Trouble piecing together LS coupling

AronYstad
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TL;DR
I've heard a few different statements about LS coupling, but I struggle to see how they relate to each other.
I recently finished my first course in atomic physics, but I don't really feel like I got a good understanding of what LS coupling actually is. At first, we talked about constants of motion and how LS coupling is where we assume that L and S have good quantum numbers, or something similar to that. Then, we talked about addition of angular momenta, and said that with LS coupling, you can add the total L and total S to form J. Later in the course, we talked about heavier atoms and said that when LS coupling doesn't hold anymore, you can for example get transitions with a change in S.

The problem is that I can't find the connections between these statements. So my main questions are:
  1. How do the quantum numbers being good relate to L + S = J?
  2. What is the mechanism behind why LS coupling stops being a good approximation in larger atoms with stronger interactions?
  3. Why can S change in transitions in larger atoms? And why is it very unlikely even when it does happen?
And if you have any more details that would help me understand the concept, please share. I've sent a few messages in the class group chat asking about this, but the others seem to also have the same questions.
 
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AronYstad said:
TL;DR: I've heard a few different statements about LS coupling, but I struggle to see how they relate to each other.

quantum numbers being good
What is one's understanding of 'good quantum numbers'? Was this subject covered in class?
What is the significance of 'commuting with the Hamiltonian'?

See the following discussion:
http://hyperphysics.phy-astr.gsu.edu/hbase/Atomic/lcoup.html

For multi-electron atoms where the spin-orbit coupling is weak, it can be presumed that the orbital angular momenta of the individual electrons add to form a resultant orbital angular momentum L. . . . .

In light atoms, the interactions between the orbital angular momenta of individual electrons is stronger than the spin-orbit coupling between the spin and orbital angular momenta. These cases are described by "L-S coupling". However, for heavier elements with larger nuclear charge, the spin-orbit interactions become as strong as the interactions between individual spins or orbital angular momenta.

AronYstad said:
Why can S change in transitions in larger atoms?
As in from +1/2 to -1/2, or vice versa?
 

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