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Science without Validation in a World without Meaning

americanaffairsjournal.org

91–100 of 127 posts

Re: Science without Validation in a World without Meaning

#91
post #76

Earlier quoted context omitted.

> A group's CFR is almost the only thing that matters to that specific group. Except that you don't know what defines a group . We know what makes someone at risk. That does NOT imply the reverse--that we know what makes someone NOT at risk. Sure, maybe 18-30 year olds by and large don't drop dead. That doesn't mean they don't wind up with stroke risk or a damaged lifespan. And, maybe some 2-3% subgroup of them drops…

>You don't just shove a disease through a population when you don't know what the effects are. Nobody is "shoving a disease"; the disease is naturally progressing, that's what diseases do. Most moral systems distinguish between actively causing harm and not doing something that could prevent harm. Not only that, but while we may not know exactly what the effects of the disease are, we know exactly what the effects of…

> against something with known, definite badness (the lockdowns).

You've now left the realm of science and entered the realm of politics.

The "badness of the lockdowns", however, is not a given and varies depending upon the competence of your government and the idiocy of the people.

Yes, everybody locked WAY down at the beginning. However, governments that had universal healthcare and actually paid unemployment benefits to their people had far less "lockdown badness". People in those conditions weren't forced back to work in order to get food or healthcare.

In addition, those who actually locked down (R0 This is opposed to those who really just "sorta" locked down , whine about wearing a mask, etc. (R0 about 1.0)--see: Santa Cruz county being able to trace more than half of their cases to two Mother's Day gatherings.

"Lockdown badness" is something that is the result of poor government policy and actually has solutions--it is not immutable scientific fact.

Whether political leaders will implement those solutions is a different question.

Re: Science without Validation in a World without Meaning

#92

An article by an electrical engineer, published in a political journal, about climate change... I had low hopes, which were met. IMO few categories of professions have a harder time understanding cutting-edge science than engineers. That is because they think they know science because they use similar mathematical and technical tools, when in fact the professions do the exact opposite of one another. Engineers use wh…

This comment x 1000. (Some) Engineers think they have it all figured out. And they do...because someone figured it out all for them, and they get to work with the benefit of that knowledge.

This is a polemical statement, I'm closer to an engineer than a scientists and I really like having a solid model to work from. It took me a long time to understand how useful approximations are to solving hard problems. Because I didn't want to know the approximations, I wanted a perfect model.

(Oddly, I came to understand the power of approximations in terms of electronics. Electronics are filled with rules of thumb that help you figure out how your circuit works and help to elucidate the behaviors that are important to you. But it took me awhile to get over myself and use them. It was honestly a huge road block to progress in learning.)

My own take-aways: getting knowledge (de novo, ex nihilo) and applying knowledge are two very important things, but are separate skills. Ideally you'd like to have both.

Secondly science is difficult because you are trying to figure out true things in the face of glaring uncertainties.

Re: Science without Validation in a World without Meaning

#93
post #44

I work in molecular biology research, and I think this is a great article that strikes at the heart of many problems in the field. I can't comment on the climate change stuff, although I wish he hadn't included it because it was almost certain to distract people from the overall point. The problem is that there are no remotely comprehensive, predictive, and mathematical models of what goes on inside of cells. It is p…

I am surprised that people in biology are trying to build predictive theories.

Even in physics the moment one needs to deal with a number of strongly interactive components, we cannot calculate from the first principles. We still have no theory for high-temperature superconductors. We even cannot calculate properties of metallic hydrogen. And this is the simplest material that can exist, just a soup of electrons and protons.

Re: Science without Validation in a World without Meaning

#94
"Medicine is a form of engineering in which the physician takes some action (drug, surgery, etc.) to alter the behavior of a physical system, the patient. Its underlying science is biology. Hence our ability to characterize medical knowledge depends on our ability to represent and validate biological knowledge."

This is really very wrong. The 'physical system' is conscious and suffering, which excludes Medicine from even the most vaporous definition of engineering. Real progress in medicine is much more akin to exploration (in the Christopher Columbus sense) than engineering.

Anyway, this is a typical engineer writing about biology. They always make the same mistakes:

1. Ignoring evolution. 2. Treating mechanistic models as first class citizens with disdain for data (eventhough the latter in the form of DNA is the sine qua non of all life) 3. Failing to understand that "The simplest complete model of an organism is the organism itself."[1] as von Neumann noted.

[1] https://onezero.medium.com/the-future-of-computing-is-analog...

Re: Science without Validation in a World without Meaning

#95
post #92

An article by an electrical engineer, published in a political journal, about climate change... I had low hopes, which were met. IMO few categories of professions have a harder time understanding cutting-edge science than engineers. That is because they think they know science because they use similar mathematical and technical tools, when in fact the professions do the exact opposite of one another. Engineers use wh…

This comment x 1000. (Some) Engineers think they have it all figured out. And they do...because someone figured it out all for them, and they get to work with the benefit of that knowledge. This is a polemical statement, I'm closer to an engineer than a scientists and I really like having a solid model to work from. It took me a long time to understand how useful approximations are to solving hard problems. Because I…

My biggest pet peeve is the use of term computer science as something you get knowledge of from coding.

