This is a document containing most of the summarative/inferential
statistics and graphics for experiment 4 of P032a–the insight
experiment. It has been written in a R markdown document and knitted
into a html document. It also can be converted into a neat .pdf using
LaTex libraries.
Experiment 1 - Pre-training & Training of Directional
Movement
Phases 1A & 1B
1A was a fixed position pacman requiring a single peck; 1B was a
variable position. Phases were combined for concision’s sake.
1A & 1B Pecking accuracy
1A & 1B First Session Pecking Accuracy
|
Subject
|
PeckingAccuracy
|
SessionNum
|
MeanofAccuracy
|
SDofAccuracy
|
|
Athena
|
0.2008032
|
1
|
0.1653119
|
0.190109
|
|
Herriot
|
0.0102041
|
1
|
0.1653119
|
0.190109
|
|
Wario
|
0.3448276
|
1
|
0.1653119
|
0.190109
|
|
Yoshi
|
0.1362683
|
1
|
0.1653119
|
0.190109
|
|
Mario
|
0.0597976
|
1
|
0.1653119
|
0.190109
|
|
Bowser
|
0.0000000
|
1
|
0.1653119
|
0.190109
|
|
Estelle
|
0.5376344
|
1
|
0.1653119
|
0.190109
|
|
Darwin
|
0.0329598
|
1
|
0.1653119
|
0.190109
|
1A & 1B Terminal SessionPecking Accuracy
|
Subject
|
PeckingAccuracy
|
SessionNum
|
MeanofAccuracy
|
SDofAccuracy
|
|
Athena
|
0.2876106
|
12
|
0.2459685
|
0.1190898
|
|
Yoshi
|
0.0885559
|
6
|
0.2459685
|
0.1190898
|
|
Wario
|
0.3801170
|
12
|
0.2459685
|
0.1190898
|
|
Herriot
|
0.4452055
|
11
|
0.2459685
|
0.1190898
|
|
Mario
|
0.2166667
|
5
|
0.2459685
|
0.1190898
|
|
Bowser
|
0.1752022
|
8
|
0.2459685
|
0.1190898
|
|
Estelle
|
0.2210884
|
12
|
0.2459685
|
0.1190898
|
|
Darwin
|
0.1533019
|
10
|
0.2459685
|
0.1190898
|
##
## Call:
## glm(formula = PeckingAccuracy ~ SessionNum, data = GLM_data)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.0651088 0.0014490 44.93 <2e-16 ***
## SessionNum 0.0127145 0.0002494 50.98 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 0.01646209)
##
## Null deviance: 506.86 on 28192 degrees of freedom
## Residual deviance: 464.08 on 28191 degrees of freedom
## AIC: -35768
##
## Number of Fisher Scoring iterations: 2
1A & 1B Trial Latency
1A & 1B First Session Trial Latencies
|
Subject
|
SessionNum
|
MeanTrialLatency
|
GroupMeanTrialLatency
|
sdMeanTrialLatency
|
|
Darwin
|
1
|
14.359184
|
25.78099
|
58.06994
|
|
Athena
|
1
|
2.822449
|
25.78099
|
58.06994
|
|
Bowser
|
1
|
1.883674
|
25.78099
|
58.06994
|
|
Mario
|
1
|
9.584375
|
25.78099
|
58.06994
|
|
Wario
|
1
|
5.467347
|
25.78099
|
58.06994
|
|
Estelle
|
1
|
1.571429
|
25.78099
|
58.06994
|
|
Herriot
|
1
|
169.050000
|
25.78099
|
58.06994
|
|
Yoshi
|
1
|
1.509484
|
25.78099
|
58.06994
|
1A & 1B First Session Trial Latencies
|
Subject
|
SessionNum
|
MeanTrialLatency
|
GroupMeanTrialLatency
|
sdMeanTrialLatency
|
|
