In the US an alert by a cadaver dog is classed as 'reasonable suspicion'.
Reasonable suspicion is defined as a "particularized and objective basis for suspected legal wrongdoing". In this case, the wrongdoing may be a suspect, a track or trail of a suspect or scent line up.
The dog alert is simply one indicator of wrongdoing. Now, the peace officer in charge of the case must develop other reasonable suspicion indicators to develop probable cause. "Probable cause exists when under the totality known to the arresting officer; a prudent person would have concluded that there was a fair probability that the defendant had committed a crime."
These other reasonable suspicion indicators may be direct or circumstantial
evidence.
http://www.policek9.com/Fleck/Cadaver%20Dogs.pdf
Eliminating Police Bias When Handling Drug-Sniffing DogsNovember 20, 2017
MARTIN KASTE
Seven years ago, a researcher named Lisa Lit published a study
https://www.ucdmc.ucdavis.edu/welcome/features/2010-2011/02/20110223_drug_dogs.html that she now calls "a real career-ender."
On the surface, the study tested the abilities of fourteen certified sniffer dogs to find hidden "targets." In reality, the dogs' human handlers were also under the magnifying glass. They were led to believe there were hidden target scents present, when in fact there were none. Nevertheless, the dogs "alerted" to the scents multiple times — especially in locations where researchers had indicated a scent was likely.
"I think the findings were a little surprising," Lit says. "I don't think the number of incorrect responses was what anybody was really anticipating out of this study."
Police dogs searching for drugs sometimes "alert" for them when they're not there. That raises questions about the influence of the dogs' handlers. As NPR learned, there is now an effort by some in the training community to eliminate the influence of their handlers' suspicions to make dog searches more fair.
Lit's study made headlines in the U.S. and abroad, as it seemed to question the impartiality of police K9 teams. In most states, an alert by a certified drug-sniffing dog gives police the right to search your car; some cops jokingly refer to the dogs as "probable cause on four legs." With this study, that probable cause looked shakier.
Dog trainers and handlers denounced the study and its methods, and Lit couldn't get their cooperation for further research. Dr. Cynthia Otto, another researcher who runs the Penn Vet Working Dog Center at the University of Pennsylvania, recalls the backlash.
"At the time it was extremely contentious, mostly because it felt like people were duped," Otto says. "That [the handlers] were kind of tricked into this and taken advantage of."
But now that some time has gone by, Otto says there are trainers and handlers who are willing to put those emotions behind them and look at the problem identified by the study:
dogs are very good at reading humans.
https://www.npr.org/2017/11/20/563889510/preventing-police-bias-when-handling-dogs-that-bite?t=1542457935206Worth reading the full article in conjunction with the study.