What does it mean to be a gilled mushroom?

• Agaricaceae is the family of fungi containing gilled mushrooms.
• All mushrooms we know of are gilled mushrooms, except chanterelles.
Note: chanterelles are nontoxic, so they do not need to be in the scope of the research.

What makes a mushroom toxic?

A toxic mushroom contains at least one of the following seven toxic chemicals: amatoxins, gyromitrin, muscarine, ibotenic acid, muscimol, psilocybin, and orellanine. Specifically, amatoxins are a subgroup of 9 toxic compounds with a similar chemical structure–alpha amanitin, beta amanitin, and gamma amanitin are the significant ones for mushrooms. The classifier to be built in this research will predict the overall presence of these toxic chemicals.

What gives mushrooms its anticancer properties?

What are the attributes of a mushroom?