Is scientific understanding based on predictive power?

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In summary, the goodness of a scientific theory is determined by its predictive power, and an explanation is not necessarily a part of science as it is not a scientific term. Instead, predictions and their accuracy are more important in determining the value of a theory. However, the pursuit of knowledge through various methods, including the scientific method, can lead to a deeper understanding of the natural universe and potentially uncover the true explanation of phenomena. This process is ongoing and may never reach a definitive conclusion, but the journey itself is where the beauty and satisfaction of science lies.
  • #1
ryokan
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The goodness of a scientific theory,as Relativity or QM, is related to its prediction's power.

But when could we assert that we explain anything? Only in basis to prediction (or "retrodiction") ?
 
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  • #2
Words only have demonstrable meaning according to their function in a given context.

Is that a good enough explanation for you? :0)
 
  • #3
wuliheron said:
Words only have demonstrable meaning according to their function in a given context.

Is that a good enough explanation for you? :0)

No. You ever talk about context. Well. Choose one.
 
  • #4
When is an explanation not an explanation? When no one can understand it, not even the author, or whenever someone does not see it as an explanation.

"Goodness" is a value judgment, not a scientific assessment. Exactly what is the goodness of being able to predict, for example, that you cannot predict something? It has no demonstrable inherent "goodness" and some might say it is utterly useless. It just depends upon who is making the value judgment.
 
  • #5
Predicting that you cannot predict something can be very valuable, as it narrows down the field of variables you explore in a system. I see no reason to pick on the original posters use of the word "goodness." Maybe value or scientific value might have avoided the problem, but surely everyone understood what he meant.

Physics is judged by it's ability to predict past, present and future variables. To answer the original question, I do not see physics as explaining anything, nor do I think it should. I'm not convinced things around us can even be "explained" the way people use the word, by science or philosophy.
 
  • #6
wuliheron said:
"Goodness" is a value judgment, not a scientific assessment. Exactly what is the goodness of being able to predict, for example, that you cannot predict something? It has no demonstrable inherent "goodness" and some might say it is utterly useless. It just depends upon who is making the value judgment.
It seems that that's the case with Gödel's theorem...
Yes. Strictly, "goodness" is a value judgement. Strictly, explanation isn't a scientific term. Strictly, we only could talk in a mathematical language. Alternatively, we would must previously agree about the significance of each term that we use as prediction, explanation, goodness...
 
  • #7
Locrian said:
Predicting that you cannot predict something can be very valuable, as it narrows down the field of variables you explore in a system. I see no reason to pick on the original posters use of the word "goodness." Maybe value or scientific value might have avoided the problem, but surely everyone understood what he meant.

Physics is judged by it's ability to predict past, present and future variables. To answer the original question, I do not see physics as explaining anything, nor do I think it should. I'm not convinced things around us can even be "explained" the way people use the word, by science or philosophy.
I find your answer very interesting. It is clear that a scientific theory must be capable of prediction. But why must "explanation" be out of Science?
 
  • #8
My answer would be that I define science as that knowledge that comes from the scientific method. I do not believe the scientific method can always appropriately distinguish between various explanations. What's more, explanations can be invalidated by new discoveries, whereas the experiments that created them sometimes aren't.

The "explanation" that was produced by Newtonian mechanics is clearly disproven in light of 20th century physics. An yet I use Newtonian mechanics all the time. It works great within the realm of the experiments done to prove it an acceptable theory. I could sit around worrying about whether the explanation derived from a new theory is good or bad, but who cares? The explanation is temporary. It's predictive power is not.

It is also possible to insert extraneous information into an explanation that does not affect the nature of its predictions. Scientists respond to this by employing Occam's razor; but Occam's razor is not science, it is a philosophical tool. How can one justify using a tool to determine what is "science" that is not based on the scientific method when distinguishing between two explanations that both rely on predictions found by the scientific method?

I don't mean to suggest that creating non-mathematical interpretations of theories is useless. I think it is a useful tool for conducting science. Of course, so is a computer, but that doesen't mean a computer is science, or that science is responsible for the quality of computers manufactured.
 
  • #9
Locrian said:
I define science as that knowledge that comes from the scientific method.

