Matthew Feickert

I'm unsure as to what is causing Issue #2015, as I'm not able to reproduce it at all locally, but I can reproduce it in CI, but only on branches...

> I'm not sure on this, but I think that because simply calling `pyhf.set_backend("jax")` here fixes the problem seen in Issue #2015 in CI makes me think that there is...

> Perhaps dropping the explicit `set_backend` calls? @kratsg We can, though is the idea here that this avoids people focusing too much on NumPy? The main reason I've been putting...

@lhenkelm just to check, is this ready for review? I assume yes, but I just wanted to make sure that you didn't have anything that you wanted to come back...

Along these lines, while I'm reluctant to move too many of [the README bages](https://github.com/scikit-hep/pyhf/blob/d82bced18f166384098031b9d8cf78711627c3b0/README.rst), I can understand (totally valid) arguments like ones @phinate has made on the IRIS-HEP Slack >...

This will probably be relevant https://github.com/sphinx-doc/sphinx/issues/9479 given that the [Sphinx `v4.2.0` release notes](https://www.sphinx-doc.org/en/master/changes.html#release-4-2-0-released-sep-12-2021) include the note > #9479: autodoc: Emit a warning if target is a mocked object

> Yes, but the target here is _not_ a mocked object... So why is that relevant? Because Sphinx thinks it is: ``` WARNING: A mocked object is detected: 'jax_backend.array_subtype' WARNING:...

Relevant RTD build: https://pyhf--1665.org.readthedocs.build/en/1665/_generated/pyhf.schema.load_schema.html

Hi @particleist. :) > For the markdown version the papers could be ordered by the year field in the bibtex, and then the year could be added after the paper...

For self reference, the [INSPIRE API info webpage](https://inspirehep.net/info/hep/api).