For systematic review, if you're following PRISMA, you'll typically do some preliminary 'checks' before getting to the lists for full text review.
I'm assuming the 1200 odd references are your final list after the duplicate removal and screening, and perhaps your forward-and-reverse literature chaining.
In Zotero, you can enable automatic PDF download in preference. For your purpose, you then bulk import reference using doi or bibtex or ris.
The trick with Zotero is that Zotero is able to download pdf link to an entry from multiple sources. There are limitations though.
Beware that most academic database would lock you out if performing large bulk downloads at fast rate. Always a good idea to use proxy. In your case, you already having institutional access which might assist.
With Endnote, you can bulk import PDF files or like you have in Mendeley, you can set a 'watch' on a folder from which Endnote will automatically import entries for PDF files added to the folder. Unfortunately, that does not address your challenge.
With Endnote, similar to Zotero, you can import reference list to populate tour Endnote database.
- simply export reference list from your search (Google, Scopus ...) to a RIS file.
[Technical approach beyond the scope of Academia forum]
For other technical solutions beyond the scope of Academia, you can work directly with API of academic database.
- Science direct and Scopus provide API access, which you register for for free. You'll still need access to perform low-level tasks and download.
- you can leverage Python to work with academic database API
- for Google Scholar, use Scholarly: Scholarly pypi, GitHub
- for Scopus, pybliometrics is well used.
- Pyscopus claims to be more friendly. I'm yet to use Pyscopus unlike others. More so, it's inactive since 2019!
There's one I've used recently, just can't recall the name offhand. It allows robust analysis and topic search. I'll update in due course.
[Scientific PDF download]
I'm busy with a fork of Automated Search Helper. A research project by Lech Madeyski team at Wroclaw University of Science and Technology, Poland. I'm yet to upload latest revision which has the
- pdf downloader working with JSGlue, Jinja2
- I have it working locally but need some code clean-up and documentation.
NB: with automatic downloaders, beware of captcha and blocking/ban by academic database
SciPDFParser comes across as a good parser of downloaded articles PDF.