is available in this ten page PDF document: https://www.med.ohio.gov/Portals/0/CSTE%20COVID-19%20Case%20Definition_1.pdf. It boils down to -- Confirmed is PCR test through an EUA lab. Probable is other types of tests, including antibody, again from an approved lab, but that person also has to be exhibiting specific symptoms or have an epidemiologic link. Then Probable can also be the same set of specific symptoms and an epi link. The last probable is death certificate (remember that one? Ha). So now we get to what is actually happening, especially with respect to asymptomatic people. We see a massive facility. 150 people. They decide to test everyone. Whoops, they don't do their research and use a lab under EUA review, but not with EUA approval yet. FDA has even said if you're a lab in good standing, whatever that means, and if you validate your test in some magic way, again super vague, that you're fine and don't need anything more. But this specific lab is not EUA approved. As such, right away no case from the facility can be "confirmed" per the definition. Now due to the way we're dealing with healthcare facilities, you live or work in one, you have epi link. So that's not a concern. The problem is symptoms at this point. Every case with a positive result from a test under EUA review who is asymptomatic or not showing the correct symptoms gets counted as "Not a case". We don't even waste time putting it in the system. If that test gets EUA approval, we will not go back and change anything, because we aren't putting them in the system and we're told not to put them in the system at a later date. Now one of my facilities decided to test the entire population. 60-75% of the reports I've recieved so far don't meed clinical defintion, and as such aren't even a case. This way, state gets to say look, we have cases, but we're keeping case counts in facilities low. There's a massive ordeal around long term care facilites and COVID. Being able to keep case counts low but not too low is a good thing. It feels like that's what they're trying to do.
Oh that's a fun one. A facility reported a non-EUA lab and I wanted to be sure so I asked them to send me the actual lab result. The FDA has a site for EUA lookups (below) that I'm not sure how often is updated. Often I hope... But if the lab paperwork itself said something about that EUA approval, I'd have called the lab and asked for the letter of approval as it was not and still is not on FDA's website. That "good standing" was the wording on the result. Looking on FDA's website for that exact wording I can't find it, but there's this page stating "Specifically, last month, as part of our broader strategy, the FDA issued a policy explaining that FDA does not intend to object when developers of serological tests market or use their tests without prior FDA review where: 1) the tests are validated by the developer to determine that they are accurate and reliable, 2) notification of the developer’s validation is provided to FDA, and 3) the tests are labeled appropriately, including that they are not to be used as a sole basis for diagnosis." - Whether or not the specific lab I experienced yesterday had wording stating it should not be the sole basis for diagnosis I do not remember. That is another fun game if the facility is using the positive result even in the person is asymptomatic. Fun times. I'm going to keep looking more for that test's wording on FDA's site. That would be fun. What does that "validated by the developer" look like? Who the hell knows. I couldn't begin to guess where to find that information, I don't have time at work to look, and I will not spend my days off doing that. Maybe that's available on a website somewhere for the general public to audit, but that would surprise me, because trade secrets or some bullshit. As to who is using the labs, a lot of people are no doubt. It's something we need to watch for as results are sent in. The extra fun part only the lab or the test kit need to be EUA certified, not both. So in the case of this facility, neither are, but I had a coworker who had test kits that were approved, even while the lab wasn't. We were told to count and upload those. Now most of the time we don't get both the lab and the test kit manufacturer. But when we get a result from one who is not, we try to ask the facility to fax the paperwork to us so we can look into it. That's how my coworker and I ran into that fun lab vs testkit vs EUA game. Per our health dept physicians, false negatives run 25-30%. Should those have gotten EUA approval? When should that EUA approval be removed because we have better standards? When facility of 300 tests every person, they have 200+ and 100-, they cohort those positives and negatives to try to keep the other 100 healthy and conserve PPE, but 25 or 30 of those negatives are really positive and now it can easily spread through the extra population, what should be done? This is why at some point we say just assume everyone has it. It's why cohorting is recommended for a time, but at some point there's just no point. CDC guidance on cohorting in correctional facilities. Does the lab you're using have EUA approval? Check FDA's site here.
As someone who bids on government contracts for a living, I can see through this opaque maze like it was made of glass. What a shitshow. Example from my biz: Our product is primarily web-based, and lives in the cloud. At first, that was in our own managed data center. But recently we have moved to the Google Cloud Platform. People are naturally security-conscious, so they ask of we are "SOC2 Certified", which is a security standard that covers key physical and electronic security best-practices. (Like required password strength, and servers are in locked cages with restricted access.) Google is SOC2 certified. But for BOTH of us to get SOC2 certification, Google and my company would have to launch a joint effort for about 6 months, to go through every detail of our installations and everywhere our systems touch, write up all the documentation, submit it, and receive our certification in 2-3 months. So around 9 months of work, if everything goes well. And we would have to re-do that exercise every year, or every time either one of us upgraded or changed any of the systems that had been examined. So we say, "our software runs in SOC2-certified data centers" when people ask if we are "SOC2 certified". Because they have no idea what they are asking for; they just googled "good security standard" and came up with the buzzword "SOC2". So I can TOTALLY see how an "EUA approved lab" is something that is absolutely necessary to have and at the same time, unclearly defined. A low-level functionary was protecting their hide one day and wrote an extra line of text somewhere, and now it's policy.
