I've tried a variety of pre-processing attempts and different configs, but 
this feels like it should be an easy detection task.

I've tried with several different psm and oem settings. Even restricting to 
numerical characters. Nothing seems to help.

Is the next step to re-train it?

version info if it helps:
tesseract v5.0.0-alpha.20201127
 leptonica-1.78.0
  libgif 5.1.4 : libjpeg 8d (libjpeg-turbo 1.5.3) : libpng 1.6.34 : libtiff 
4.0.9 : zlib 1.2.11 : libwebp 0.6.1 : libopenjp2 2.3.0
 Found AVX2
 Found AVX
 Found FMA
 Found SSE
 Found libarchive 3.3.2 zlib/1.2.11 liblzma/5.2.3 bz2lib/1.0.6 liblz4/1.7.5
 Found libcurl/7.59.0 OpenSSL/1.0.2o (WinSSL) zlib/1.2.11 WinIDN 
libssh2/1.7.0 nghttp2/1.31.0

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