Athena
|
11
|
1.989062
|
3.926687
|
2.377927
|
|
Yoshi
|
6
|
4.012422
|
3.926687
|
2.377927
|
|
Wario
|
12
|
7.676953
|
3.926687
|
2.377927
|
|
Estelle
|
12
|
6.500000
|
3.926687
|
2.377927
|
|
Herriot
|
10
|
1.292875
|
3.926687
|
2.377927
|
|
Bowser
|
7
|
1.407812
|
3.926687
|
2.377927
|
|
Darwin
|
10
|
3.367188
|
3.926687
|
2.377927
|
|
Mario
|
5
|
5.167187
|
3.926687
|
2.377927
|
No effect of the linear GLM across both 1A and 1B combined trial
latency b/c of the multi-modal distribution (specifically a peak at the
start of 1B)
##
## Call:
## glm(formula = MeanTrialLatency ~ SessionNum, data = .)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 15.2797 5.1496 2.967 0.00411 **
## SessionNum -1.0987 0.8239 -1.334 0.18665
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 482.8051)
##
## Null deviance: 34655 on 71 degrees of freedom
## Residual deviance: 33796 on 70 degrees of freedom
## AIC: 653.23
##
## Number of Fisher Scoring iterations: 2
Phases 1C & 1D
1C introduced a single cursor (no banana); 1D had four cursor
options
Phase 1C Trial Latency
1C First Session Trial Latencies
|
Subject
|
SessionNum
|
MeanLatency
|
GroupMeanLatency
|
sdGroupLatency
|
|
Athena
|
1
|
-6.313823 secs
|
27.61323 secs
|
20.42041
|
|
Mario
|
1
|
50.585714 secs
|
27.61323 secs
|
20.42041
|
|
Wario
|
1
|
47.689500 secs
|
27.61323 secs
|
20.42041
|
|
Estelle
|
1
|
38.120000 secs
|
27.61323 secs
|
20.42041
|
|
Darwin
|
1
|
31.442857 secs
|
27.61323 secs
|
20.42041
|
|
Bowser
|
1
|
12.728125 secs
|
27.61323 secs
|
20.42041
|
|
Yoshi
|
1
|
19.040219 secs
|
27.61323 secs
|
20.42041
|
1C First Session Trial Latencies
|
Subject
|
SessionNum
|
MeanLatency
|
GroupMeanLatency
|
sdGroupLatency
|
|
Mario
|
8
|
7.861905
|
6.660019
|
2.214958
|
|
Darwin
|
11
|
10.679688
|
6.660019
|
2.214958
|
|
Herriot
|
10
|
4.221578
|
6.660019
|
2.214958
|
|
Estelle
|
11
|
7.770313
|
6.660019
|
2.214958
|
|
Wario
|
11
|
7.420922
|
6.660019
|
2.214958
|
|
Bowser
|
11
|
5.876563
|
6.660019
|
2.214958
|
|
Yoshi
|
10
|
5.386687
|
6.660019
|
2.214958
|
|
Athena
|
11
|
4.062500
|
6.660019
|
2.214958
|
##
## Call:
## glm(formula = MeanTrialLatency ~ SessionNum, data = .)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 22.9810 2.5050 9.174 5.54e-14 ***
## SessionNum -1.5072 0.3788 -3.978 0.000156 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 104.5912)
##
## Null deviance: 9709.0 on 78 degrees of freedom
## Residual deviance: 8053.5 on 77 degrees of freedom
## AIC: 595.52
##
## Number of Fisher Scoring iterations: 2
Phase 1D Trial Latency
1D First Session Trial Latencies
|
Subject
|
SessionNum
|
MeanLatency
|
GroupMeanLatency
|
sdGroupLatency
|
|
Athena
