2023-10-09トカゲ実験LME報告 ===== # Conditions ギルキストカゲ | Condition | Explanation| Accent | | -------- | -------- | -------- | | a | Congrunet | LHHH-HLL | | b | Inappropriate Lexical Accent | \*LHHH-HHL | | c | Misplaced accent nucleus | \*LHHH-HHH | | d | CAR not-applied | \*LHHH-LHH | # NTU-UT2023までのPermutation | Condition | interval(ms)| channel |p value| | -------- | -------- | -------- |-------- | | b-a | 2212-2472 | 45ch |0.03| | c-a | 2200-2480 | 55ch |0.005| | (d-a)-(b-a) | 2120-2452 | 53ch |0.008| | (d-a)-(c-a) | 2112-2488 | 57ch |0.003| ![](https://hackmd.io/_uploads/H137LcWW6.jpg) ![](https://hackmd.io/_uploads/HJ-YUq-Za.jpg) ![](https://hackmd.io/_uploads/H16xXs-Wp.jpg) # Length Modifier 1st mora (0-363ms) 2nd mora (364-726ms) 3rd mora (727-1089ms) 4th mora (1090-1454ms) Head 1st mora (1455-1828ms) 2nd mora (1829-2203ms) 3rd mora (2204-2578ms) | Condition | Explanation| Accent | | -------- | -------- | -------- | | a | Congrunet | LHHH-HLL | | b | Inappropriate Lexical Accent | \*LHHH-H**H**L | | c | Misplaced accent nucleus | \*LHHH-H**H**H | | d | CAR not-applied | \*LHHH-**L**HH | ![](https://hackmd.io/_uploads/r19wj5b-6.jpg) # Strategies 1. N400 (300-500ms) to 1st mora(1455ms): 1755-1955ms 2. P600 (500-800ms) to 1st mora(1455ms): 1955-2255ms 3. N400 (300-500ms) to 2nd mora(1829ms): 2129-2329ms 4. P600 (500-800ms) to 2nd mora(1829ms): 2329-2576ms (確認するために、Head Mora1 onset 1455-1828) # 結論を先にまとめると - (b)\*LHHH-HHLの最初は有意傾向だけだが、(c\)\*LHHH-HHHとともに、headのMora1のN400時間帯から最後まで、全脳範囲の陰性波が見られた。 - (d)\*LHHH-LHHは、headのMora1のP600時間帯には顕著な効果が見られなかったが、headのMora2のN400時間帯に全脳範囲の陽性波がみられた。少し遅くなったが、極性は(b)(c\)と違うので、Mora1からのP600のspill-overと考えられる。 - (妥当性を確認するためだけ)Filler条件は、baselineから離れて、(b)(c\)と近い性質をもっている # Channel Coding - Lateralization and Position - Right Front: AF4, F2, F4, F6, FC2 FC4, FC6 - Left Front: AF3, F1, F3, F5, FC1, FC3, FC5 - Right Rear: CP2, CP4, CP6, P2, P4, P6, PO4 - Left Rear: CP1, CP3, CP5, P1, P3, P5, PO3 ## Mora 1, N400, 1755-1955ms | Window | condition | effect | | -------- | -------- | -------- | | Mora 1, N400 | a vs b | Condition\*, PositionRear. | | Mora 1, N400 | a vs c | Condition\*, PositionRear\* | | Mora 1, N400 | a vs d | PositionRear\* | | Mora 1, N400 | a vs f | Condition\*, PositionRear\* | ![](https://hackmd.io/_uploads/Byk3LnWba.png) ## Mora 1, P600, 1955-2255ms | Window | condition | effect | | -------- | -------- | -------- | | Mora 1, P600 | a vs b | Condition\*, PositionRear\* | | Mora 1, P600 | a vs c | Condition\*, PositionRear\* | | Mora 1, P600 | a vs d | PositionRear\* | | Mora 1, P600 | a vs f | Condition\*, PositionRear\* | ![](https://hackmd.io/_uploads/SJqGPnWba.png) ## Mora 2, N400, 2129-2329ms | Window | condition | effect | | -------- | -------- | -------- | | Mora 2, N400 | a vs b | Condition\*, PositionRear\* | | Mora 2, N400 | a vs c | Condition\*, PositionRear\* | | Mora 2, N400 | a vs d | Condition\*, PositionRear\* | | Mora 2, N400 | a vs f | Condition\*, PositionRear\* | ![](https://hackmd.io/_uploads/rkCjDhWb6.png) ## Mora 2, P600, 2329-2576ms | Window | condition | effect | | -------- | -------- | -------- | | Mora 2, P600 | a vs b | Condition\*, PositionRear\* | | Mora 2, P600 | a vs c | Condition\*, PositionRear\* | | Mora 2, P600 | a vs d | PositionRear\* | | Mora 2, P600 | a vs f | Condition\*, PositionRear\* | ![](https://hackmd.io/_uploads/Hyiru3W-p.png) ## Window 1: 1st mora, N400, 1755-1955ms Condition: 1(a), 2(b), 3(c), 4(d), 5(filler) ``` Condition Lateralization Position Average 1 1 Left Front -4.853079 2 2 Left Front -5.549168 3 3 Left Front -6.070787 4 4 Left Front -4.986197 5 5 Left Front -5.175946 6 1 Right Front -5.051310 7 2 Right Front -5.606557 8 3 Right Front -6.310139 9 4 Right Front -5.237136 10 5 Right Front -5.238008 11 1 Left Rear -3.205677 12 2 Left Rear -3.442953 13 3 Left Rear -3.942199 14 4 Left Rear -3.335720 15 5 Left Rear -3.759282 16 1 Right Rear -3.065068 17 2 Right Rear -3.427819 18 3 Right Rear -3.754343 19 4 Right Rear -3.181061 20 5 Right Rear -3.830897 ``` ### Window 1, raw data ![](https://hackmd.io/_uploads/Byz5ss--6.png) ### Window 1, Difference from baseline ![](https://hackmd.io/_uploads/r1o9jiWbp.png) ``` > data.LeftFront Condition Lateralization Position Average Average.1 Polarity 1 1 Left Front -4.853079 0.0000000 Positive 2 2 Left Front -5.549168 -0.6960884 Negative 3 3 Left Front -6.070787 -1.2177076 Negative 4 4 Left Front -4.986197 -0.1331172 Negative 5 5 Left Front -5.175946 -0.3228671 Negative ``` ``` > data.RightFront Condition Lateralization Position Average Average.1 Polarity 6 1 Right Front -5.051310 0.0000000 Positive 7 2 Right Front -5.606557 -0.5552468 Negative 8 3 Right Front -6.310139 -1.2588294 Negative 9 4 Right Front -5.237136 -0.1858267 Negative 10 5 Right Front -5.238008 -0.1866980 Negative ``` ``` > data.LeftRear Condition Lateralization Position Average Average.1 Polarity 11 1 Left Rear -3.205677 0.0000000 Positive 12 2 Left Rear -3.442953 -0.2372759 Negative 13 3 Left Rear -3.942199 -0.7365222 Negative 14 4 Left Rear -3.335720 -0.1300432 Negative 15 5 Left Rear -3.759282 -0.5536050 Negative` ``` ``` > data.RightRear Condition Lateralization Position Average Average.1 Polarity 16 1 Right Rear -3.065068 0.0000000 Positive 17 2 Right Rear -3.427819 -0.3627505 Negative 18 3 Right Rear -3.754343 -0.6892747 Negative 19 4 Right Rear -3.181061 -0.1159928 Negative 20 5 Right Rear -3.830897 -0.7658282 Negative ``` ### LME m1 <- lmer(Average ~ Condition * Lateralization * Position + (1|Subject) , data = data.4) summary(m1) ### Window 1, LME, a vs b Condition* PositionRear. ``` Fixed effects: Estimate Std. Error df t value Pr(>|t|) (Intercept) -4.1570 0.6623 83.7306 -6.276 1.46e-08 *** Condition -0.6961 0.2730 1643.0000 -2.550 0.0109 * LateralizationRight -0.3391 0.6104 1643.0000 -0.555 0.5786 PositionRear 1.1886 0.6104 1643.0000 1.947 0.0517 . Condition:LateralizationRight 0.1408 0.3861 1643.0000 0.365 0.7153 Condition:PositionRear 0.4588 0.3861 1643.0000 1.188 0.2348 LateralizationRight:PositionRear 0.6052 0.8632 1643.0000 0.701 0.4834 Condition:LateralizationRight:PositionRear -0.2663 0.5460 1643.0000 -0.488 0.6258 ``` ### Window 1, LME, a vs c Condition\* PositionRear\* ``` Fixed effects: Estimate Std. Error df t value Pr(>|t|) (Intercept) -4.24423 0.74152 59.03046 -5.724 3.69e-07 *** Condition -0.60885 0.18642 1643.00000 -3.266 0.00111 ** LateralizationRight -0.17767 0.58952 1643.00000 -0.301 0.76316 PositionRear 1.40681 0.58952 1643.00000 2.386 0.01713 * Condition:LateralizationRight -0.02056 0.26364 1643.00000 -0.078 0.93785 Condition:PositionRear 0.24059 0.26364 1643.00000 0.913 0.36160 LateralizationRight:PositionRear 0.29465 0.83371 1643.00000 0.353 0.72381 Condition:LateralizationRight:PositionRear 0.04418 0.37285 1643.00000 0.119 0.90568 ``` ### Window 1, LME, a vs d PositionRear\* ``` Fixed effects: Estimate Std. Error df t value Pr(>|t|) (Intercept) -4.809e+00 5.206e-01 6.682e+01 -9.237 1.48e-13 *** Condition -4.437e-02 1.082e-01 1.643e+03 -0.410 0.681769 LateralizationRight -1.807e-01 4.461e-01 1.643e+03 -0.405 0.685541 PositionRear 1.646e+00 4.461e-01 1.643e+03 3.691 0.000231 *** Condition:LateralizationRight -1.757e-02 1.530e-01 1.643e+03 -0.115 0.908594 Condition:PositionRear 1.025e-03 1.530e-01 1.643e+03 0.007 0.994658 LateralizationRight:PositionRear 3.166e-01 6.309e-01 1.643e+03 0.502 0.615858 Condition:LateralizationRight:PositionRear 2.225e-02 2.164e-01 1.643e+03 0.103 0.918102 ``` ### Window 1, LME, a vs f PositionRear\* ``` Fixed effects: Estimate Std. Error df t value Pr(>|t|) (Intercept) -4.77236 0.50195 47.66362 -9.508 1.38e-12 *** Condition -0.08072 0.06805 1643.00000 -1.186 0.236 LateralizationRight -0.23227 0.34697 1643.00000 -0.669 0.503 PositionRear 1.70509 0.34697 1643.00000 4.914 9.80e-07 *** Condition:LateralizationRight 0.03404 0.09623 1643.00000 0.354 0.724 Condition:PositionRear -0.05768 0.09623 1643.00000 -0.599 0.549 LateralizationRight:PositionRear 0.42594 0.49069 1643.00000 0.868 0.386 Condition:LateralizationRight:PositionRear -0.08710 0.13609 1643.00000 -0.640 0.522 ``` ## Window 2: 1st mora, P600, 1955-2255ms ``` Condition Lateralization Position Average 1 1 Left Front -6.522967 2 2 Left Front -7.729914 3 3 Left Front -7.886769 4 4 Left Front -6.113889 5 5 Left Front -7.576626 6 1 Right Front -6.720681 7 2 Right Front -7.819808 8 3 Right Front -8.189979 9 4 Right Front -6.480127 10 5 Right Front -7.397740 11 1 Left Rear -3.627778 12 2 Left Rear -4.203062 13 3 Left Rear -4.298218 14 4 Left Rear -3.108574 15 5 Left Rear -4.591933 16 1 Right Rear -3.529055 17 2 Right Rear -4.283406 18 3 Right Rear -4.127435 19 4 Right Rear -3.365861 20 5 Right Rear -4.638181 ``` ### Window 2, Raw data ![](https://hackmd.io/_uploads/B1NpTjZW6.png) ### Window 2, Difference from baseline ![](https://hackmd.io/_uploads/B1IURjW-6.png) ``` > data.LeftFront Condition Lateralization Position Average Average.1 Polarity 1 1 Left Front -6.522967 0.0000000 Positive 2 2 Left Front -7.729914 -1.2069475 Negative 3 3 Left Front -7.886769 -1.3638020 Negative 4 4 Left Front -6.113889 0.4090772 Positive 5 5 Left Front -7.576626 -1.0536597 Negative ``` ``` > data.RightFront Condition Lateralization Position Average Average.1 Polarity 6 1 Right Front -6.720681 0.0000000 Positive 7 2 Right Front -7.819808 -1.0991271 Negative 8 3 Right Front -8.189979 -1.4692986 Negative 9 4 Right Front -6.480127 0.2405532 Positive 10 5 Right Front -7.397740 -0.6770594 Negative ``` ``` > data.LeftRear Condition Lateralization Position Average Average.1 Polarity 11 1 Left Rear -3.627778 0.0000000 Positive 12 2 Left Rear -4.203062 -0.5752835 Negative 13 3 Left Rear -4.298218 -0.6704398 Negative 14 4 Left Rear -3.108574 0.5192039 Positive 15 5 Left Rear -4.591933 -0.9641543 Negative ``` ``` > data.RightRear Condition Lateralization Position Average Average.1 Polarity 16 1 Right Rear -3.529055 0.0000000 Positive 17 2 Right Rear -4.283406 -0.7543508 Negative 18 3 Right Rear -4.127435 -0.5983804 Negative 19 4 Right Rear -3.365861 0.1631941 Positive 20 5 Right Rear -4.638181 -1.1091261 Negative ``` ## LME ### Window 2, LME, a vs b Condition \* PositionRear\* ``` Fixed effects: Estimate Std. Error df t value Pr(>|t|) (Intercept) -5.3160 0.7554 80.8357 -7.038 5.75e-10 *** Condition -1.2069 0.3073 1643.0000 -3.927 8.94e-05 *** LateralizationRight -0.3055 0.6872 1643.0000 -0.445 0.65665 PositionRear 2.2635 0.6872 1643.0000 3.294 0.00101 ** Condition:LateralizationRight 0.1078 0.4346 1643.0000 0.248 0.80410 Condition:PositionRear 0.6317 0.4346 1643.0000 1.453 0.14630 LateralizationRight:PositionRear 0.5833 0.9718 1643.0000 0.600 0.54843 Condition:LateralizationRight:PositionRear -0.2869 0.6146 1643.0000 -0.467 0.64073 ``` ### Window 2, LME, a vs c Condition \* PositionRear\* ``` Fixed effects: Estimate Std. Error df t value Pr(>|t|) (Intercept) -5.84107 0.72216 65.83166 -8.088 1.87e-11 *** Condition -0.68190 0.19258 1643.00000 -3.541 0.00041 *** LateralizationRight -0.14497 0.60900 1643.00000 -0.238 0.81188 PositionRear 2.54851 0.60900 1643.00000 4.185 3.01e-05 *** Condition:LateralizationRight -0.05275 0.27236 1643.00000 -0.194 0.84645 Condition:PositionRear 0.34668 0.27236 1643.00000 1.273 0.20323 LateralizationRight:PositionRear 0.20766 0.86126 1643.00000 0.241 0.80950 Condition:LateralizationRight:PositionRear 0.08878 0.38517 1643.00000 0.230 0.81774 --- ``` ### Window 2, LME, a vs d PositionRear\* ``` Fixed effects: Estimate Std. Error df t value Pr(>|t|) (Intercept) -6.65933 0.59255 64.09354 -11.238 < 2e-16 *** Condition 0.13636 0.12059 1643.00000 1.131 0.258 LateralizationRight -0.14154 0.49722 1643.00000 -0.285 0.776 PositionRear 2.85848 0.49722 1643.00000 5.749 1.07e-08 *** Condition:LateralizationRight -0.05617 0.17055 1643.00000 -0.329 0.742 Condition:PositionRear 0.03671 0.17055 1643.00000 0.215 0.830 LateralizationRight:PositionRear 0.35893 0.70318 1643.00000 0.510 0.610 Condition:LateralizationRight:PositionRear -0.06250 0.24119 1643.00000 -0.259 0.796 ``` ### Window 2, LME, a vs f Condition \* PositionRear\* ``` Fixed effects: Estimate Std. Error df t value Pr(>|t|) (Intercept) -6.25955 0.57713 47.52150 -10.846 1.89e-14 *** Condition -0.26341 0.07803 1643.00000 -3.376 0.000753 *** LateralizationRight -0.29186 0.39787 1643.00000 -0.734 0.463322 PositionRear 2.87281 0.39787 1643.00000 7.220 7.89e-13 *** Condition:LateralizationRight 0.09415 0.11035 1643.00000 0.853 0.393677 Condition:PositionRear 0.02238 0.11035 1643.00000 0.203 0.839336 LateralizationRight:PositionRear 0.42683 0.56268 1643.00000 0.759 0.448220 Condition:LateralizationRight:PositionRear -0.13039 0.15606 1643.00000 -0.836 0.403537 ``` ## Window 3: 2nd mora, N400, 2129-2329ms ``` Condition Lateralization Position Average 1 1 Left Front -6.652969 2 2 Left Front -8.155677 3 3 Left Front -8.614684 4 4 Left Front -5.778600 5 5 Left Front -7.636049 6 1 Right Front -6.927995 7 2 Right Front -8.348334 8 3 Right Front -9.136306 9 4 Right Front -6.009855 10 5 Right Front -7.528571 11 1 Left Rear -2.996077 12 2 