I'm 100% sure that getting EUA certification has everything to do with having the proper documentation in place and proving to FDA that you do. FDA is a good organization, and I know they're doing their best under very difficult circumstances right now. If they start letting everyone do Covid tests without documentation, they're opening everyone up to lawsuits when John Doe tests negative and he goes out and infects Jane Smith's grandma who then dies. I'm also 100% sure getting EUA cert doesn't mean that your test is necessarily that good, but rather that you have a good handle on its sensitivity and specificity. For what it's worth, if your test isn't CLIA certified, you can't get reimbursed for it, so it's a big deal to hospitals too.
I am so so grateful for everything the FDA is doing these days. It just makes my life harder that I can't accept any test that comes across my desk. But I know those poor bastards are working an insane amount to verify as many tests as they possibly can to alleviate the stresses on the current approved tests.
Not sure if this is true in all states but in my state, if someone has a heart attack while driving and and crash their car, the crash is not considered a fatal car crash if they are determined to have died from the heart attack and not the crash. That is, unless someone else dies in the accident. So this part about is the cause of death COVID-19 or whatever had the person in hospice in the first place, while being news, is not particularly surprising now that I think about it. I didn't realize that there was no CDC definition yet. So as far as you know your region is using the CSTE standard but I wonder how widespread the adoption of that standard is, or if there are other, competing standards, and if so, what the differences might be. That whole thing with the tests and EUA labs... wow. This is going to be a mess for awhile, isn't it?I never put this in Chat, but one of the concepts of death I want people to consider -- Someone has a heart attack while driving. They crash their car. They die. Did they die from the heart attack or the car crash? Is this person's cause of death heart disease, or accident? How do we keep statistics as accurate as possible? There's no right or wrong answer, it's simply a though-experiment to ponder.
It's great your state defines that kind of stuff. I'm not sure which ones do and which ones don't. I think John Oliver's look into coroners and medial examiners is interesting. I haven't watched it in quite a while so I don't remember exactly how relevant it will be, but I remember being appalled at the lack of training some of these people need. Actually, CDC adopted CSTE's definition between me posting that in Chat and now!. I don't know exactly which day, but they did accept it. In regards to other standards I couldn't begin to guess. But now that CDC has adopted hopefully that helps things out a bit. Now, of course that's new and who knows how long it will take for that to be adopted nationwide. As much as we like to think it'll happen overnight, that's a wildly optimistic viewpoint. That assumes every level is auditing the next level below, to the local head of disease investigation auditing their workers', and I can verify they're too busy to be doing that. Maybe the state is watching, but they won't be watching if labs and kits are EUA approved, that's my and my colleagues jobs. And the idea we have time for that is wild. We have to find time, but that means other things get pushed off. It's vital because that's the difference between an asymptomatic person being counted as Confirmed vs Not a Case. When I have a facility that tested everyone and have a pile of 40 tests all of which are from an unapproved lab and 3/4 of cases are asymptomatic, that's a ton of time whether or not I have to manually input those patients and labs and call them a case or if I just get to shred the report. All of my colleagues are running into the same issues. We had a meeting on Friday at like 2:30 to review test kit and lab guidance and the determination was pretty much we're expected to do the legwork to find out if people are EUA approved or not, which includes calling labs and asking if they're approved and not on the FDA's site yet, if their kits are approved, or if they're all unapproved. And the lowly receptionists who answer the phones certainly don't know. So they bounce us up to a voicemail we may or may not hear back from. Now I get to play the game of "How many times do I have to call the lab?" Oh, and Friday right after that meeting, I found a lab result in the system which said the lab and test kit are not EUA approved, but the assay medium in the test kit is. I bounced that up to my our head of disease investigation and am waiting on a response. I really hope I'm not expected to call a lab and find out they use a test kit then call the kit company and find out what specific part of the kit is approved then keep going to him and asking what is and isn't allowed. When I left Friday I still didn't have an answer. Yeah, it's gonna be a mess for a good long while.
