Either all these labs completely screwed up their analyses (I call this Shanahan's law, a nasty version of Murphy's law), or the underlying phenomenon is nuclear and different from D-D fusion.
The notion that all the scientists who claims cold fusion are mistaken in their interpretation (not completely screwed up) is not at all implausible to me. As described above, the complete tritium picture is entirely consistent with artifacts or experimental errors. Just the scarcity of current research on tritium suggests that.
And I would say the same for the excess power measurements. Considering one trajectory: P&F claimed tens of watts with a COP of 4 or so in the very early papers. Then McKubre came along and in one of Rothwell's favorite papers, claims about a half a watt with a COP of about 1.1. That suggests nearly all of P&F heat was artifact, but still McKubre claimed a positive result, and that it was easily achieved. Then in his 1998 report he said "With hindsight, we may now conclude that the presumption of repeatable excess heat was premature, and that has limited progress achieved....". McKubre kind of abandoned that line of research, saying at one point he got tired of trying to "science cold fusion". In the mean time Toyota shut down the P&F lab in France, and Pons abandoned the field.
And after this, the number of people doing electrolysis experiments seemed to decline rapidly. The number of experimental claims of excess heat in such experiments reported in refereed mainstream literature dwindled to next to nothing. I think the last paper is almost a decade ago.
Like tritium, there is no progress in understanding or characterizing excess power. There are more kinds of experiments that claim it, but there is no systematic scaling determined, no commensurate reaction products measured. The situation has led to laments from several prominent names:
Rothwell in 2001: "Why haven’t researchers learned to make the results stand out? After twelve years of painstaking replication attempts, most experiments produce a fraction of a watt of heat, when they work at all. Such low heat is difficult to measure. It leaves room for honest skeptical doubt that the effect is real."
Hagelstein in 2012?: "aside from the existence of an excess heat effect, there is very little that our community agrees on"
McKubre 2018: "Nearly 30-year old anomalies should have grown to adult maturity and self-sustainability or been buried and forgotten. By various factors we have been heavily constrained from pursuing and accomplishing the one thing that would make anomalies go away: correlation, preferably multi-correlation"
Saalfeld 2003 quoted in Newscientist: “For close to two years, we tried to create one definitive experiment that produced a result in one lab that you could reproduce in another,” Saalfeld says. “We never could. What China Lake did, NRL couldn't reproduce. What NRL did, San Diego couldn't reproduce. We took very great care to do everything right. We tried and tried, but it never worked.”
So, I see it like other pathological sciences, where many scientists can get it wrong. In the case of polywater, according to Diamond (in Scrutinizing Science, https://doi.org/10.1007/978-94-009-2855-8_9) there were over 400 publications on polywater before the Deryagin admitted the phenomena were probably due to impurities. And many of these were in the best journals: Nature, Science, JACS etc. Of course, polywater was debunked, and cold fusion probably never will be because of the wide gamut of conditions and phenomena claimed. In that sense it's more like homeopathy or dowsing or perpetual motion, which will likely never die either.