Intro to causal inference for psychologists:
https://czasopisma.uwm.edu.pl/index.php/pp/article/view/9731/7171
A causal-theoretic definition of measurement invariance (see p. 14):
+
A new ordinal regression family
https://osf.io/preprints/psyarxiv/e7a3x