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I would have hoped that everyone reading here has at least enough inate curiosity that they've done a little research
I found a paper dating back some years concerning rigorous measurements (done in Germany) of scrape-flutter frequencies, and it gave figures by tape type/manufacturer, interestingly. The figures were, IIRC, 720-960 Hz, but I assume tape speed has a bearing, and I don't remember what they used.
Plangent say they find timing errors at frequencies right up to c. 2kHz.
I've made several attempts to explain why the smeared HF (in particular) is made considerably worse by the effects of 44.1's steep, low-pass filtering, close to the audio band, but this is (despite being measurable) "inaudible" according to most respondents here.
Scrape flutter will cause sidebands around tones and as it is a resonance of the tape system would also cause a tone at the flutter frequency itself. The levels are going to be fairly low. 1% meaning sidebands of 1% the amplitude of the main tone would be very high levels of this. So your 44.1 khz system responds to 20 khz, and has a stopband at 22.05 khz. Few tape machines have good output beyond 18 khz. But let us say it does. So you have 2 khz scrape flutter which would create sidebands around a high level 20 khz tone (which usually doesn't happen). So some tones at 18 khz captured by the digital recording. Tones at 22 khz would be filtered out. How is this smeared HF? If you recorded at 96 khz, then you get the 18 khz and 22 khz sidebands. Again these are probably more than 40 db down in level versus the music at 20 khz. As few tape machines are good enough past 18 khz to have the sidebands above the noise floor of high frequency tones it will still be a basic non-issue even at 44.1 khz. The upper sideband of an 18 khz tone is 20 khz, and that is really all you'll see in very nearly all tapes recorded.