The latest Gödel Prize award for computer science was awarded for "their constructive proof of the Lovász Local Lemma".

How many of the self proclaimed computer scientist would be able to read the math formulas Cynthia Dwork (latest Knuth Prize winner) wrote in her paper The Algorithmic Foundations of Differential Privacy?

That's what you get from a Computer Science degree.

How many of those theorems became understandable to someone just from coding? You have to hit the books, the CS-books.

It's like someone saying they know law because they know english, and english is what is used in the end.

Sorry for the rant.

Re: Science without Validation in a World without Meaning

#96
post #91

Earlier quoted context omitted.

>You don't just shove a disease through a population when you don't know what the effects are. Nobody is "shoving a disease"; the disease is naturally progressing, that's what diseases do. Most moral systems distinguish between actively causing harm and not doing something that could prevent harm. Not only that, but while we may not know exactly what the effects of the disease are, we know exactly what the effects of…

> against something with known, definite badness (the lockdowns). You've now left the realm of science and entered the realm of politics. The "badness of the lockdowns", however, is not a given and varies depending upon the competence of your government and the idiocy of the people. Yes, everybody locked WAY down at the beginning. However, governments that had universal healthcare and actually paid unemployment benef…

>You've now left the realm of science and entered the realm of politics.

All badness is the realm of morality and politics, not science. Science can predict how many people will die, it can't weigh this up against other consequences. Science can't make moral judgements, only inform them.

>"Lockdown badness" is something that is the result of poor government policy and actually has solutions--it is not immutable scientific fact.

A big part of the lockdown badness is the economic damage. This is an immutable economic fact: stopping most people working will mean fewer things are produced, and more of the existing things and infrastructure will be consumed. This translates into worse standard of living and quality of life for people. Weighing this against the health damage from the virus is a matter of politics/ethics, not of science.

What we can see clearly is countries with no widespread forced closure of businesses, like Korea, Japan, Taiwan and Sweden, are having much better economic outcomes compared to countries with strong lockdowns like the US, France and Italy (expected yearly GDP growth of ~0%, vs ~-5% for the lockdown countries).

Re: Science without Validation in a World without Meaning

#97
post #44

I work in molecular biology research, and I think this is a great article that strikes at the heart of many problems in the field. I can't comment on the climate change stuff, although I wish he hadn't included it because it was almost certain to distract people from the overall point. The problem is that there are no remotely comprehensive, predictive, and mathematical models of what goes on inside of cells. It is p…

A cell is a regulator, something that selectively responds to internal and external signals. It doesn't require new math, it requires modeling the signals and responses accurately. But it is a huge, parallel, continuous "state machine".

The problem with an empirical approach is that, when in one state it might respond to an intervention differently than when in another state. Especially if the interventions are at the same level as the signals it normally responds to. (Eg not drowning it in a chemical that inhibits a certain reaction, that will likely always yield the same outcome. But a regulatory hormone might not always yield the same outcome.)

Re: Science without Validation in a World without Meaning

#98
post #94

"Medicine is a form of engineering in which the physician takes some action (drug, surgery, etc.) to alter the behavior of a physical system, the patient. Its underlying science is biology. Hence our ability to characterize medical knowledge depends on our ability to represent and validate biological knowledge." This is really very wrong. The 'physical system' is conscious and suffering, which excludes Medicine from…

> "The simplest complete model of an organism is the organism itself."

But that is trivially true about everything, including golf balls. The interesting question isn't if the model is complete, but if it is sufficient (or complete enough) to make predictions.

And in the case of golf balls we can make quite good predictions with a very simple model, mostly because we are only interested in if it ends up in the hole or not. But a complete model of a golf ball would need to include the exact dynamics of the different layers and the turbulence around it, which we just can't do. Luckily, we don't need to.

So what is a sufficient model of a living organism? That of course also depends on what we want to know. I am quite certain that modern egg farmers have, for their purposes, quite sufficient models of hens. They know how fast the hens grow, the effects of different amounts and types of food, how much heat they produce, and of course how many and how big eggs they lay, etc..

And it is of course possible that we need to know the exact wave function for the complete system that is the cell to model it sufficiently enough to, say, synthesise new drugs. But I don't think so.

Re: Science without Validation in a World without Meaning

#99

This article meanders too much. The basic point is this: > While stochastic models present us with numerous difficulties, an even more perplexing conundrum faces contemporary scientists and engineers who wish to model highly complex systems involving hundreds or thousands of variables and model parameters. Owing to their sheer number, many model parameters cannot be accurately estimated via experiment and are left un…

I tend to come down on (1) in many cases, eg., social psychology.

I'd be open to more of this sort of modelling if (4) was a realistic and completed project.

The reality of (4) however is saying, to the public, things like: there may either be very limited climate change, or the entire world will be destroyed as we know it.

I don't see the current public understanding of science, esp. via journalism, as fit for such realities.

Re: Science without Validation in a World without Meaning

#100
I think the system the author is looking for is probabilistic programming. It allows you to write programs/models with uncertain factors. Then at the end you can observe a few variables and it automatically computes the expectation and variance all the input variables. Check out psisolver.org for example.
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