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Practical Scheme

https://practical-scheme.net/index.html#docs
12•ufko_org•1h ago•4 comments

AWS multiple services outage in us-east-1

https://health.aws.amazon.com/health/status?ts=20251020
1852•kondro•23h ago•1868 comments

A laser pointer at 2B FPS [video]

https://www.youtube.com/watch?v=o4TdHrMi6do
359•thunderbong•2d ago•69 comments

When Compiler Optimizations Hurt Performance

https://nemanjatrifunovic.substack.com/p/when-compiler-optimizations-hurt
25•rbanffy•6d ago•1 comments

Alibaba Cloud says it cut Nvidia AI GPU use by 82% with new pooling system

https://www.tomshardware.com/tech-industry/semiconductors/alibaba-says-new-pooling-system-cut-nvi...
402•hd4•18h ago•254 comments

Production RAG: what I learned from processing 5M+ documents

https://blog.abdellatif.io/production-rag-processing-5m-documents
365•tifa2up•15h ago•88 comments

60k kids have avoided peanut allergies due to 2015 advice, study finds

https://www.cbsnews.com/news/peanut-allergies-60000-kids-avoided-2015-advice/
102•zdw•3h ago•67 comments

Show HN: I'm making a detective game built on Wikipedia

https://detective.wiki/
47•jasonsmiles•3d ago•10 comments

My trick for getting consistent classification from LLMs

https://verdik.substack.com/p/how-to-get-consistent-classification
165•frenchmajesty•1w ago•36 comments

BERT is just a single text diffusion step

https://nathan.rs/posts/roberta-diffusion/
381•nathan-barry•16h ago•93 comments

Claude Code on the web

https://www.anthropic.com/news/claude-code-on-the-web
444•adocomplete•12h ago•276 comments

I made a small LED panel

https://www.stavros.io/posts/really-small-led-panel/
52•Brajeshwar•1w ago•11 comments

Show HN: I created a cross-platform GUI for the JJ VCS (Git compatible)

https://judojj.com
102•bitpatch•15h ago•20 comments

Today is when the Amazon brain drain sent AWS down the spout

https://www.theregister.com/2025/10/20/aws_outage_amazon_brain_drain_corey_quinn/
551•raw_anon_1111•10h ago•242 comments

ChkTag: x86 Memory Safety

https://community.intel.com/t5/Blogs/Tech-Innovation/open-intel/ChkTag-x86-Memory-Safety/post/172...
232•ashvardanian•6d ago•112 comments

The scariest "user support" email I've received

https://www.devas.life/the-scariest-user-support-email-ive-ever-received/
229•hervic•5d ago•158 comments

Results from blood test for 50 cancers

https://www.bbc.com/news/articles/c205g21n1zzo
84•dabinat•3d ago•46 comments

A magnetic field orientation that changes the fundamental design of motors

https://www.paranetics.com/copy-of-home
36•dillonshook•5d ago•6 comments

x86-64 Playground – An online assembly editor and GDB-like debugger

https://x64.halb.it/
134•modinfo•13h ago•11 comments

How to stop Linux threads cleanly

https://mazzo.li/posts/stopping-linux-threads.html
196•signa11•5d ago•70 comments

Old Computer Challenge – Modern Web for the ZX Spectrum

https://0x00.cl/blog/2025/occ-2025/
33•0x00cl•7h ago•5 comments

Optical diffraction patterns made with a MOPA laser engraving machine [video]

https://www.youtube.com/watch?v=RsGHr7dXLuI
131•emsign•6d ago•24 comments

Space Elevator

https://neal.fun/space-elevator/
1557•kaonwarb•1d ago•363 comments

TernFS – an exabyte scale, multi-region distributed filesystem

https://www.xtxmarkets.com/tech/2025-ternfs/#posix-shaped
113•kirlev•13h ago•18 comments

Code from MIT's 1986 SICP video lectures

https://github.com/felipap/sicp-code
103•felipap•3d ago•14 comments

The longest baseball game took 33 innings to win

https://www.mlb.com/news/the-longest-professional-baseball-game-ever-played
62•mooreds•5d ago•64 comments

