Given demonstrated cuts in transmission and severe disease, proven mandate effects on uptake and outcomes, and established legal grounding, the claim that evidence was insufficient to justify mandates is not supported.
That Kampf piece isn’t what you're trying to sell it as. It’s a opinion-based book chapter in a Springer volume, not a peer-reviewed research paper. That means it wasn’t reviewed by independent subject-matter experts or subjected to methodological scrutiny. It’s basically an editorial essay compiled from selectively cited studies which measure viral load (Ct values) instead of actual transmission. The author even admits “the epidemiological relevance remains uncertain,” which is academic code for “this doesn't matter.”
The argument also ignores that PCR viral load is a weak proxy for contagiousness. Ct values vary by swab technique, timing, and test type, and don’t necessarily correlate with live virus or infectious period. Real transmission studies look at secondary attack rates (how often close contacts get infected) which is the gold standard for measuring infectiousness. Kampf doesn’t do that. He just stacks correlational lab data and calls it proof that vaccines don’t reduce transmission. That’s not how epidemiology works.
If you actually read the peer-reviewed literature, the evidence directly contradicts his claim. Madewell et al. (JAMA Netw Open 2022, 5(4): e229317) analyzed dozens of household studies and found vaccination reduced both susceptibility and infectiousness, though less for later variants.
https://jamanetwork.com/journals/jamanetworkopen/fullarticle...
And a Spanish cohort study (PMC10975059, 2023) found vaccinated index cases had an adjusted odds ratio of 0.21 for transmitting compared to unvaccinated.
https://pmc.ncbi.nlm.nih.gov/articles/PMC10975059/
So when someone waves around a non-peer-reviewed book chapter that literally says “the relevance remains uncertain” as if it’s the definitive takedown of global vaccine data, they’re not being honest... or they don’t understand what they’re citing. The serious literature is consistent: vaccines shorten infectious periods, lower secondary attack rates, and reduce transmission risk. Kampf’s chapter is opinion dressed up as research, and anyone presenting it as “proof” just revealed they didn’t read past the abstract.
Get out of here with what you think the study says. You didn’t read it, you skimmed a line and built a conspiracy out of it. You’re advertising that you don’t understand the difference between a book chapter and peer-reviewed research.
Ah yes, the standard bad-faith argument playbook: shift from evidence to ideology, invent a straw man, and move the goalposts when the facts don’t cooperate.
I never mentioned a conspiracy. You made that up so you’d have an easier argument to knock down. We were talking about evidence and methodology, and now you’ve pivoted to “government overreach” and “panic.”
Guidance changed because the data changed. That’s what science is supposed to do. New variants, new evidence, new risk assessments. We update, refine, repeat. Calling that “lying” or “overreach” is just admitting you don’t understand how empirical reasoning works.
I personally knew people young and old who died from COVID. The mortality spike wasn’t some abstract statistic. It was families, coworkers, and neighbors. When you downplay that or call the response “panic,” what you’re really saying is you’re fine with more people dying unnecessarily as long as you’re not inconvenienced.
You can keep moving the goalposts if it helps you avoid the obvious, but the facts don’t change. The vaccines worked, the mandates increased uptake, and the alternative was a lot more dead people.
>>You didn’t read it, you skimmed a line and built a conspiracy out of it.
>>I never mentioned a conspiracy.
Well that's awkward.
Yes a very, very few young people died from it (mostly with pre-existing conditions) and a lot of old people died from it.
Although the definitions of "dying from COVID" were so broad and numerous as to be meaningless, and the mortality spike lacks credibility as a result. And how do you calculate the numbers of lives saved? Against modelling? That worked well.
The vaccines worked, but were over-prescribed to people that didn't need them and were at risk from side-effects. The economy cratered, people lost their jobs, babies and toddlers were developmentally delayed due to mask wearing and other students had their education affected by school & university closures.
You could catch the virus standing up in a restaurant, but not if you sat down. You should stay at home and might die, unless you needed to attend a BLM rally, then it was OK. You must keep a distance of 6ft from other people, but 5ft 6" was dangerous. You should wear a mask, even though cloth won't stop the virus and meta-reviews showed they didn't work at the population level. You shouldn't go to work if you have an email job as you might die, but if you have a working class job in a store on the tills you can meet hundreds of people a day with no issues. This science stuff is good.
>>And the alternative was a lot more dead people.
What, like in Sweden? I think we all know for the next pandemic the sensible response will be closer to the Great Barrington Declaration than whatever the fuck it was we thought we were doing before.
That is not “awkward,” it is reading comprehension. I said you skimmed a line and built a conspiracy out of it, meaning you spun a story of deceit and “noble lies” out of a cherry-picked source. You then tried to rescue yourself with “there’s no conspiracy,” as if that is what I had claimed. That is you inventing a position to knock down.