I prefer to define science as the pursuit of knowledge of the natural universe, using various empirical and logical methods (the scientific method being only one, yet most popularly known, variety). The "bits" of knowledge are facts, and the facts are inductively analyzed to form a scientific theory. Scientific theories are proposed explanations of the facts and are inherently tentative and fallible by virtue of the induction process that was involved in their creation.

As time passes, as more research opens up new possibilities, as new brains step up to the plate, scientific theories should become more and more aligned with the "true" underlying explanation of the natural universe (aka Theory of Everything). This process has been observed when comparing Newton's Law of Gravity with General Relativity. Newton's Law of Gravity is very accurate and useful...to a point. General Relativity is a "sharper" theory that seems to be more closely aligned with the "true" explanation. Some other theory, Theory X, may turn out to be "sharper" than General Relativity, thereby unseating Einstein.

The progress may be asymptotic, in the sense that we may never actually reach the "true" explanation, but the pursuit itself is really where much of the aesthetic pleasure, excitement, and "goodness" of science is located IMO.
 
  • #10
Locrian said:
The explanation is temporary. It's predictive power is not.

That is an interesting difference. :approve:
If I understand your position, the scientific knowledge would be linked directly to the prediction's power of scientific theories, whereas explanation could imply other factors, as you show with the reference to the Occam's razor.
Prediction's power would be strictly scientific
Explanation would be also related with the personal and historical "Weltanschauung". Are you in agreement?
 
  • #11
Artorius said:
The progress may be asymptotic, in the sense that we may never actually reach the "true" explanation, but the pursuit itself is really where much of the aesthetic pleasure, excitement, and "goodness" of science is located IMO.
I agree completely with your asymptotic image of progress. :smile:
I find very interesting your reference to the relationship between "the pursuit" and the "aesthetic pleasure". From my viewpoint, as I posed in other thread, the relationship of this aesthetic pleasure with scientific activity would arise from the fitness of theories to Nature in a form of Aristotle's mimesis (Poetics).
 
  • #12
Prediction, description, explanation and understanding. Are all they scientific terms?
 
  • #13
Knowledge and QM

QM is a good theory because of it is highly predictive. That is Science. But there are diverse "interpretations" of QM. Are these interpretations scientific or philosophical approachs? :rolleyes:
 
  • #14
Well some good scientists are obsessed with them. I don't think there's a big nanny who says what science is or is not. Science is what the people who do it say it is. And if there is disagreement on what they say, so be it.
 
  • #15
selfAdjoint said:
Science is what the people who do it say it is.

That is a circular argument. Scientists would be also the people that do Science. Philosophy and Science are different things and this difference would apply also to interpretations of quantum mechanics.
 
  • #16
ryokan said:
SelfAdjoint said:
Science is what the people who do it say it is.
That is a circular argument. Scientists would be also the people that do Science. Philosophy and Science are different things and this difference would apply also to interpretations of quantum mechanics.
So, how can science be defined, in terms that have high relevance to the real world of what scientists do?
 
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  • #17
No it isn't circular, because science is historical (or if you prefer, dialectical), so the definitions of one generation react with the self definition of the next to update the definition of science. If you had asked Newton what he was doing you would have gotten a very different answer than if you posed the same question to Maxwell, Einstein, or Witten.
 
  • #18
selfAdjoint said:
No it isn't circular, because science is historical (or if you prefer, dialectical), so the definitions of one generation react with the self definition of the next to update the definition of science. If you had asked Newton what he was doing you would have gotten a very different answer than if you posed the same question to Maxwell, Einstein, or Witten.
Probably, Newton and Maxwell would say that they were doing Philosophy of Nature
Yes, Science and definition of Science are made in a historical context. But if Science is that scientists do and scientists do Science, the expression seems to be circular.
There are problems with definitions when Science is very entangled with Philosophy, and such is the case in QM interpretations. When a scientist express his worldview he is not doing science, although his worldview result from his scientific activity.
 