DeepSeek OCR

https://github.com/deepseek-ai/DeepSeek-OCR
901•pierre•1d ago•224 comments

Postman which I thought worked locally on my computer, is down

https://status.postman.com
410•helloguillecl•15h ago•193 comments

Servo v0.0.1

https://github.com/servo/servo
515•undeveloper•18h ago•162 comments

Show HN: Playwright Skill for Claude Code – Less context than playwright-MCP

https://github.com/lackeyjb/playwright-skill
150•syntax-sherlock•19h ago•41 comments
Open in hackernews

Results from blood test for 50 cancers

https://www.bbc.com/news/articles/c205g21n1zzo
84•dabinat•3d ago

Comments

defrost•3d ago
Exciting results from blood test for 50 cancers (Oct, 2025)

  The trial followed 25,000 adults from the US and Canada over a year, with nearly one in 100 getting a positive result. For 62% of these cases, cancer was later confirmed.

  Lead researcher Dr Nima Nabavizadeh, associate professor of radiation medicine at Oregon Health & Science University, said the data showed that the test could "fundamentally change" their approach to cancer screening. 
~ https://www.bbc.com/news/articles/c205g21n1zzo

A year ago:

Galleri promises to detect multiple cancers—but new evidence casts doubt on this much hyped blood test (August 2024))

  The NHS is currently running a £150m trial of the test, funded by Grail and involving more than 100 000 participants in England. 

  ...

  Documents leaked to The BMJ indicate that the criteria being used, unpublished until now, are unsuitable to justify a new national screening programme aimed at saving lives.

  They show that even Mike Richards, the chair of the independent UK National Screening Committee, has privately voiced “serious concerns” to Amanda Pritchard, NHS England’s chief executive, about the trial and its ability to provide sufficient evidence “on whether the benefits of testing outweigh any potential harms and at reasonable cost.”
~ https://www.bmj.com/content/386/bmj.q1706

Company site: https://www.galleri.com/what-is-galleri/types-of-cancer-dete...

odie5533•2h ago
So 250 came back positive. What about the 24,750? Are they confirmed cancer free?
more_corn•4h ago
Neato
HardCodedBias•3h ago
My doctor requested one for me, and I just got it in the mail (USA), which is nice for me.

I suspect that this will remain a niche product. It would, in theory, be applicable to most people on earth. Such wide spread screenings simply aren't viable in a world of massive compliance costs and subsidized health care.

It took an act of god for simple COVID testing to become somewhat inexpensive.

I look forward to getting this test every few years until it is killed by our regulatory apparatus.

johnnyApplePRNG•3h ago
Doctors can simply request these now?

The article made it read like it was some trial that just completed.

Does anyone know if (or when) these are regularly available in Canada? And the costs associated?

bitwize•3h ago
It could be that GP participated in a study, or simply had a cool doctor willing to pull a few strings.
epistasis•2h ago
They always could! Diagnostics are a bit different than therapeutics, which need that big Phase 3 trial before you can start selling a new therapy.

There are two regulatory regimes for diagnostics in the US:

1) Lab developed tests (LDTs) licensed under the CLIA legislation (I think from the 1980s). These are verified by a Lab Director with a professional license in diagnostics, that allows them to sign out clinical results from the test. There are professional organizations that perform regular inspections of the lab, its condition, its paperwork, its tests, the SOPs, and the internal validations that have been performed at the lab director's direction to assess performance of the tests. These are limited to a single site, the kits for the test can not be sold except for Research Use Only, and if a second site wants to start doing a similar test the lab director at the other site needs to do all the same validation all over again as at the first site.

2) FDA approval for diagnostic medical devices. These can be simple and straightforward for Class 1/2 devices, which do not directly provide medical advice but mere physical readouts (to greatly bastardize the distinction between Class 1/2 and 3). Or the device approval can be quite complex for Class 3 devices, and would require a huge trial like the one described here. If you want to sell the device for others to use, rather than just testing as service, you want to go this route. Though there are still single-site "devices" especially for DNA sequencing tests, that want the FDA label.