|
1
|
4.682812
|
7.994698
|
6.906775
|
|
Yoshi
|
1
|
3.628891
|
7.994698
|
6.906775
|
|
Wario
|
1
|
3.266781
|
7.994698
|
6.906775
|
|
Estelle
|
1
|
24.089189
|
7.994698
|
6.906775
|
|
Mario
|
1
|
8.998437
|
7.994698
|
6.906775
|
|
Herriot
|
1
|
4.774281
|
7.994698
|
6.906775
|
|
Bowser
|
1
|
5.017188
|
7.994698
|
6.906775
|
|
Darwin
|
1
|
9.500000
|
7.994698
|
6.906775
|
1D First Session Trial Latencies
|
Subject
|
SessionNum
|
MeanLatency
|
GroupMeanLatency
|
sdGroupLatency
|
|
Herriot
|
5
|
5.352625
|
5.859545
|
1.629457
|
|
Yoshi
|
5
|
3.674297
|
5.859545
|
1.629457
|
|
Athena
|
5
|
4.176563
|
5.859545
|
1.629457
|
|
Bowser
|
4
|
7.812500
|
5.859545
|
1.629457
|
|
Wario
|
5
|
4.855688
|
5.859545
|
1.629457
|
|
Estelle
|
5
|
7.409375
|
5.859545
|
1.629457
|
|
Darwin
|
5
|
5.865625
|
5.859545
|
1.629457
|
|
Mario
|
5
|
7.729687
|
5.859545
|
1.629457
|
##
## Call:
## glm(formula = MeanTrialLatency ~ SessionNum, data = .)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 7.237 3.486 2.076 0.0449 *
## SessionNum 0.345 1.069 0.323 0.7487
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 86.70077)
##
## Null deviance: 3217.0 on 38 degrees of freedom
## Residual deviance: 3207.9 on 37 degrees of freedom
## AIC: 288.66
##
## Number of Fisher Scoring iterations: 2
Phases 1E, 1F, 1F.Test, 1G, 1H, & 1H.Test
1E - Single cursor, one-move banana (no wrong choices)
1F - Multi cursor, one-move banana (punished choices)
1F.Test - Multi cursor, one-move banana (open task)
1G - Single cursor, two-move banana (no wrong choices)
1H - Multi cursor, two-move banana (punished choices)
1H.Test - Multi cursor, two-move banana (open task)
Phase 1E
Trial Latency only
1E Info
|
Subject
|
NumSessions
|
|
Athena
|
7
|
|
Wario
|
7
|
|
Yoshi
|
7
|
|
Herriot
|
6
|
|
Mario
|
8
|
|
Bowser
|
7
|
|
Estelle
|
7
|
|
Darwin
|
7
|
1E First Session Trial Latencies
|
Subject
|
SessionNum
|
MeanLatency
|
GroupMeanLatency
|
sdGroupLatency
|
|
Athena
|
1
|
8.471875
|
10.83108
|
7.174714
|
|
Yoshi
|
1
|
4.829641
|
10.83108
|
7.174714
|
|
Wario
|
1
|
6.327422
|
10.83108
|
7.174714
|
|
Estelle
|
1
|
9.839063
|
10.83108
|
7.174714
|
|
Herriot
|
1
|
5.958016
|
10.83108
|
7.174714
|
|
Darwin
|
1
|
8.789062
|
10.83108
|
7.174714
|
|
Bowser
|
1
|
16.028125
|
10.83108
|
7.174714
|
|
Mario
|
1
|
26.405405
|
10.83108
|
7.174714
|
1E Terminal Session Trial Latencies
|
Subject
|
SessionNum
|
MeanLatency
|
GroupMeanLatency
|
sdGroupLatency
|
|
Athena
|
7
|
5.389062
|
5.890984
|
0.8899347
|
|
Herriot
|
6
|
5.638000
|
5.890984
|
0.8899347
|
|
Yoshi
|
7
|
5.006469
|
5.890984
|
0.8899347
|
|
Wario
|
7
|
4.987734
|
5.890984
|
0.8899347
|
|
Estelle
|
7
|
6.609375
|