On the substance: “definitions of dying from COVID were meaningless” is hand-waving. Excess mortality does not care about coding quirks. Every rich country saw a visible spike in deaths above baseline. And on Sweden, the data is not on your side. Norway and Sweden took opposite approaches in 2020. Norway used strict lockdowns, tight border controls, and intensive outbreak tracking, while Sweden kept society largely open.
The results weren’t subtle. As the Juul paper puts it: “That resulted in 477 COVID-19 deaths (Norway) and 9,737 (Sweden) in 2020, respectively.”
Holding up the outlier with vastly more dead people as the “sensible” model is quite a choice.
Your laundry list of culture-war anecdotes about restaurants, rallies, 6-foot rules, and cloth masks is not an argument about vaccines or mandates. It’s a vibes reel. Early non-pharmaceutical rules were inconsistent. Inconsistent does not mean "bad". The inconsistency doesn't retroactively erase the evidence that vaccination reduced severe disease, reduced transmission and pressure on hospitals. You keep skipping over the data I cited on secondary attack rates and infectious periods because it collides with your story.
You have also walked back your own claim which I appreciate. You are now saying “the vaccines worked, but were over-prescribed,” which concedes the core point while trying to shift the conversation to every grievance you can think of: models, school closures, toddler masks, the economy. We started with “this chapter proves vaccines do not reduce transmission.” It does not. Peer-reviewed household and cohort data contradict it. Everything you have added since is fog to avoid saying “I was wrong about that.”
You accused me of saying there was a conspiracy. I said that was not what I said.
>> On the substance: “definitions of dying from COVID were meaningless” is hand-waving. Excess mortality does not care about coding quirks.
This is wrong as well. If I get run over and test positive for COVID, that's not a COVID death. If more people die because of cancer because they couldn't get access to oncology during lockdown, that's an excess death.
>>Your laundry list of culture-war anecdotes about restaurants, rallies, 6-foot rules, and cloth masks is not an argument about vaccines or mandates. It’s a vibes reel.
It's not a vibes reel and they're not culture war items. Nice try trying to make things political. It's an example of policy mistakes made be a panic-ed government, based on rubbish like modelling.
>>You have also walked back your own claim which I appreciate. You are now saying “the vaccines worked, but were over-prescribed,”
The vaccines worked to reduce the severity of illness, not transmission. Possibly some effect on transmission at the start, minimal later on, mandates and making people lose their jobs if they didn't get vaccinated were excessive.
you try keep the easy things easy + simple, and try to make the hard things easier and simpler, if possible. Simple aint easy
I dont hate java (anymore), it has plenty of utility, (like say...jira). But when I'm writing golang I pretty much never think "oh I wish this I was writing java right now." no thanks
Well, spring is a whole framework that gives you a lot of stuff, but sure, complexity has to live somewhere - fundamentally so.
Without it, you either write that complexity yourself or fail to even recognize why is it necessary in the first place, e.g. failing to realize the existence of SQL injections, Cross-Site Scripting, etc. Backends have some common requirements and it is pretty rare that your problem wouldn't need these primitives, so as a beginner, I would advice.. learning the framework as well, the same way you would learn how to fly a plane before attempting it.
For other stuff, there is no requirement to use Spring - vanilla java has a bunch of tools and feel free to hack whatever you want!
I've never heard of german cars being known for most reliable. And when they break they are the most expensive to fix. For example audis always had issues with oil leaking and in the US audi mechanics charge the most per hour and they are hard to work on.
according to consumer reports, bmw is the most reliable at 9th most reliable automaker, audi and merc are way down
From a policy standpoint this is an easy thing to say, however tens of millions of americans get a pretty sweet deal as a result of this. To change it you need to make losers out of them so you can make winners out of others. These games of winners and losers is what makes health policy making very very difficult and resistant to change.
Yes I've had various flavors of ACA insurance for the last 9 years. Family of 4. Most of the time you can get cost reductions via tax credits, unless your income is quite high. However you may live in a state which is hostile to the ACA. I suppose that does matter. In NY, OR, and VT it has been solid for us.
the average American cannot afford a sudden $500 expense. you think they can afford to pay for healthcare? plus the quality of coverage, while better than nothing, may still bankrupt them if they need something major
Note that if you are insured by your employer, you are still likely both paying a significant portion of the cost directly, and what your employer is paying is part of your compensation so that's money you would have in your pocket if your employer weren't insuring you.
It's not necessarily. If you live long enough you die of things like Alzheimer's or diabetes, chronic lived disease, e.g which are incredibly expensive.
Yeah I actually looked up whether preventive is cheaper, and while it may be in some cases not in all. It does sound overall BETTER though because it will result in better health outcomes. but the aging population is obviously a massive drain on medical costs and theres not much we can do
