Showing posts with label ramblings. Show all posts
Showing posts with label ramblings. Show all posts

Medicine

[At the outset, i'll clarify that i have the utmost respect for the doctors and the profession in general. They are in the profession of health, life, survival, healing and more importantly - alleviating suffering. What can be more important to humanity than this? ]


Medicine is a wide area. There are areas where cause and effect is easily discernible. If there is a fractured arm - we know what to do. There are many aspects of the body that are mechanical and electrical in nature and hence greatly helped by advances in technology - say the hearing aid or progressive lenses or prosthetic limbs


It is important to remember that medicine is in the business of survival, NOT TRUTH. Because seeking truth means understanding 'Life' and the very hard problem of 'Consciousness'. Only the sages have those answers because of their direct experience. Most of the medical science eschews this problems (in)conveniently and look only at the effect to make inferences.


There are many areas in our body that directly falls under the ambit of 'Complex systems'. Our BS detector should vibrate vigorously when someone makes sweeping statements in those  areas. 


Having said about complex systems earlier, the puritanical (or sensible) approach to our body and health would be


  • Use prevention: In medicine, stopping someone from smoking has fewer adverse effects than giving pills and treatments. 
  • Approach via Negativa:

        Why? Addition to complex system is intervention. You do not intervene a complex system because you will not know the results. Avoidance is simply not messing with the existing system and a more robust way of handling your health


        The Hippocratic oath says, 'First, do no harm' and do we know for sure?


    • Instead of disease, look at health and work on that
    • Instead of diet, look at fasting

  • Look for Lindy: Check on the habits people who survive long. They must be doing something correct
  • Be Anti Fragile: Develop equanimity and strength of mind that will help you deal with tail events that you’ll anyway be exposed to in life. 
  • Avoid harm and ruin from tail events: for the patient this means, to avoid treatment when he or she is mildly ill, but use medicine for the “tail events,” that is, for rarely encountered severe conditions. 

        (The problem is that the mildly ill represent a much larger pool of people than the severely ill—and are people who are expected to live longer and consume drugs for longer. Pharma has incentives to target the large pool. I'll touch upon Bad Pharma in a bit)



Conflating medical advances in simple areas to that of complex areas


Commonly used refrains are: 'Look at the advances made in the last 20 years. At this rate we can produce consciousness.'


We will become increasingly adept at replacing body parts and will make tremendous progress in various other areas of the body. But, it's a mistake to extrapolate this to the complex areas of the body. There this statement is self-delusional. We will still make new theories, reject old theories, bring back a old theory. It will be a fertile area of wallowing in BS and self congratulation. If you have any doubts about it, check nutritional claims


So to all the complex areas of the body ... apply the BS Detector ruthlessly however rosy a picture one may paint. Even when it seems to work, it is just randmomness at play and you can be ruined by unforeseen event. What is needed is anti-fragility, not some deceptive smart solution in randomness


This is where one has to be careful. We can use very simple theories - they NEED NOT BE THE TRUTH, as long as it achieves the purpose (survival, healing, reducing pain). That's why we needn't look for truth in medicine because one can't do that in complex areas. What is important are the outcomes. And that puts us directly in the area of Statistics and Probability



Allopathic and Western Medical science in general

  • Treats the symptoms not the cause. In most of the cases, cure comes from our body's own self healing mechanism. The healer is inside. The external intervention is just to quieten the mind and body to the discomfort and let nature take its course
  • Uses a reductionist approach. As long as there is not a holistic approach for a system like our body, we will wallow in BS. It will be an endless game of finding new chemicals, correlation and new theories. Why? Because we are Complex systems ... we are sampling various marker signals in a complex system to try to effect a cure ... that is BS
  • Causality is a bitch and direction of causation even more so
  • Have Side effects. Why? If you intervene a complex system you don't understand, you will mess with things
  • Long term usage is unknown. This is dangerous ...because the statistics which is the cornerstone on which efficacy is predicted, becomes useless if you look at a longer horizon because of the confidence intervals.
  • Higher order effects - this is because of the myopic view and simply the lack of unifying thesis of the body

        As if all of the above things are not enough we have three big villains


  • Bad Pharma

Pharmas have wrong incentives and hence their ethics can become questionable


The science behind them is shaky - make chemicals, test, prove efficacy. This kind of intervention in a complex system is the equivalent of spray and pray.


