Primary research articles are papers that are based on primary evidence. Primary evidence is data that is collected from a research study. A study can be a laboratory experiment, a survey, an interview, careful observation, or close examination of artifacts and artworks. The authors of primary research articles are the first people to collect the evidence from their studies.
Here's three minutes on primary research articles: