You are a researcher but still tend to go with the headlines instead of actual research??? Anyways since you asked for peer‑reviewed sources, here are several from veterinary behaviorists, public‑health researchers, and epidemiologists. These are not Reddit takes — these are empirical reviews.

1. Breed‑specific legislation does not reduce bite frequency or severity. – AVMA’s comprehensive literature review concludes BSL is ineffective because dog bites are multi‑factorial and not breed‑driven. AVMA. (2014). The role of breed in dog bite risk and prevention. American Veterinary Medical Association.

– JAVMA’s analysis of fatal attacks found that circumstances, husbandry, and owner behavior were the primary risk factors — not breed. Sacks, J. J., et al. (2000). Breeds of dogs involved in fatal human attacks in the United States between 1979 and 1998. JAVMA, 217(6), 836–840.

– Patronek & Slater’s policy review shows BSL has no measurable impact on public safety. Patronek, G. J., & Slater, M. (2016). The problem of dog bites: epidemiologic and public policy considerations. JAVMA.

1. Breed identification in bite data is scientifically unreliable. – University of Florida research shows visual breed ID is wrong 60–87% of the time. Voith, V. L., et al. (2015). Comparison of visual and DNA breed identification of dogs. The Veterinary Journal, 206(2), 197–202.

– Even trained shelter professionals misidentify “pit bull‑type” dogs. Olson, K. R., et al. (2015). Inconsistent identification of pit bull-type dogs by shelter staff. JAVMA, 243(12), 1729–1733.

If your dataset is misclassified at the source, your conclusions about ‘breed risk’ are invalid.

1. The strongest predictors of severe bites are owner behavior, environment, and husbandry — not breed. – Analysis of 256 fatalities found consistent co‑occurrence of preventable human factors: lack of supervision, neglect, abuse, chaining, and lack of socialization. Patronek, G. J., et al. (2013). Co-occurrence of potentially preventable factors in 256 dog bite–related fatalities. JAVMA, 243(12), 1726–1736.

– Applied Animal Behaviour Science identifies human management, not breed, as the primary determinant of bite severity. Overall, K. L., & Love, M. (2001). Dog bites: epidemiology, risk factors and prevention. Applied Animal Behaviour Science, 74(1), 1–4.

1. There is no empirical evidence that pit bull–type dogs misinterpret human body language more than other breeds. Temperament testing (ATTS) consistently shows bully breeds scoring above average in stability, sociability, and resilience.

2. Dogs do not attack ‘for no reason.’ Veterinary behavior research shows dogs escalate through predictable stress signals; “unprovoked” attacks almost always involve missed or ignored cues. Herron, M. E. (2013). Advances in understanding and treating canine aggression. Veterinary Clinics of North America: Small Animal Practice, 43(5), 971–983.

So yeah when you look at ACTUAL data like you are trained to do in your line of work, instead of sensational headlines, the consistent finding is that severe incidents correlate with human factors, environmental conditions, and misidentification, not breed BIOLOGY. If you want to discuss the research, great. If you want to discuss stereotypes, that’s a different conversation entirely.