Neither of these will result in getting reimbursement for a test. For that, you need to pursue coverage determinations from all the payers, basically one on one. For complex sequencing tests like this that mostly affects older populations, getting CMS coverage (Medicare) can pave the path for others. For other conditions... well... get all your trials and papers together and hope that your patient population is super sympathetic or you can show the insurance company some savings.

A large clinical trial like this one can help with getting coverage for the test, but it has to either show a big medical benefit, or show economic benefits within five years for the payor. Or ideally both. Early cancer detection has potential for this, but I have not heard optimistic things up until now at Galleri's chance for reimbursement any time soon.

toomuchtodo•3h ago
I think it’ll become an add on to an annual physical blood panel for the 50+ age cohort. Volume might push prices down faster.

I paid the $950 rate (it’s occasionally discounted to $800, such as now until the end of the year, and you might be able to use FSA/HSA funds depending on plan administrator) and thought it was worth it (to detect potentially asymptomatic early stage cancer).

(no affiliation)

MPSimmons•3h ago
>The test correctly ruled out cancer in over 99% of those who tested negative.

Forgive me if I'm wrong, but isn't this the textbook example of understanding false negatives in testing people at scale?

tigerlily•3h ago
Yeah that's classic Taleb right there
highd•2h ago
More like classic Bayes. Taleb's pop-sci came a few decades later.
adastra22•2h ago
I think you mean a few centuries.
evantbyrne•3h ago
Not convinced the Grail approach is safe and effective for low-risk cohorts given the false-positive rate. Follow-up diagnostics are not risk-free.
ggm•3h ago
The non-invasive followup for people with positive test results would knock out a lot of the false-positives. At least, thats what I understand of "the usual result of a positive test result for a serious illness, is that a repeat test does not confirm it"

That said, at what level of risk of follow up diagnostic would you baulk? Any procedure which requires a general is bad news, and if you are over 70 its a lot more bad.

evantbyrne•2h ago
Their advertised sensitivity and specificity put them in the ballpark of what other liquid biopsies advertise. The ones I know of target high-risk cohorts where the benefits of other screenings already outweigh the risks of taking them. It doesn't make sense for the average person to be getting periodic full chest CT scans for instance, but it might for a decades-long smoker.
nradov•2h ago
Sure, that's a concern. But for screenings like this the ultimate metric is all-cause mortality (perhaps adjusted for costs and quality of life). It will take several years before we have a clear signal on that.
tptacek•2h ago
I'm a tedious broken record about the fact that the base rate of most cancers means that extraordinarily-accurate-seeming screening tests have surprisingly untenable false positive rates. Like, a 99% accurate test for liver cancer might be almost worthless: because the base rate is so low, 99% of positives will be false.

And a false positive screening result is not innocuous: it incurs costs in a variety of different ways, including human health.

para_parolu•2h ago
What if you just do these testa every few days? Would this minimize error rate?
Nifty3929•2h ago
Probably not. They are not likely independent. Whatever it is about you that caused the false positive yesterday might likely cause it tomorrow.
throwup238•2h ago
No, the factors causing the false positives are usually correlated. The most common cause is mutations causing unrelated proteins to mimic an epitope (binding site) of the biomarker protein. Another cause is analytical interference where some other molecule absorbs the wavelength used to measure the assay.

Running the test using multiple different labs helps eliminate contamination and handling errors but most false positives are due to genetics and long term environmental factors.

raffraffraff•15m ago
But if you got one test saying "Detected a fragment of pancreatic cancer DNA" two days later another saying "Didn't see any cancerous DNA fragments" what would the actual effect on the doctor or patient be? Who'll take the risk and say "the first was a false positive"?

