The medial compartment is that part of the knee where the femur articulates with the tibia - but referring only to the inner or medial side.

Knee compartments
The knee is considered to have three compartments - the medial compartment, the lateral compartment and the patellofemoral compartment. Arthritis and other conditions may affect only one of the compartments.
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