None Only X (9) All Step 000000 0 46 -78 -66 000001 0 65 68 69 000010 0 45 25 26 000011 0 68 78 78 000100 0 55 -66 -57 000101 0 64 78 78 000110 0 44 29 31 000111 0 67 75 75 001000 0 55 -0 5 001001 0 67 74 73 001010 0 50 30 31 001011 0 68 75 75 001100 0 82 51 54 001101 0 67 75 75 001110 0 47 20 22 001111 0 69 75 75 010000 0 -2 20 17 010001 0 50 63 63 010010 0 29 7 8 010011 0 67 76 76 010100 0 5 21 24 010101 0 54 65 65 010110 0 27 26 27 010111 0 61 70 69 011000 0 8 34 36 011001 0 61 73 72 011010 0 29 47 47 011011 0 65 74 74 011100 0 39 28 29 011101 0 62 67 67 011110 0 22 34 35 011111 0 58 66 66 100000 0 36 34 34 100001 0 68 75 74 100010 0 32 20 20 100011 0 47 51 51 100100 0 35 31 32 100101 0 64 65 65 100110 0 31 32 32 100111 0 52 54 54 101000 0 15 20 23 101001 0 64 68 70 101010 0 29 24 24 101011 0 46 44 44 101100 0 33 33 34 101101 0 63 71 71 101110 0 26 52 52 101111 0 44 50 50 110000 0 -3 17 17 110001 0 47 60 60 110010 0 44 31 31 110011 0 29 25 25 110100 0 -52 36 35 110101 0 49 67 67 110110 0 55 42 42 110111 0 31 31 31 111000 0 28 35 34 111001 0 55 69 69 111010 0 13 -11 -11 111011 0 42 50 50 111100 0 22 36 36 111101 0 61 68 68 111110 0 20 -9 -9 111111 0 47 49 49 Table 10: The average reduction in the RMSE using the adjusted GEE for each exposure scenario, measured in percentage points. 37