Also, these tests are a grand a pop if I'm reading it directly (which I may not be)

DavidSJ•2h ago
The article seems to suggest the false positive rate is only 38%:

The trial followed 25,000 adults from the US and Canada over a year, with nearly one in 100 getting a positive result. For 62% of these cases, cancer was later confirmed.

(It also had a false negative rate of 1%:)

The test correctly ruled out cancer in over 99% of those who tested negative.

hn_throwaway_99•1h ago
If the stats were as good as the hyperbole in the article, it would clearly state the only 2 metrics that really matter: predictive value positive (what's the actual probability that you really have cancer if you test positive) and predictive value negative (what's the actual probability that you're cancer free if you test negative). As tptacek points out, these metrics don't just depend on the sensitivity and specificity of the test, but they are highly dependent on the underlying prevalence of the disease, and why broad-based testing for relatively rare diseases often results in horrible PVP and PVN metrics.

Based on your quoted sections, we can infer:

1. About 250 people got a positive result ("nearly one in 100")

2. Of those 250 people, 155 (62%) actually had cancer, 95 did not.

3. About 24,750 people got a negative test result.

4. Assuming a false negative rate of 1% (the quote says "over 99%") it means of those 24,750 people, about 248 actually did have cancer, while about 24,502 did not.

When you write it out like that (and I know I'm making some rounding assumptions on the numbers), it means the test missed the majority of people who had cancer while subjecting over 1/3 of those who tested positive to fear and further expense.

dv_dt•1h ago
so possibly saving lives and late stage cancer care level medical expenses 2/3 of positive results vs fear and lighter medical care 1/3 of the time. is this not a win?
thaumasiotes•50m ago
> If the stats were as good as the hyperbole in the article, it would clearly state the only 2 metrics that really matter: predictive value positive (what's the actual probability that you really have cancer if you test positive) and predictive value negative (what's the actual probability that you're cancer free if you test negative). As tptacek points out, these metrics don't just depend on the sensitivity and specificity of the test

This is a bizarre thing to say in response to... a clear statement of the positive and negative predictive value. PPV is 62% and NPV is "over 99%".

Your calculations don't appear to have any connection to your criticism. You're trying to back into sensitivity ("the test missed the majority of people who had cancer") from reported PPV and NPV, while complaining that sensitivity is misleading and honest reporting would have stated the PPV and NPV.

Nifty3929•2h ago
This is an important and unintuitive reality about all kinds of tests. You have to take into account the base rate - the likelihood that you have the disease given what you know prior to the test.

If you're otherwise healthy and would have a 1/1,000,000 chance of having the disease before the test, and then you test positive with a test that is 99% accurate, you are ~100x more likely to have the disease than before - but that's still only 1/10,000 - not at all 99% likely, even though the test was "99% accurate"

That said, I think with this knowledge the test still confers helpful information. I might decide to spend $1000 on an additional diagnostic, even knowing that I'm still very likely to be negative. Depends on how wealthy I am, and how serious the disease is, and what the treatments for it are.

smt88•2h ago
> I might decide to spend $1000 on an additional diagnostic, even knowing that I'm still very likely to be negative.

The problem is that diagnostics aren't necessarily risk-free. For example, there's a non-zero risk of death while getting a colonoscopy, to the point that false positives from unnecessary testing can increase all-cause mortality for patients.

tptacek•2h ago
There's also a real psychic cost to even a tentative positive result, which is why I'm much more likely to get an actual colonoscopy than a Cologuard test.
Gibbon1•1h ago
Case I read in the JAMA which I get because I signed up during covid.

Late 20's Hispanic lady shows up in the ER with what they think is probably food poisoning. But they do a CT. Which shows changes in her liver which probably is a fatty liver. But they do a biopsy just in case. Biopsy results in a bleed which requires a transfusion and 4 days in the hospital. Biopsy result, fatty liver.

makeset•29m ago
There is also a nontrivial chance of every CT scan to cause fatal cancer. It's a ton of radiation[1], and ERs love pushing it indiscriminately on vulnerable people.

[1] https://www.radiologyinfo.org/en/info/safety-xray

mmooss•2h ago
Definitely keep at it. Also, we should know the accuracy of comparable tests.