5.890984
|
0.8899347
|
|
Bowser
|
6
|
6.229687
|
5.890984
|
0.8899347
|
|
Darwin
|
7
|
7.376563
|
5.890984
|
0.8899347
|
##
## Call:
## glm(formula = MeanTrialLatency ~ SessionNum, data = .)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 10.3963 1.0586 9.821 5.71e-13 ***
## SessionNum -0.7610 0.2481 -3.067 0.00358 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 11.44669)
##
## Null deviance: 645.69 on 48 degrees of freedom
## Residual deviance: 537.99 on 47 degrees of freedom
## AIC: 262.46
##
## Number of Fisher Scoring iterations: 2
Phase 1F
1F Info
|
Subject
|
NumSessions
|
|
Athena
|
6
|
|
Herriot
|
4
|
|
Yoshi
|
6
|
|
Wario
|
6
|
|
Bowser
|
6
|
|
Estelle
|
6
|
|
Darwin
|
6
|
Phase 1F Accuracy
1F First Session Accuracy
|
Subject
|
SessionNum
|
SessionAccuracy
|
MeanSessionAccuracy
|
sdSessionAccuracy
|
|
Athena
|
1
|
0.5000000
|
0.3989011
|
0.0650335
|
|
Wario
|
1
|
0.4307692
|
0.3989011
|
0.0650335
|
|
Herriot
|
1
|
0.2923077
|
0.3989011
|
0.0650335
|
|
Yoshi
|
1
|
0.4000000
|
0.3989011
|
0.0650335
|
|
Bowser
|
1
|
0.4307692
|
0.3989011
|
0.0650335
|
|
Estelle
|
1
|
0.3692308
|
0.3989011
|
0.0650335
|
|
Darwin
|
1
|
0.3692308
|
0.3989011
|
0.0650335
|
1F Terminal Session Accuracy
|
Subject
|
SessionNum
|
SessionAccuracy
|
MeanSessionAccuracy
|
sdSessionAccuracy
|
|
Athena
|
6
|
1.0000000
|
0.6457086
|
0.1770367
|
|
Yoshi
|
6
|
0.6465517
|
0.6457086
|
0.1770367
|
|
Herriot
|
4
|
0.4120879
|
0.6457086
|
0.1770367
|
|
Wario
|
6
|
0.6250000
|
0.6457086
|
0.1770367
|
|
Bowser
|
6
|
0.6410256
|
0.6457086
|
0.1770367
|
|
Estelle
|
6
|
0.5597015
|
0.6457086
|
0.1770367
|
|
Darwin
|
6
|
0.6355932
|
0.6457086
|
0.1770367
|
##
## Call:
## glm(formula = SessionAccuracy ~ SessionNum, data = .)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.31720 0.05287 6.000 5.69e-07 ***
## SessionNum 0.05617 0.01393 4.032 0.000257 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 0.02204881)
##
## Null deviance: 1.19631 on 39 degrees of freedom
## Residual deviance: 0.83785 on 38 degrees of freedom
## AIC: -35.117
##
## Number of Fisher Scoring iterations: 2
Phase 1F Trial Latency
1F First Session Trial Latencies
|
Subject
|
SessionNum
|
MeanLatency
|
GroupMeanLatency
|
sdGroupLatency
|
|
Wario
|
1
|
26.71737
|
35.44849
|
9.60151
|
|
Estelle
|
1
|
40.92174
|
35.44849
|
9.60151
|
|
Athena
|
1
|
21.81176
|
35.44849
|
9.60151
|
|
Yoshi
|
1
|
30.64380
|
35.44849
|
9.60151
|
|
Darwin
|
1
|
43.36957
|
35.44849
|
9.60151
|
|
Herriot
|
1
|
48.67150
|
35.44849
|
9.60151
|
|
Bowser
|
1
|
36.00370
|
35.44849
|
9.60151
|
1F Terminal Session Trial Latencies
|
Subject
|
SessionNum
|
MeanLatency
|
GroupMeanLatency
|
sdGroupLatency