Pharmas can be bad actors. It's an important thing to remember and something we can't do anything unless we change their incentives


  • Bad Doctor

Another Bad actor. For all the respect i have for the doctors and the profession, many are aligned on the wrong incentives. So the interventions they suggest can also be wrong


  • Bad Science

Use of statistics and probability to make random inferences. This combined with the ethics and incentives can become an intractable problem to solve.


Establishing causation is at the heart of it. As we have seen causation is a bitch in complex areas


The only reasonable way we can get confidence in an intervention is to do a randomised control trial (RCT). If you are convinced that this is infallible, ask yourself why Fat was implicated as a culprit for more than a century? 


        It's a combination of Bad Actors (Sugar industry), Bad science and Bad Doctors 



Randomised Control Trials - RCT


Why RCT - our best bet, can be derailed in different ways, 


  • Selecting control group

When you don't know causality. On what basis will you select? 


You can only hope whatever that is 'causal' is available randomly and equally in the control group as well as the test group. 


There is an element of chance involved here


Let's say that the actual truth about immune response to any medication is actually governed by the enterotype of the biome in the gut. If by chance we get a skewed distribution in the control group and test group, we are looking at bias


Random assignment helps reduce the chances of systematic differences between the groups at the start of an experiment and, thereby, mitigates the threats of confounding variables and alternative explanations.

This is the best that we can do here. 


  • Heisenberg effect - Complex system can behave in a different way when observed. 

  • Our body is not an automaton with fixed states, triggers and transitions. Mind is a big variable. Double blind tests are designed to mitigate this
  • Duration: This is an intractable problem. Doing a long term statistical study on a considerable population worthy of statistical analysis is virtually impossible. Even if you are ok with the costs, the environment control, the real world connection and simply handling the habits of the population over an extended period means we will have to deal with larger confidence intervals and errors in estimates.
  • Unknown independent variable causes bias in the model - can't do anything here. Hope for the best
  • Model fitting in the higher dimension - can become the game of connecting the dots and finding patterns in randomness when none exist
  • Higher order effects and feedback in the system can cause the system to behave in unpredictable ways - can't do anything here
  • Causality direction - this is super difficult to establish. 
  • Controlling variables in a complex systems means the absence of some of the stressors that work in a complex system. These can lead to unwanted effects that can affect the outcome
  • Random inference: With all the above difficulties we have to have good interpretation and inference and be able to deal with a larger margin for error.

So the upshot of all of this is the equivalent of someone saying, 'Well, i don't know how the system works. But i will  intervene it in many different ways, simplify it at will to reduce complexity and interpret the results and feel good about it'. 


If someone says this even to an external inanimate system - say investing money in a financial system - we'll be petrified ... but we don't blink twice about doing this to our body. 



Finally


I'm not saying i have all the answers. As outlined, i can only take the puritanical approach and try to avoid harm.  What i do expect from medicine though is a high dose of humility to understand and accept that we have no clue of the system. We have to respect nature and the innate intelligence of the body to heal itself. 


Have kindness, compassion, and ethics to the highest level and work with a service mindset.

On Complexity

Complex system


The main idea behind complex systems is that the ensemble behaves in ways not predicted by its components. The interactions matter more than the nature of the units. One cannot perform reductionism.By definition they are chaotic and random. There are myriad interactions and what appears out of it should simply be seen as is without naive explanations. These are multi-dimensional systems interacting at various levels. Finding order or explanation in this is a fools errand.


