imagainstit
2008 happens, fed takes interest rates to zero in final days of GWB.
Ultra-low interest rates through 2019 under Obama and then Trump.
Trump demanding negative rates and interest rates dropping again, rates are dropped again even prior to covid also artificially juicing things.
Then the covid era and interest rates dropping to near zero again.
The road to where we are at now with housing is long and involves many politicians, presidents and parties.
https://en.m.wikipedia.org/wiki/President's_Emergency_Plan_f...
PA experience isn't the equivalent of training as a resident (and I think we should be training more MDs) but the MD isn't always right either.
It specifically points out that it's clear that this is how the medical interventions discussed in the article work: reducing calories by altering eating behavior.
Also the article: it isn't taboo to say "don't eat less", just that it is as ineffective as telling people with compulsive alcoholic behaviors to "just drink less".
In the US.
The vast majority of infections (90%) in Africa are from heterosexual sex:
https://pubmed.ncbi.nlm.nih.gov/12665438/#:~:text=Abstract,a....
The primary driver of the enormous epidemic ongoing in Russia is by far IV drug users (and heterosexual sex):
https://www.politico.eu/article/everything-you-wanted-to-kno...
"Although needle-sharing among drug addicts was one of the main reasons the disease spread so quickly, most HIV transmissions in Russia — 57 percent — are now a result of heterosexual sex. Drug use is responsible for 40 percent, while gay sex accounts for around 3 percent, according to Russia’s Federal Research Center for AIDS Prevention and Control in Moscow."
The majority of people living with HIV worldwide are straight women (52%):
https://www.unwomen.org/en/what-we-do/hiv-and-aids/facts-and....
I agree with you that the claim from some people to make like sex and number of sexual partners has nothing to do with STDs is ridiculous. It annoys me a great deal.
Gay men are disproportionately at risk and affected due to number of partners and type of sex. But most people with AIDS are straight.
Anyway your LGB link is funny because it claims (I think out of confusion) that lesbians have more partners as well. But lesbians also have the lowest std rates of any group. Making them obviously the best and most morally superior of the orientations.
This is sort of a deep topic, so it's hard to give a concise answer but as an example: CuBLAS guarantees determinism, but only for the same arch and same library version (because the best performing ordering of operations depends on arch and implementation details) and does not guarantee it when using multiple streams (because the thread scheduling is non-deterministic and can change ordering).
Determinism is something you have to build in from the ground up if you want it. It can cost performance, it won't give you the same results between different architectures, and it's frequently tricky to maintain in the face of common parallel programming patterns.
Consider this explanation from the pytorch docs (particularly the bit on cuda convolutions):
This leads to different results from accumulating sums in different orderings. Accumulating in different ordering is common in parallel math operations.
South Africa pursued an anti-treatment strategy for a period: https://www.hsph.harvard.edu/news/magazine/spr09aids/
https://en.m.wikipedia.org/wiki/HIV/AIDS_denialism_in_South_...
Obviously I can't tell you if a partially remembered book with no name and no date has ever been fact checked.
You can have shingles multiple times, any time the virus reactivates.
A married couple with this income pays only 37.5% and doesn't max out until going over 1,359 million, at which point they pay the 43,9 effective.
You have to be a truly massive earner to hit 50% effective in CA.
Coast redwoods propagate by stump sprouting and seeds which don't require fire. Fire is important in their ecosystem for clearing out fuel but is not at all required for reproduction.
https://ucanr.edu/sites/forestry/California_forests/http___u...
Another commenter pointed to "Attention is all you Need" as particularly breakthrough. Even that paper just merged at the time current trends in attention, normalization, seq2seq and doesn't yet start to have all the interesting empirical results were later found using that architecture to scale up other problems.
The papers with huge numbers of authors tend to be empirical results with a large element of systems/engineering, much large scale LLM work is like this.