Fire control radars are a CW radar. Granted, they do not operate on HF.
The term CW can be confusing, especially when crossing from the ham world to other RF centered worlds, such as radar. You would think it would be simple, two little letters, but there are many different interpretations for it. Sure, the meaning is always "Continuous Wave", but the understanding of what that is changes with application. In the radar world, especially the microwave radar world, pulses as short as a few milliseconds, and shorter, can sometimes be called "CW".
But, to CW and fire control (FC) radars, not all FC radars are unmodulated CW radars. Indeed, most FC radars are not unmodulated CW radars. I did not say that some FC radars do not emit a CW signal.
Some FC radars, specifically some missile associated FCs, may include a CW component as well as pulsed or compressed pulse components. Typically the CW component of an FC system is not actually a radar (with the goal of tracking a target
for the source or platform of the radar), but instead is a CW illuminator, most often for semi-active missile guidance. Another part of the radar waveform, typically modulated, actually tracks the target, and that target track allows the radar to keep an illumination beam pointed at the target so that a semi-active missile can follow the illuminator reflected energy to the target. The radar tracks the target, the target track points an illuminator beam, the illuminator energy reflects off the target, the missile sees that reflected energy, and follows, rides, the reflected energy all the way to the target. The illumination beam may be emitted from the same antenna as the track beam, or it may come from a different antenna or transmitter. There is, of course, the deeper argument of, is the illuminator a radar or not? It certainly may be, as far as the missile is concerned, but it typically is not, as far as the ship or aircraft launching the missile is concerned. Often the FC radar has no receiver to even detect any information from the illuminator radiation, in many cases the FC radar just transmits the illumination energy, and never looks at it.
There are, of course, unmodulated CW radars that are actual radars, not just illuminators.
Unmodulated CW radars can operate in any frequency range (for example HAARP has done specific HF unmodulated CW radar experiments), however unmodulated CW radars do not give any range information, at best they give angles (CW Angle Tracking) and more typically radial velocity (Doppler shift). Most CW radars give radial velocity only, as applied in police speed measurement radars and other speed / closure rate applications.
With all of that said, many HF radars are indeed CW (the transmitter maintains a constant amplitude and never shuts the carrier off for relatively long periods), but they are modulated CW, typically FMCW (Frequency Modulated Continuous Wave), most commonly LFMCW (Linear FMCW), and can be described as a compressed pulse. The British PLUTO radar, the French Nostradamus, certain specific waveforms of the Australian JORN, an unnamed Chinese radar, etc, all on HF, all use FMCW (specifically LFMCW in all those cases).
To the OPs query, do there appear to be any propagation affects on the signals in question? If I encountered signals as you describe, strong, unmodulated, and every 50 kHz, I would first look for a local RFI source.
T!