The footage showed young male applicants stripped to their undergarments had lined up for getting their height and chest measured in the same room where woman candidates were also being checked.
No women doctors or nurses can be seen in the room where the female applicants were undergoing tests.
"We have issued warning letters to all the team members of the examination committee. We have also ordered an enquiry and who ever is responsible will be punished, Ajit Mishra, civil surgeon of Bhind told NDTV. On the absence of nurses, Mr Mishra said, "there are four lady doctors in the district hospital; three of whom are on medical leave...we have deputed one lady doctor and one nurse for the medical tests now."
Yesterday's incident comes days within candidates appearing for the post of police constable in Madhya Pradesh had their castes stamped on their chests during the physical examination on April 28. When the 206 candidates queued up for the medical test at the district hospital in Dhar, they were segregated on the basis of their castes "to avoid confusion".
Two police officials have been suspended for scribbling SC/ST on the candidates' bodies. The incident had raised a furore in the state prompting Madhya Pradesh home minister Bhupendra Singh to order an investigation.
Get the latest election news, live updates and election schedule for Lok Sabha Elections 2019 on ndtv.com/elections. Like us on Facebook or follow us on Twitter and Instagram for updates from each of the 543 parliamentary seats for the 2019 Indian general elections.