|
|
Wario
|
6
|
14.38180
|
20.71625
|
7.530634
|
|
Yoshi
|
6
|
15.33377
|
20.71625
|
7.530634
|
|
Estelle
|
6
|
30.95541
|
20.71625
|
7.530634
|
|
Darwin
|
6
|
18.99189
|
20.71625
|
7.530634
|
|
Herriot
|
4
|
32.10628
|
20.71625
|
7.530634
|
|
Athena
|
5
|
16.40000
|
20.71625
|
7.530634
|
|
Bowser
|
6
|
16.84459
|
20.71625
|
7.530634
|
##
## Call:
## glm(formula = MeanTrialLatency ~ SessionNum, data = .)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 175.99 176.86 0.995 0.326
## SessionNum -15.50 47.63 -0.325 0.747
##
## (Dispersion parameter for gaussian family taken to be 240922.6)
##
## Null deviance: 8698735 on 37 degrees of freedom
## Residual deviance: 8673213 on 36 degrees of freedom
## (1 observation deleted due to missingness)
## AIC: 582.69
##
## Number of Fisher Scoring iterations: 2
Phase 1F.Test
1F.Test Info
|
Subject
|
NumSessions
|
|
Athena
|
2
|
|
Herriot
|
6
|
|
Wario
|
4
|
|
Yoshi
|
4
|
|
Bowser
|
2
|
|
Estelle
|
2
|
|
Darwin
|
2
|
1F.Test SAP
|
Subject
|
MeanSAP
|
sdSAP
|
GroupMeanSAP
|
GroupsdSAP
|
|
Athena
|
0.000000
|
0.000000
|
2.369394
|
2.195533
|
|
Herriot
|
1.000000
|
0.000000
|
2.369394
|
2.195533
|
|
Wario
|
1.000000
|
0.000000
|
2.369394
|
2.195533
|
|
Yoshi
|
1.000000
|
0.000000
|
2.369394
|
2.195533
|
|
Bowser
|
3.023256
|
9.258353
|
2.369394
|
2.195533
|
|
Estelle
|
5.666667
|
11.415728
|
2.369394
|
2.195533
|
|
Darwin
|
4.895833
|
17.502769
|
2.369394
|
2.195533
|
Phase 1G
Trial Latency only
1G Info
|
Subject
|
NumSessions
|
|
Yoshi
|
5
|
|
Herriot
|
6
|
|
Wario
|
5
|
|
Bowser
|
2
|
1G First Session Trial Latencies
|
Subject
|
SessionNum
|
MeanLatency
|
GroupMeanLatency
|
sdGroupLatency
|
|
Wario
|
1
|
21.52684
|
38.71551
|
18.43718
|
|
Yoshi
|
1
|
53.34177
|
38.71551
|
18.43718
|
|
Herriot
|
1
|
55.92041
|
38.71551
|
18.43718
|
|
Bowser
|
1
|
24.07302
|
38.71551
|
18.43718
|
1G Terminal Session Trial Latencies
|
Subject
|
SessionNum
|
MeanLatency
|
GroupMeanLatency
|
sdGroupLatency
|
|
Yoshi
|
5
|
19.37946
|
23.87431
|
8.985522
|
|
Wario
|
5
|
15.70862
|
23.87431
|
8.985522
|
|
Herriot
|
6
|
36.33614
|
23.87431
|
8.985522
|
|
Bowser
|
1
|
24.07302
|
23.87431
|
8.985522
|
##
## Call:
## glm(formula = MeanTrialLatency ~ SessionNum, data = .)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 36.833 6.806 5.412 7.2e-05 ***
## SessionNum -2.743 1.974 -1.390 0.185
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 167.3948)
##
## Null deviance: 2834.1 on 16 degrees of freedom
## Residual deviance: 2510.9 on 15 degrees of freedom
## AIC: 139.16
##
## Number of Fisher Scoring iterations: 2
Phase 1H
1H Info
|
Subject
|
NumSessions
|
|
Herriot
|
3
|
|
Bowser
|
3
|
|
Estelle
|