  • #19
Nereid said:
So, how can science be defined, in terms that have high relevance to the real world of what scientists do?
I don't know now any definition absolutely valuable.
Science would be by one hand a work: the use of the scientific method to explore the Nature, being the scientific method one based in experimentation, observation, logic deduction and induction. A key factor in this method would be the communication in a common language, being mathematics the best form of expression.
On the other hand, Science would be the whole of knowledge obtained by the scientific method. This knowledge would be the substrate of predictive theories.
 
  • #20
ryokan said:
I don't know now any definition absolutely valuable.
Science would be by one hand a work: the use of the scientific method to explore the Nature, being the scientific method one based in experimentation, observation, logic deduction and induction.
IOW, wherever we can determine that these elements have been used (consciously? unknowingly??*), we can call the activity 'science'?
A key factor in this method would be the communication in a common language, being mathematics the best form of expression.
So without maths it's just not science? Or the use of math is a heuristic guide?
On the other hand, Science would be the whole of knowledge obtained by the scientific method. This knowledge would be the substrate of predictive theories.
So are the predictive theories then part of science? or a consequence of science? or a critical component?

*this point is quite important; depending on how strictly you constrain 'observation, logic deduction and induction', you could argue that pre-historic groups of humans 'did' science - they hunted, they planted and harvested crops, they found and used 'medicinal plants'. This also begs the question of whether the crux of science is the process ('the scientific method') or the outcome ('the body of knowledge acquired') ... or both ... or neither.
 
  • #21
Nereid said:
IOW, wherever we can determine that these elements have been used (consciously? unknowingly??*), we can call the activity 'science'?
I believe that we can use the term Science only when we talk about a conscious activity. Science searchs causes. It is reductive. Empirical knowledge is not enough to have Science. Empirical knowledge can be also explained in a mythological context.

Nereid said:
So without maths it's just not science? Or the use of math is a heuristic guide?
Yes. Maths is Science. And a tool (calculus). And a language. There is of course a scientific, not mathematical language to communicate findings. But mathematical language would be the most adequate form of expression in Science. As Lord Kelvin said: "When you measure what you are speaking about and express it in numbers, you know something about it, but when you cannot express it in numbers your knowledge about is of a meagre and unsatisfactory kind"

Nereid said:
So are the predictive theories then part of science? or a consequence of science? or a critical component?
I think that prediction (and perhaps postdiction) is a key part of Science. Scientific activity results in theories and theories are valuable if their predictions can be confirmed by observation or experimentation. Prediction is a critical component.
 
  • #22
ryokan said:
The goodness of a scientific theory,as Relativity or QM, is related to its prediction's power.

But when could we assert that we explain anything? Only in basis to prediction (or "retrodiction") ?

What could be the effects of the INCREASE or DECREASE in the number of visual organs on the OUTWARD QUALITY of the object of the human perception? For example, if you remove some of the visual organs from the body or add more to it, or redesign them, will it improve or decrease our ability to perceive the world? I have asked this question elsewhere: can concepts form in the perceiver without first getting acquainted with the external world to model and extrapolate from it? If concepts are models of realities in the external world, why should there be any surprises when objective facts or truths are deduced from them? Or simply, why should it come as a surprise when we are able to extrapolate and predict from conceptual facts? Could the whole process not be that:

We map the external world onto self and back onto the external world?

could we then not say that we carry models of realities of the external world in our heads, with equally the ability to modify and conceptualise them? That for example, we carry the concept of a unicorn in our heads as a modification of the concept of a horse in our heads which in turn is a conceptualised model of a real horse in the external world? This now underpins the question that I have asked above and elsewhere:

Would a human being come to have the concept of a unicorn, without first coming into a physical (visual) contact with a real horse, or with a four-legged animal, in the external world?
 
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  • #23
An even deeper question is what would be science if we modified the neural circuitry of our brain/mind ? We could eventually learn how the mind organizes thoughts, information, emotions and memory and change the wiring in many different ways. A mind that is organized completely differently and maybe uses memory and thought completely differently would perceive another universe and another physics.

In that case, that "alien" mind could describe, explain and predict a human according to their physics and at the same time a human describe this alien with our science physics. Which is the real science ? Both because science is a function of the mind investigating and the reality (atually there could be trillions of different minds and physics ..)