Left Rear -3.907961 13 3 Left Rear -4.080332 14 4 Left Rear -2.149890 15 5 Left Rear -3.658400 16 1 Right Rear -2.959474 17 2 Right Rear -4.007701 18 3 Right Rear -3.963816 19 4 Right Rear -2.384862 20 5 Right Rear -3.785727 ``` ### Window 3, Raw data ![](https://hackmd.io/_uploads/HkzTbhWW6.png) ### Window 3, Difference to baseline ![](https://hackmd.io/_uploads/S1pyf2WW6.png) ``` > data.LeftFront Condition Lateralization Position Average Average.1 Polarity 1 1 Left Front -6.652969 0.0000000 Positive 2 2 Left Front -8.155677 -1.5027081 Negative 3 3 Left Front -8.614684 -1.9617153 Negative 4 4 Left Front -5.778600 0.8743689 Positive 5 5 Left Front -7.636049 -0.9830803 Negative ``` ``` > data.RightFront Condition Lateralization Position Average Average.1 Polarity 6 1 Right Front -6.927995 0.0000000 Positive 7 2 Right Front -8.348334 -1.4203387 Negative 8 3 Right Front -9.136306 -2.2083113 Negative 9 4 Right Front -6.009855 0.9181402 Positive 10 5 Right Front -7.528571 -0.6005756 Negative ``` ``` > data.LeftRear Condition Lateralization Position Average Average.1 Polarity 11 1 Left Rear -2.996077 0.0000000 Positive 12 2 Left Rear -3.907961 -0.9118839 Negative 13 3 Left Rear -4.080332 -1.0842549 Negative 14 4 Left Rear -2.149890 0.8461874 Positive 15 5 Left Rear -3.658400 -0.6623227 Negative ``` ``` > data.RightRear Condition Lateralization Position Average Average.1 Polarity 16 1 Right Rear -2.959474 0.0000000 Positive 17 2 Right Rear -4.007701 -1.0482273 Negative 18 3 Right Rear -3.963816 -1.0043428 Negative 19 4 Right Rear -2.384862 0.5746114 Positive 20 5 Right Rear -3.785727 -0.8262538 Negative ``` ### Window 3, LME, a vs b Condition \* PositionRear\* ``` Fixed effects: Estimate Std. Error df t value Pr(>|t|) (Intercept) -5.15026 0.76607 89.76325 -6.723 1.60e-09 *** Condition -1.50271 0.32346 1642.99999 -4.646 3.66e-06 *** LateralizationRight -0.35740 0.72327 1642.99999 -0.494 0.621 PositionRear 3.06607 0.72327 1642.99999 4.239 2.37e-05 *** Condition:LateralizationRight 0.08237 0.45744 1642.99999 0.180 0.857 Condition:PositionRear 0.59082 0.45744 1642.99999 1.292 0.197 LateralizationRight:PositionRear 0.53034 1.02286 1642.99999 0.518 0.604 Condition:LateralizationRight:PositionRear -0.21871 0.64691 1642.99999 -0.338 0.735 ``` ### Window 3, LME, a vs c Condition \* PositionRear\* ``` Fixed effects: Estimate Std. Error df t value Pr(>|t|) (Intercept) -5.6721 0.7303 68.7298 -7.766 5.47e-11 *** Condition -0.9809 0.1988 1643.0000 -4.933 8.93e-07 *** LateralizationRight -0.1517 0.6288 1643.0000 -0.241 0.809 PositionRear 3.2182 0.6288 1643.0000 5.118 3.45e-07 *** Condition:LateralizationRight -0.1233 0.2812 1643.0000 -0.438 0.661 Condition:PositionRear 0.4387 0.2812 1643.0000 1.560 0.119 LateralizationRight:PositionRear 0.1484 0.8893 1643.0000 0.167 0.868 Condition:LateralizationRight:PositionRear 0.1633 0.3977 1643.0000 0.410 0.681 ``` ### Window 3, LME, a vs d Condition \* PositionRear\* ``` Fixed effects: Estimate Std. Error df t value Pr(>|t|) (Intercept) -6.944e+00 6.043e-01 7.197e+01 -11.491 < 2e-16 *** Condition 2.915e-01 1.300e-01 1.643e+03 2.243 0.025 * LateralizationRight -2.896e-01 5.358e-01 1.643e+03 -0.541 0.589 PositionRear 3.666e+00 5.358e-01 1.643e+03 6.842 1.1e-11 *** Condition:LateralizationRight 