Generally when we speak of prevalence, we are speaking of “point prevalence.” If we ask for the prevalence of asthma, we usually mean how many persons in the United States have asthma right at a given point in time? But you will also encounter the expression “period prevalence” in which a wider time period is specified, such as the example on the slide of a backache in the past 6 months. For chronic conditions like asthma, there may not be much difference between a point and a period prevalence, unless you made the period quite long. For common, but generally short duration conditions, such as backache or the common cold, however, they differ substantially.
In a cross-sectional study taking aspirin or non-steroidal anti-inflammatories would likely be associated with having a backache, but you would not conclude that those medications cause backache because you know they came after the backache as a treatment not before as a causative agent. You won’t be able to know that for many of the associations that might be discovered in an analysis of associations in cross-sectional data. For that reason it is the weakest design for assessing causation.