An 8 men
 
  • #24
Welcome to Physics Forums eighth man!

Could you please say more about why you think a differently wired brain could (maybe) perceive 'another universe and another physics'? After all, unless you also changed the eyes, ears, etc to process cosmic rays, magnetic fields, neutrinos, etc, the brain would still be limited to processing the same sensory inputs as ours are. Re-wiring might indeed lead to an ability to calculate, without conscious thought, to 97 decimal places, the 3745th power of e (and other amazing things computers can do), but that's not another universe.
 
  • #25
No, I'm taking it to a much higher level of abstraction. Yes our physics with our mind is correct and coherent. I am thinking of a rewired mind that thinks very differently, that uses memory very differently , in other words the way our mind organizes information could be modified to do it very differently. Now I agree that this is quite abstract because no one knows how this mind would work or what its mental states would be, not to mention emotional, but I think that in the future modified minds will emerge.

At that point there is no telling how the world could be viewed and perceived. Up to now all reality has been anayzed with a fixed mind M,
by modifying minds this one reality could be analyzed with Mn different minds Mn x R1, and eventually Rn realities, then there would be Mn x Rn different universes (eventually trillions).

Even imagining a mind that has an intermediate level that deals with reality and transforms all to a higher level, and the alien mind only deals with the higher level, just in this case it could no longer be understood by us at all, and anyways this alien mind could analyze and view us humans and all reality according to completely different rules that are valid in that "Mind + Universe" where universe is a function of mind.

An Ape
 
  • #26
eighth man said:
but I think that in the future modified minds will emerge.

I don't doubt that that will be the case, thanks to evolution.

At that point there is no telling how the world could be viewed and perceived.

This is the problem I have with your posts. They don't say anything! Philosophers of the mind argue on thought experiments all the time (take zombies for instance), but those arguments have clearly stated premises and use valid logic.

All you're saying here is, "Minds will one day be modified. How will their science differ from ours? There's no telling!"

The question is so ill-formed that it is impossible to answer.
 
  • #27
What I am getting at is that science is "arbitrary" in that it depends on a fixed mind. The structure of this mind (and eventually body ) the way sense organs are conceived, the way sense information is created in the mind with sentiments, emotions which we don't understand is arbitrarily fixed in our mind/species by evolution.

But changing this mind structure which may happen because of advanced technological civilization will no longer have only one fixed mind , but may experiment with a multitude. This may occur in 100 or 1000 or 100000 years, at which point the whole concept of our universe disappears into this "SOLID STATE CIVILIZATION". Just imagine extrapolationg chip and virtual reality and neural circuits thousands of years in the future.

TOBOR THE EIGHT MAN
 
  • #28
Philocrat said:

Would a human being come to have the concept of a unicorn, without first coming into a physical (visual) contact with a real horse, or with a four-legged animal, in the external world?
I think yes. A lot of scientific concepts aren't directly intuitive.
 
  • #29
eighth man said:
What I am getting at is that science is "arbitrary" in that it depends on a fixed mind. The structure of this mind (and eventually body ) the way sense organs are conceived, the way sense information is created in the mind with sentiments, emotions which we don't understand is arbitrarily fixed in our mind/species by evolution.

But changing this mind structure which may happen because of advanced technological civilization will no longer have only one fixed mind , but may experiment with a multitude. This may occur in 100 or 1000 or 100000 years, at which point the whole concept of our universe disappears into this "SOLID STATE CIVILIZATION". Just imagine extrapolationg chip and virtual reality and neural circuits thousands of years in the future.

TOBOR THE EIGHT MAN
And?
We can imagine all we want. But Science is being constructed by humans here and now. :smile:
 
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  • #30
ryokan said:
I think yes. A lot of scientific concepts aren't directly intuitive.

True...but I am suggesting that even with all the predictions that science is capable of, it still needs that basic data of some physical origin to deduce everything else, even the absurd that you are implying. Yes, most of the predictions that science achieves are absurd...from the concept of the basic data in the external world to the bewildering concept of the absurd. My question is whether if scientists were completely devoid of the basic physical data originally, whether they could still have the visual power to conceptualise?
 