1.459e-02 1.838e-01 1.643e+03 0.079 0.937 Condition:PositionRear -9.394e-03 1.838e-01 1.643e+03 -0.051 0.959 LateralizationRight:PositionRear 4.167e-01 7.578e-01 1.643e+03 0.550 0.582 Condition:LateralizationRight:PositionRear -1.051e-01 2.599e-01 1.643e+03 -0.404 0.686 ``` ### Window 3, LME, a vs f Condition \* PositionRear\* ``` Fixed effects: Estimate Std. Error df t value Pr(>|t|) (Intercept) -6.40720 0.59259 49.55448 -10.812 1.22e-14 *** Condition -0.24577 0.08304 1643.00000 -2.960 0.00312 ** LateralizationRight -0.37065 0.42343 1643.00000 -0.875 0.38151 PositionRear 3.57670 0.42343 1643.00000 8.447 < 2e-16 *** Condition:LateralizationRight 0.09563 0.11744 1643.00000 0.814 0.41561 Condition:PositionRear 0.08019 0.11744 1643.00000 0.683 0.49482 LateralizationRight:PositionRear 0.44824 0.59882 1643.00000 0.749 0.45424 Condition:LateralizationRight:PositionRear -0.13661 0.16608 1643.00000 -0.823 0.41089 ``` ## Window 4: 2nd mora, P600, 2329-2576ms ``` Condition Lateralization Position Average 1 1 Left Front -5.8912169 2 2 Left Front -7.3987731 3 3 Left Front -7.7056996 4 4 Left Front -6.5859343 5 5 Left Front -7.0909791 6 1 Right Front -6.1977544 7 2 Right Front -7.5291682 8 3 Right Front -8.2042923 9 4 Right Front -6.9998878 10 5 Right Front -7.2527154 11 1 Left Rear -1.2258377 12 2 Left Rear -2.1572302 13 3 Left Rear -2.4628261 14 4 Left Rear -1.4891732 15 5 Left Rear -1.9033391 16 1 Right Rear -0.9924176 17 2 Right Rear -2.2853393 18 3 Right Rear -2.3259778 19 4 Right Rear -1.7959399 20 5 Right Rear -2.0024504 ``` ## Window 4, Raw data ![](https://hackmd.io/_uploads/B11I4h--a.png) ## Window 4, Defference to baseline ![](https://hackmd.io/_uploads/HyPI42Z-p.png) ``` Condition Lateralization Position Average Average.1 Polarity 1 1 Left Front -5.891217 0.0000000 Positive 2 2 Left Front -7.398773 -1.5075562 Negative 3 3 Left Front -7.705700 -1.8144827 Negative 4 4 Left Front -6.585934 -0.6947173 Negative 5 5 Left Front -7.090979 -1.1997622 Negative ``` ``` Condition Lateralization Position Average Average.1 Polarity 6 1 Right Front -6.197754 0.0000000 Positive 7 2 Right Front -7.529168 -1.3314137 Negative 8 3 Right Front -8.204292 -2.0065378 Negative 9 4 Right Front -6.999888 -0.8021334 Negative 10 5 Right Front -7.252715 -1.0549610 Negative ``` ``` Condition Lateralization Position Average Average.1 Polarity 11 1 Left Rear -1.225838 0.0000000 Positive 12 2 Left Rear -2.157230 -0.9313925 Negative 13 3 Left Rear -2.462826 -1.2369884 Negative 14 4 Left Rear -1.489173 -0.2633355 Negative 15 5 Left Rear -1.903339 -0.6775014 Negative ``` ``` Condition Lateralization Position Average Average.1 Polarity 16 1 Right Rear -0.9924176 0.0000000 Positive 17 2 Right Rear -2.2853393 -1.2929217 Negative 18 3 Right Rear -2.3259778 -1.3335601 Negative 19 4 Right Rear -1.7959399 -0.8035223 Negative 20 5 Right Rear -2.0024504 -1.0100327 Negative ``` ## LME ### Window 4, LME, a vs b Condition \* PositionRear\* ``` Fixed effects: Estimate Std. Error df t value Pr(>|t|) (Intercept) -4.3837 0.8171 95.0160 -5.365 5.69e-07 *** Condition -1.5076 0.3514 1643.0000 -4.290 1.89e-05 *** LateralizationRight -0.4827 0.7857 1643.0000 -0.614 0.539 PositionRear 4.0892 0.7857 1643.0000 5.204 2.19e-07 *** Condition:LateralizationRight 0.1761 0.4969 1643.0000 0.354 0.723 Condition:PositionRear 0.5762 0.4969 1643.0000 1.159 0.246 LateralizationRight:PositionRear 1.0776 1.1112 1643.0000 0.970 0.332 Condition:LateralizationRight:PositionRear -0.5377 0.7028 1643.0000 -0.765 0.444 ``` ### Window 4, LME, a vs c Condition \* PositionRear\* ``` Fixed effects: Estimate Std. Error df t value Pr(>|t|) (Intercept) -4.98398 0.72841 89.63183 -6.842 9.31e-10 *** Condition -0.90724 0.22021 1643.00000 -4.120 3.98e-05 *** LateralizationRight -0.21051 0.69636 1643.00000 -0.302 0.762 PositionRear 4.37663 0.69636 1643.00000 6.285 4.19e-10 *** Condition:LateralizationRight -0.09603 0.31142 1643.00000 -0.308 0.758 Condition:PositionRear 0.28875 0.31142 1643.00000 0.927 0.354 LateralizationRight:PositionRear 0.49222 0.98480 1643.00000 0.500 0.617 Condition:LateralizationRight:PositionRear 0.04774 0.44042 1643.00000 0.108 0.914 ``` ### Window 4, LME, a vs d PositionRear\* ``` Fixed effects: Estimate Std. Error df t value Pr(>|t|) (Intercept) -5.65964 0.63724 80.10856 -8.881 1.49e-13 *** Condition -0.23157 0.14317 1643.00000 -1.617 0.106 LateralizationRight -0.27073 0.59033 1643.00000 -0.459 0.647 PositionRear 4.52159 0.59033 1643.00000 7.659 3.17e-14 *** Condition:LateralizationRight -0.03581 0.20248 1643.00000 -0.177 0.860 Condition:PositionRear 0.14379 0.20248 1643.00000 0.710 0.478 LateralizationRight:PositionRear 0.68421 0.83485 1643.00000 0.820 0.413 Condition:LateralizationRight:PositionRear -0.14426 0.28635 1643.00000 -0.504 0.614 ``` ### Window 4, LME, a vs f Condition \* PositionRear\* ``` Fixed effects: Estimate Std. Error df t value Pr(>|t|) (Intercept) -5.59128 0.59208 62.01934 -9.444 1.3e-13 *** Condition -0.29994 0.09631 1643.00000 -3.114 0.00187 ** LateralizationRight -0.34274 0.49107 1643.00000 -0.698 0.48531 PositionRear 4.53481 0.49107 1643.00000 9.235 < 2e-16 *** Condition:LateralizationRight 0.03620 0.13620 1643.00000 0.266 0.79043 Condition:PositionRear 0.13057 0.13620 1643.00000 0.959 0.33788 LateralizationRight:PositionRear 0.65929 0.69447 1643.00000 0.949 0.34259 Condition:LateralizationRight:PositionRear -0.11933 0.19261 1643.00000 -0.620 0.53564 ``` # 1455-1828 (Head Mora 1 onset) ``` Condition Lateralization Position Average 1 1 Left Front -4.466555 2 2 Left Front -5.168525 3 3 Left Front -5.334765 4 4 Left Front -4.033231 5 5 Left Front -4.618566 6 1 Right Front -4.798346 7 2 Right Front -5.346295 8 3 Right Front -5.668024 9 4 Right Front -4.396093 10 5 Right Front -4.775586 11 1 Left Rear -3.204254 12 2 Left Rear -3.296857 13 3 Left Rear -3.551335 14 4 Left Rear -3.177720 15 5 Left Rear -3.228144 16 1 Right Rear -3.164912 17 2 Right Rear -3.242151 18 3 Right Rear -3.373606 19 4 Right Rear -2.982715 20 5 Right Rear -3.330719 ``` ![](https://hackmd.io/_uploads/ByKua3bbT.png) ![](https://hackmd.io/_uploads/HkytT3-Wp.png) ``` > data.LeftFront Condition Lateralization Position Average Average.1 Polarity 1 1 Left Front -4.466555 0.0000000 Positive 2 2 Left Front -5.168525 -0.7019695 Negative 3 3 Left Front -5.334765 -0.8682094 Negative 4 4 Left Front -4.033231 0.4333239 Positive 5 5 Left Front -4.618566 -0.1520112 Negative ``` ``` > data.RightFront Condition Lateralization Position Average Average.1 Polarity 