Since our little chat (in chat), we've confirmed that it isn't just one scale of government susceptible to craving manipulation of covid-19 statistics. I know that you probably can't be too specific, but what can you tell us about the process of your intellectual labor being reallocated? This is designed to be a super general question, bwah ha ha haaa! My wife worked in a PCR lab while she was an undergrad. Got invited, top of her classes. Doing PCR right is an artform. It isn't a machine that you just feed a petri dish into, there is a very involved process of preparation, testing, and interpretation. Maybe the lab she worked in had a pretty outdated machine, but so do a lot of facilities out there. A good PCR machine is a few 10's of thousands of dollars. So I can see all of that, and the immediate onset of covid-19-related demands introducing at least some uncertainty into the PCR results too. This is not a question for c_hawkthorne, I just want to wonder aloud what the false negative/positive rate is for the antibody test vs. the PCR. Probably still much higher for the antibodies? mk b_b, this is the last time I'll barrage you with alerts for a few days (if you start reading here, just skip to the above paragraph, after finishing this one), but I wanted to hear your take on the state of PCR. I mean I checked and read literally ten hundred thousand PCR blogs before bothering you :D! Back to c_hawkthorne, the idea central to all of this is that skewing statistics is not only greatly incentivized, it's still currently feasible, given the large error bars still complicating analyses across a lot of datasets. Check this post, when you get a chance (presumably you're fairly busy), and feel free to cheat with the ehhh-pretty-accurate NYTimes summary article (psssst, i know a guy who can cure paywalls in DMs). wasoxygen is gonna love this sentence: It appears as though the incentives governmental leaders face while making policy to skew statistics in favor of their own re-elections can produce market incentives that do not favor the common good. And perhaps especially so during the worst possible circumstances. FWIW, I think that most of the tests around the world are garbage. If you check out the "worldometer" covid records, the Faeroe Islands have now surpassed Iceland in per capita testing (scroll down to the first table, and sort by descending order in the final column). Competing scenarios: 1) Two relatively isolated island nations with small populations are all infected with covid, with no false positives and a ton of asymptomatic cases, or 2) Our testing is terrible. There's a spectrum between those two, but it's still probably wayyyyy towards #2. We don't know. And that infuriates me. OK, that's enough of your time, thanks for spending any of it here :). Again, happy to pass on info via DM, just lemme know. Edit: LOL, to be clear, this is not a job application in any shape or form, nor does it constitute medical advice. That's my lawyers talking, but my cats also wanted to go on record as saying that no treats were given today, despite any alleged hubski badging that may or may not have occurred.
Afaik PCR remains terribly and wonderfully sensitive. Any positive that relies on a PCR cycle threshold can have false positives due to contamination and primer dimers, and false negatives due to bad prep. Ideally you’d need a positive in multiple wells, and retest any that were borderline or had a fraction of positive wells. But that’s probably not happening. Personally I’d be much more interested in getting an antibody test.
Apparently the other problem with false positives here is that there is lingering dead virus in some previously infected people whose RNA fragments can be detected by PCR. This is leading to some speculation about reinfection that some other researchers in Korea claim to have debunked.
Thank you, that was roughly my understanding. It was good to hear that the antibody tests seem to be quite accurate, with the alleged 99.9% accuracy rate per bfx's article you were already tagged in. We'll see.
Fuckin' Florida... So yes, I do believe death counts are being intentionally under-reported, and that shit Florida pulled is deplorable. However, when it comes to statistics in general, I think skewing statistics isn't that widespread, nor is it very intentional. Deaths yeah probably. Overall cases? Much less likely. I think it can moreso be attributed to the sheer amount of uncertainty and incompetence than intentional misleading. Let's rip apart the case definition game, shall we? I want to start off by saying it took me months to wrap my head around the concept of case definitions as a thing. I mean, if a doctor says this person has [disease], and they have symptoms, why does it matter if the tests aren't the required tests and the symptoms aren't the required symptoms? I remember in my first few days all that time ago first starting disease investigation, my boss at the time was talking about how that person clearly had a disease, but it had to be counted as not a case, and I was so confused. Then a few days later he was doing it the opposite way, classifying someone as a case when the doctor said it wasn't, solely due to symptoms and tests. That man was not and is not a medical doctor. But you don't have to be for disease investigation. We take data, we compare data, and we classify data. That's it. And for that data, we need a standard. Even if the standard isn't great, we need a standard so everyone is doing the same thing. That way, at least it can be adjusted later on assuming everyone is doing the same thing. I know the assholes at the state watch and audit what we enter to make sure cases of various conditions are classified correctly. COVID-19 case definition from CSTE was released a few weeks ago. Actually, looking for an exact date, I found CDC finally adopted CSTE's definition for interim guidance. that page gives April 5th. So before April 5th, there wasn't necessarily a coherent definition for all people to follow. And that's okay. We lacked data. We needed to say - Here are the positive people, Here are the symptoms we see in positive people, Here are the common ones, how can we make it so we capture accurate-ish numbers for those who aren't tested? Okay, so I like CDC's layout a lot better than the PDF above, so I'm going to use that for quick reference. It's the same definition, but just different pages. So take Johnny. Johnny is some dude living in a nursing home. Poor Johnny lives in a unit with a few cases. Guidance from my department has been once there are a few cases, assume an epidemiological link, don't necessarily test everyone. There's a 30% false negative anyway and we'd hate for you to cohort a negative test who is truly positive with true negatives and then expose a completely clean population. So poor Johnny is chilling in his room, doing his thing. Unfortunately, he starts with diarrhea. Dealing with this a lot, I can say yeah, diarrhea is a common first symptom in the elderly. Then Johnny pops a fever and has a lot of fatigue, and a hint of confusion. Johnny goes suffers a heart attack and dies. Poor Johnny. Did he have COVID-19? Clinically, I sure hope he was put on precautions and treated as a positive. Will he be counted in the state's system? Let's look at that case definition. He never got tested and we assume epi link. So no test is being done, he can either be Probable or Not a Case. So now we have to look at the symptoms. Did he have two of the following: fever (measured or subjective), chills, rigors, myalgia, headache, sore throat, new olfactory and taste disorder(s)? Nope, just Fever on that list. At least one of the following symptoms: cough, shortness of breath, or difficulty breathing? Nope, he was breathing as well as he ever did. No low pulse O2, no shortness of breath beyond what he as an elderly person in a nursing home already had, and no coughing. Then did he have severe respiratory illness with at least one of the following Clinical or radiographic evidence of pneumonia, OR Acute respiratory distress syndrome (ARDS)? Nope, again his lungs were fine. This guy would be classified as not a case. Now you have Rico. Rico is Johnny's roommate. Rico, like Johnny, went untested. Rico was entirely afebrile. No diarrhea, weakness, or confusion like his roommate. But he had a dry cough going for a week or so with a runny nose before recovering and living a few more years in quiet comfort. Using that same case definition, Rico is a probable case. So the benefit is not that that keeps case counts low. It's that we have a clearly defined "not a case" vs "probable case" vs "confirmed case." There's no question as to whether or not Johnny should be counted as a case or not a case in the same way there's no question Rico is Probable. It's clear. It leads to even reporting which is better in the long-term for statistics. Yeah, might Johnny have been positive? Sure. And did Rico just get a cold and recover? It's certainly possible. Might the case definition be capturing too few people or the wrong people? Yeah. But when we go back ten, fifteen years down the road, we can adjust for these. I wouldn't be surprised if we had more case definitions by the end of this, and we will be able to analyze them and say when we changed the definition, probables went up x%, so we can raise the earlier case definition x% as well. With aggregate data, we can pull both these cases, see there's someone who is not a case with diarrhea, fever, and other (the system my state uses does not have symptom options for fatigue or confusion but I see those often), and a probable case with dry cough and runny nose. We can adjust these based on future definitions. So I don't think it's so much incentivizing inaccurate reporting as it is standardizing even if that standardization is far from perfect.
Called it! August 5th (Yeah it's been a busy few weeks) CSTE and CDC updated the case definition. Changes include new definitions of laboratory criteria for probable, the inclusion of "suspect" as a case classification, and new symptoms. https://wwwn.cdc.gov/nndss/conditions/coronavirus-disease-2019-covid-19/ - A link to both the old and the new so you can compare if you so desire Some important changes are the inclusion of more clinical criteria including "Fatigue" in the "Need Two" section since I see a lot of those, and "New Olfactory/Taste Disorders" in the "Only need one of these" part. Fatigue wasn't even there in my state's system in June. The questionnaire we complete evolves every few weeks and the definition changes as we get more data. Super fun to watch in real time. kleinbl00, Dala, goobster, b_b, mk -- Y'all are the nerds that partook AMA in this if ya care.
Thanks, that was great. I always like example scenarios to run through why we do things the way we do. I waited a few days to be damn sure, but the number of U.S. daily covid deaths appears to either be stagnating or even slightly decreasing. That may be, but the number of active cases is still increasing every day. Such a thing is impossible, and is almost certainly proof that we are not yet sufficiently testing. But we should all go back to work, because one guy who floated the idea of injecting disinfectants said so. He doesn't have any scientific justification, merely the billionaire class pressuring him to preserve their wealth. We are societally unfit. "Here lies the U.S., who swiftly killed itself with proud ignorance"
Check the comment I just made here, I thought I was replying to you and replied to myself instead...
I didn't, but I did see the clip of him strolling through the mask-making plant with no mask while "live and let die" played loudly on the PA system.