Reading the article, I'm still not sure about the accuracy, and don't have the time to carefully parse the whole article. I see at least the following statements (there may be more):

The trial followed 25,000 adults from the US and Canada over a year, with nearly one in 100 getting a positive result. For 62% of these cases, cancer was later confirmed.

and

The test correctly ruled out cancer in over 99% of those who tested negative.

SkyPuncher•2h ago
The doctors who perform these tests are trained to understand this type of stuff. They're not just blindly accepting any single test result
smt88•2h ago
There are Silicon Valley startups increasingly selling these directly to consumers, so I wouldn't assume tests like this are always intermediated by a medical professional.

Edit: There is in fact another comment on this thread of someone doing exactly this: https://news.ycombinator.com/item?id=45652535

rottencupcakes•1h ago
One of the multitude of things that makes me frustrated about the medical establishment in the US is how they insist on gatekeeping test results.
smt88•49s ago
[delayed]
thaumasiotes•48m ago
> The doctors who perform these tests are trained to understand this type of stuff. They're not just blindly accepting any single test result

They're "trained to understand this type of stuff" in the sense that it will get a mention in medical school. Overwhelmingly, they aren't "trained to understand this type of stuff" in the sense that if you pose them a simple problem of this type, they'll be able to calculate the answers.

HWR_14•1h ago
In this case, it is worthwhile. Adjusting for the base rate, the test is correct when it indicates cancer 62% of the time. That's almost certainly worth the false positives.
yieldcrv•2h ago
> Crucially, three-quarters of cancers detected were those which have no screening programme such as ovarian, liver, stomach, bladder and pancreatic cancer.

That's exciting. The first step of many. The bar is so low because it remains to be seen if this earlier detection prevents deaths. And of course we still don't know the root causes or triggers, which promotes the same thing occurring a few years later. Remission is not solved, we need cure still.

7e•2h ago
This test isn’t reliable for many cancers until they reach stage 3 or 4. Better than nothing, but it will give many people a false confidence that they don’t have cancer.
missedthecue•1h ago
Is it better than the status quo? How many people know they have stage 1 cancer anyway?
blindriver•1h ago
As opposed to…?

If they don’t take the test, then presumably they also think they don’t have cancer.

searine•2h ago
I did this recently. Paid out of pocket, but it was worth it for the peace of mind.

It's not perfect but it's easy/fast and a good way to screen for big problems.

smt88•2h ago
It's possible (if not likely) that paying for this test made you more likely to die. There are two mechanisms for this:

1) You could develop cancer tomorrow, notice the symptoms, and assume it's not worth getting screened again because you were just supposedly cleared of cancer. A common logical fallacy for our human brains is that we think, "Oh, I just got a test, so it's less likely I have cancer today," which is not how probability works.

2) You could have gotten a false positive, which would have led to unnecessary additional screening. Many methods of cancer screening have some risk, whether from anesthesia, infection, or further false positives leading to unnecessary treatment.

searine•1h ago
Hyperbole.

I am not going to avoid any reasonable treatment/screen because of it. It was intended to catch asymptomatic cancer. Additional invasive screenings are voluntary and like all treatments they carry risk. I weigh all treatments based on their risks at the time.

For everyday people increased screening of all types has risks, but overall the benefits massively outweigh the risks. If I was a frail 80yo, I might see the risk profile differently.

In my career I've encountered many people who "don't want to know" about medical tests of any kind. I'm not one of those people. Minimally invasive screens early and often please.

evolighting•1h ago
cfDNA-based tests have received heavy investment, mainly because they are easy to market.

It’s not a false promise — rather, a technology that is still far from perfect because of existing technical barriers.

chaostheory•1h ago
Function Health offers this test as an $899 add-on to their subscription which is $499. It’s on sale a few times a year at $365.

I’m about to order it.

raffraffraff•18m ago
Party pooper?

https://pmc.ncbi.nlm.nih.gov/articles/PMC11886625/