6 1 Right Front -4.798346 0.00000000 Positive 7 2 Right Front -5.346295 -0.54794898 Negative 8 3 Right Front -5.668024 -0.86967719 Negative 9 4 Right Front -4.396093 0.40225396 Positive 10 5 Right Front -4.775586 0.02276023 Positive ``` ``` > data.LeftRear Condition Lateralization Position Average Average.1 Polarity 11 1 Left Rear -3.204254 0.00000000 Positive 12 2 Left Rear -3.296857 -0.09260334 Negative 13 3 Left Rear -3.551335 -0.34708073 Negative 14 4 Left Rear -3.177720 0.02653367 Positive 15 5 Left Rear -3.228144 -0.02388970 Negative ``` ``` > data.RightRear Condition Lateralization Position Average Average.1 Polarity 16 1 Right Rear -3.164912 0.00000000 Positive 17 2 Right Rear -3.242151 -0.07723872 Negative 18 3 Right Rear -3.373606 -0.20869395 Negative 19 4 Right Rear -2.982715 0.18219787 Positive 20 5 Right Rear -3.330719 -0.16580603 Negative ``` a vs b ``` Fixed effects: Estimate Std. Error df t value Pr(>|t|) (Intercept) -3.7646 0.6002 85.7765 -6.272 1.39e-08 *** Condition -0.7020 0.2495 1643.0000 -2.813 0.00496 ** LateralizationRight -0.4858 0.5580 1643.0000 -0.871 0.38405 PositionRear 0.6529 0.5580 1643.0000 1.170 0.24208 Condition:LateralizationRight 0.1540 0.3529 1643.0000 0.436 0.66256 Condition:PositionRear 0.6094 0.3529 1643.0000 1.727 0.08439 . LateralizationRight:PositionRear 0.5098 0.7891 1643.0000 0.646 0.51833 Condition:LateralizationRight:PositionRear -0.1387 0.4991 1643.0000 -0.278 0.78117 ``` a vs c ``` Fixed effects: Estimate Std. Error df t value Pr(>|t|) (Intercept) -4.032e+00 6.332e-01 6.529e+01 -6.369 2.19e-08 *** Condition -4.341e-01 1.682e-01 1.643e+03 -2.582 0.00992 ** LateralizationRight -3.311e-01 5.318e-01 1.643e+03 -0.623 0.53365 PositionRear 1.002e+00 5.318e-01 1.643e+03 1.884 0.05977 . Condition:LateralizationRight -7.339e-04 2.378e-01 1.643e+03 -0.003 0.99754 Condition:PositionRear 2.606e-01 2.378e-01 1.643e+03 1.096 0.27338 LateralizationRight:PositionRear 3.012e-01 7.520e-01 1.643e+03 0.401 0.68882 Condition:LateralizationRight:PositionRear 6.993e-02 3.363e-01 1.643e+03 0.208 0.83531 ``` a vs d ``` Fixed effects: Estimate Std. Error df t value Pr(>|t|) (Intercept) -4.61100 0.49601 67.07309 -9.296 1.12e-13 *** Condition 0.14444 0.10327 1643.00000 1.399 0.16208 LateralizationRight -0.32143 0.42578 1643.00000 -0.755 0.45040 PositionRear 1.39790 0.42578 1643.00000 3.283 0.00105 ** Condition:LateralizationRight -0.01036 0.14604 1643.00000 -0.071 0.94347 Condition:PositionRear -0.13560 0.14604 1643.00000 -0.928 0.35329 LateralizationRight:PositionRear 0.30889 0.60214 1643.00000 0.513 0.60803 Condition:LateralizationRight:PositionRear 0.06224 0.20653 1643.00000 0.301 0.76316 ``` a vs f ``` Fixed effects: Estimate Std. Error df t value Pr(>|t|) (Intercept) -4.42855 0.45091 47.20595 -9.821 5.45e-13 *** Condition -0.03800 0.06060 1643.00000 -0.627 0.531 LateralizationRight -0.37548 0.30900 1643.00000 -1.215 0.224 PositionRear 1.23027 0.30900 1643.00000 3.982 7.15e-05 *** Condition:LateralizationRight 0.04369 0.08570 1643.00000 0.510 0.610 Condition:PositionRear 0.03203 0.08570 1643.00000 0.374 0.709 LateralizationRight:PositionRear 0.45030 0.43699 1643.00000 1.030 0.303 Condition:LateralizationRight:PositionRear -0.07917 0.12120 1643.00000 -0.653 0.514 ```