Based on the details of the experiment, the most valid conclusion is:
b. The lower the concentration of sugar, the more likely the potato will gain mass.
This conclusion is based on the principles of osmosis. In a lower concentration of sugar solution (hypotonic solution), water moves into the potato cubes, causing them to gain mass. Conversely, in a higher concentration of sugar solution (hypertonic solution), water moves out of the potato cubes, leading them to lose mass. Therefore, the statement regarding the lower concentration of sugar leading to a gain in mass is accurate.