The argument from science claims that our most successful sciences,
especially particle physics, posit irreducible powers (Cartwright
2017; Cartwright and Pemberton 2013; Ellis 2001: 114–115 and 2002: 74;
Mumford 2006)
Cartwright is big into the irreducibility of her "causal powers"; these are anti Humean. She appeals to Mill on causation, despite Mill being clear that his 'capacities' are reducible
The earth causes the fall of heavy bodies, and it also, in its
capacity of a great magnet, causes the phenomena of the magnetic
needle . . . The purpose to which the phraseology of Properties and
Powers is specially adapted, is the expression of this sort of cases .
. . it is usual to say that each different sort of effect is produced
by a different property of the cause. Thus we distinguish the
attractive or gravitative property of the earth, and its magnetic
property: the gravitative, luminiferous, and calorific properties of
the sun . . . (Mill 1843: 345)
Apologies, but I cannot find an example from "particle physics", but she acknowledges they are "probabilistic"
and so somewhat out of date
Fairly recently, a number of techniques have been developed for
representing systems of causal relationships, and for inferring causal
relationships from probabilities. The name ‘causal modeling’ is often
used to describe the new interdisciplinary field devoted to the study
of methods of causal inference. This field includes contributions from
statistics, artificial intelligence, philosophy, econometrics,
epidemiology, and other disciplines.
https://plato.stanford.edu/entries/causation-probabilistic/
Seems like there's a lot of interesting work on 'causation'