For this one they split autism into 3 groups (core,social,developmental) then split core into (mild,severe), to make 4 total.
For this one they split autism into 3 groups (core,social,developmental) then split core into (mild,severe), to make 4 total.
https://www.medrxiv.org/content/10.1101/2024.08.15.24312078v...
Not my field, but the statiscal analysis seems legit.
They are using a geodesic finite mixture model, which I am not familiar with, but seems to be an extension of mixture models to non Euclidean metric?
Pleiotropy can be tricky though, as traits / diagnoses / observations can have causal relationships amongst themselves. For example, a variant that impacts obesity may be statistically associated with heart attacks; but the relationship between the variant and heart attacks is not directly causal in the sense of something like a variant that alters function of an ion channel expressed in cardiac smooth muscle.
Undoubtedly each human displays a unique case and manifestation of whatever behavior we choose to specify, and that individuality can pull from different “trait” or “behavior” groups on a scale.
It’s only when we start to lump together many cases that we begin to discern between types and patterns, but it’s silly to make a harsh distinction between clusters and then pretend like they are emphatically different from the next. Grouping can have its uses, but we shouldn’t forget each person presents uniquely.
A whole lot of mental health knowledge fits into the category of repeatably identifiable categories of dubious usefulness.
Think phrenology: it is indeed possible to categorize the shape of people’s head in a statistically valid way… it just has nothing to do with their mental health.
“Repeatable identifiable categories of dubious usefulness”
Yep, there’s a lot of this in modern science.
“Is this method of classification useful? wrong question! All you need to ask is, is it easy to write a reproducible paper (or shareable web content) on this method of classification? Yes, yes it is!”
There’s a lamppost problem at work here.
It solves a problem, just not the problem most people think it solves.
It reminds me of "brain (mostly) for movement " (no decisions to make, no brain is necessary). Sea squirts being a prime example: "As an adult, the sea squirt attaches itself to a stationary object and then digests most of its own brain." (Rodolfo R. Llinas I of the Vortex: From Neurons to Self) https://www.amazon.com/Vortex-Neurons-Rodolfo-R-Llinas/dp/02...
If, however, there is significant clustering within the dimension space, and those clusters are taken as groups, then it seems valid.
I would tend to be generous to the researchers and assume a mostly discrete clustering until I see otherwise. To apply grouping like this without discrete clusters would be unprofessionally naive on their part.
MBTI speaks more on our drive for categorization than it does on the people being categorized.
For example, Big5/OCEAN/FiveFactor model uses factor analysis which has statistical reasoning behind the number of factors. In fact, the semantic meaning of the factors comes up after the analysis, not before. It's the same as clustering or GMM, the semantic meaning of the clusters is applied after the partitioning.
The concept of partitioning people is the same, however, the order by which meaning is applied is opposite which makes them completely different in practice.
And lest it be said that I'm talking out of turn myself, I only became interested in this whole MBTI thing because an ENFP once told me I was an INTP after a few hours of talking about silly things. That's exactly what these tests once told me. Of course, these are still anecdotes, but we are sciency.
Is it a problem that someone has catalogued autism in this way? Is it a question of lack of precision or bad direction? Am I asking the wrong questions?
My guess as to why MBTI is more popular than other equally valid personality tests is that the splits are defined in such a way as to capture a few traits that people find the most irksome in their everyday relationships. You want to take a rational approach, but your SO gets all emotional? Well, that's a T vs. F thing. It might not be medically meaningful, but IMO it does help us appreciate that other people's minds might be wired differently. Not wrong, just different.
Business idea: AI companions with custom personality out of the box. Choose the MBTI type you want!