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  • #31
Philocrat said:

My question is whether if scientists were completely devoid of the basic physical data originally, whether they could still have the visual power to concpetualise?

I think that this question is related to History of Science. Physics and Math have evolutioned from clear, intuitive conceptions to more abstract, non-intuitive theories.
 
  • #32
ryokan said:
I think that this question is related to History of Science. Physics and Math have evolutioned from clear, intuitive conceptions to more abstract, non-intuitive theories.

1) Intuition needs some space to operate the components of concepts

2) Abstract needs some space to operate the components of concepts

2) Physical Action needs some space (external world) to operate the components of concepts


Some people might very well dispute this, but the reality of (1), (2) and (3) is that the logical structures of the spaces referred to in them may not necessarily differ. With regards to (1), I have always been sceptical of the very claim that we could derive concepts, let alone truths, independent of reason. And I am not still convinced that information of a concrete kind can pop out of intuition without any device of reason that requires clear spatio-temporal pathways or histories to be maintained throughout the process.

------------------
The spaces within which intuition, Abtract and phyical actions operate seem decisively to be logically structured in the same way. What distinguishes the three is a matter of their modes and speeds of operation. They may operate in different modes and speeds, does that make them to necessarily violate the apparatus of logic (The fundamental process of reconciling SEQUENTIALISM with SIMULTANEITY)?
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Could this not be construed otherwise?
 
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  • #33
Philocrat said:
1) Intuition needs some space to operate the components of concepts

2) Abstract needs some space to operate the components of concepts

2) Physical Action needs some space (external world) to operate the components of concepts


Some people might very well dispute this, but the reality of (1), (2) and (3) is that the logical structures of the spaces referred to in them may not necessarily differ. With regards to (1), I have always been sceptical of the very claim that we could derive concepts, let alone truths, independent of reason. And I am not still convinced that information of a concrete kind can pop out of intuition without any device of reason that requires clear spatio-temporal pathways or histories to be maintained throughout the process.


Could this not be construed otherwise?

I think that your view is in some form kantian with respect to the concept of space. Are I right?
 
  • #34
ryokan said:
I believe that we can use the term Science only when we talk about a conscious activity. Science searchs causes. It is reductive. Empirical knowledge is not enough to have Science. Empirical knowledge can be also explained in a mythological context.
Hmm, if you take a historical perspective, how then do you decide when 'science' began? Must it be fully formed (according to our understanding today) before it is honoured with a capital "S"? What then do we say about all that went before the nanosecond when 'science' began? That it is 'proto-science' perhaps?
Yes. Maths is Science. And a tool (calculus). And a language. There is of course a scientific, not mathematical language to communicate findings. But mathematical language would be the most adequate form of expression in Science. As Lord Kelvin said: "When you measure what you are speaking about and express it in numbers, you know something about it, but when you cannot express it in numbers your knowledge about is of a meagre and unsatisfactory kind"
I think we differ on this point ... most of biology was indeed scientific before predator-prey equations, and how much maths is there in Origin of Species?
 
  • #35
Nereid said:
Hmm, if you take a historical perspective, how then do you decide when 'science' began? Must it be fully formed (according to our understanding today) before it is honoured with a capital "S"? What then do we say about all that went before the nanosecond when 'science' began? That it is 'proto-science' perhaps?

I think that there isn't a clear dilemma Science - Not Science. There was a gradual transition from an empirical to a scientific knowledge, and there is growth in Science. We cannot talk about a neat begin of Science. There was a continuous (or rather discontinuous) advance in scientific methods and concepts, as well as an evolution from an empirical knowledge to general theories. There was Science with Newton (or Philosophy of Nature) and with Einstein, but I think difficult apply the term scientist to Paracelsus.

Nereid said:
I think we differ on this point ... most of biology was indeed scientific before predator-prey equations, and how much maths is there in Origin of Species?

Yes. It was Science in Biology before equations, but Biology is "more scientific" when statistics can differentiate between noise and associations or when mathematical models allow to stablish predictions. It is also "more scientific" when it is based in controlled experiments.

An Medicine? I don't believe that we can talk on a scientific Medicine in the early 20 century, for example.
 

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