By definition it is not possible to discern Causality in a complex system. Consequently, we cannot make any prediction and any attempt to predict is Fooled by Randomness (FBR)


Some complex systems
  • Brain, Mind
  • Human body, 
  • Macroeconomics, 
  • Universe, 
  • Financial markets, 
  • Ecosystem
These have properties such as such as nonlinearity, emergence, spontaneous order, adaptation, and feedback loops, among others which are observed but cannot be explained


Guidelines on dealing with Complex systems

Beware of the Bull Shitter

Anyone claiming to know / predict / theorise in complex systems is a bull shitter because no one knows causality. Without understanding causality, prediction is farcical. So, beware of anyone making predictive statements in this area. They don't know anything. You can treat those predictions as pure entertainment, otherwise they are useless

Do not intervene with a complex system

Why? Because you don't have a clue as to what's happening. You might disturb the intricate balance. Taleb fondly calls them as Interventionistas because they don't have a frigging clue but still want to intervene. More importantly they don't have skin in the game

Look for Survival a.k.a Lindy Effect

The only lessons you can draw from a complex system is to look at something that has Survived. It's a sure indication that it's doing something correct to survive in a complex system in which it exists. Otherwise it would have become extinct. Lindy effect is in the risk dimension, not the truth dimension.


"Not everything that happens happens for a reason, but everything that survives survives for a reason" -- Taleb


Understand Ecological Rationality

Taleb argues many supposedly irrational beliefs in a complex system and behaviours may have an 'ecological rationality', that is they are rational when viewed in terms of the environment they exist in.


Rather than purely looking at things as true/not true, as the naïve rationalist does, we should look at behaviours through the lens of pay-off. When we view things this way, the world becomes a different place - 'irrational' things can become rational when we consider their outcome. 


An action, superstition or attitude that reduces harm either to oneself or to a collective is arguably entirely rational, even if it seems illogical or ridiculous. 


He argues there must be benefits of irrational long-lasting beliefs otherwise they would have died out.


Beware of the Black Swan 

Platonification (When people, especially the learned and authoritative, create categories and oversimplify) missing central but hidden elements of a thing in the process of transforming it into an abstract construct, then causing a blowup. This is because of our inherent nature to simplify, categorise and explain everything. 


The Devil is in the details and the complex interactions. Simplfying a complex system is to miss its intricacies and be ruined when a rare event happens. Not understanding the stressors of a complex system, removing, reducing and simplifying is an invitation for trouble


Look for Skin in the Game

Arm chair analysts do not have any skin in the game. If you want to understand financial markets - go talk to a trader who lives in that unpredictable system and has to systematically avoid ruin. He cannot form fancy theories, discern patterns and use unbaked ideas because a single mistake can cause ruin. 


Anyone else who doesn't have Skin in the Game, who hasn't faced systematic ruin and survived are removed from ground reality. Their opinions are worthless


Look for Antifragility

Antifragility is the property of all those natural (and complex) systems that have survived, It is far easier to figure out if something is fragile than to predict the occurrence of an event that may harm it. That is the only reasonable thing that we can do in an unpredictable world. 


It's about Non Prediction - we can build a systematic and broad guide to non-predictive decision making under uncertainty in business, politics, medicine, and life in general— anywhere the unknown preponderates, any situation in which there is randomness, unpredictability, opacity, or incomplete understanding of things.


This is important ... don't try to predict / theorise in a complex system. Try and be Anti Fragile. Anything that has more upside than downside from random events (or certain shocks) is anti-fragile; the reverse is fragile.


The mother of all Anti Fragility is given by the Sages: The external world is a bitch and completely random. You can't predict or make sense of it and more likely you will get an oddball. 'So, take your mind off it; strengthen your mind to not depend on it and make sense of it. Otherwise, you will be only deluding yourself and unprepared when the oddball arrives'. 


That is the only reasonable thing to do with the world.


Approach via Negativa

This is very important. Why?


Addition to a complex system is intervention. Without knowing causality, it's asking for trouble. You don't know the outcome. While avoidance is simply not messing with the existing system and a more robust way of handling the situation. 


The Golden rule approached via Negativa is the best


"Do not treat others in ways that you would not like to be treated" rather than 

"Treat others as you would like others to treat you"


If you get this, you get the concept