9
|
|
Darwin
|
9
|
Phase 1H Accuracy
1H First Session Accuracy
|
Subject
|
SessionNum
|
SessionAccuracy
|
MeanSessionAccuracy
|
sdSessionAccuracy
|
|
Herriot
|
1
|
0.6521739
|
0.4933854
|
0.1772077
|
|
Bowser
|
1
|
0.5769231
|
0.4933854
|
0.1772077
|
|
Estelle
|
1
|
0.2444444
|
0.4933854
|
0.1772077
|
|
Darwin
|
1
|
0.5000000
|
0.4933854
|
0.1772077
|
1H Terminal Session Accuracy
|
Subject
|
SessionNum
|
SessionAccuracy
|
MeanSessionAccuracy
|
sdSessionAccuracy
|
|
Herriot
|
3
|
0.5281690
|
0.5854101
|
0.1764911
|
|
Bowser
|
3
|
0.8426966
|
0.5854101
|
0.1764911
|
|
Estelle
|
9
|
0.5299145
|
0.5854101
|
0.1764911
|
|
Darwin
|
9
|
0.4408602
|
0.5854101
|
0.1764911
|
##
## Call:
## glm(formula = SessionAccuracy ~ SessionNum, data = .)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.502418 0.062435 8.047 5.35e-08 ***
## SessionNum -0.009175 0.012508 -0.734 0.471
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 0.02573551)
##
## Null deviance: 0.58003 on 23 degrees of freedom
## Residual deviance: 0.56618 on 22 degrees of freedom
## AIC: -15.816
##
## Number of Fisher Scoring iterations: 2
Phase 1H Trial Latency
1H First Session Trial Latencies
|
Subject
|
SessionNum
|
MeanLatency
|
GroupMeanLatency
|
sdGroupLatency
|
|
Herriot
|
1
|
23.56318
|
45.6185
|
28.1989
|
|
Estelle
|
1
|
84.43333
|
45.6185
|
28.1989
|
|
Darwin
|
1
|
48.46515
|
45.6185
|
28.1989
|
|
Bowser
|
1
|
26.01233
|
45.6185
|
28.1989
|
1H Terminal Session Trial Latencies
|
Subject
|
SessionNum
|
MeanLatency
|
GroupMeanLatency
|
sdGroupLatency
|
|
Estelle
|
9
|
43.86198
|
41.64673
|
22.58449
|
|
Herriot
|
3
|
31.44345
|
41.64673
|
22.58449
|
|
Darwin
|
9
|
71.99658
|
41.64673
|
22.58449
|
|
Bowser
|
3
|
19.28493
|
41.64673
|
22.58449
|
##
## Call:
## glm(formula = MeanTrialLatency ~ SessionNum, data = .)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 255.244 230.582 1.107 0.28
## SessionNum 9.458 46.193 0.205 0.84
##
## (Dispersion parameter for gaussian family taken to be 351016.2)
##
## Null deviance: 7737071 on 23 degrees of freedom
## Residual deviance: 7722357 on 22 degrees of freedom
## AIC: 378.47
##
## Number of Fisher Scoring iterations: 2
Phase 1H.Test
1H.Test Info
|
Subject
|
NumSessions
|
|
Wario
|
2
|
|
Yoshi
|
2
|
|
Herriot
|
2
|
|
Bowser
|
6
|
|
Estelle
|
13
|
|
Darwin
|
12
|
1H.Test SAP
|
Subject
|
MeanSAP
|
sdSAP
|
GroupMeanSAP
|
GroupsdSAP
|
|
Wario
|
2.1136364
|
8.237051
|
4.539305
|
6.490016
|
|
Yoshi
|
6.2857143
|
21.512682
|
4.539305
|
6.490016
|
|
Herriot
|
17.0000000
|
39.496835
|
4.539305
|
6.490016
|
|
Bowser
|
0.9038961
|
3.776795
|
4.539305
|
6.490016
|
|
Estelle
|
0.4230769
|
4.001666
|
4.539305
|
6.490016
|
|
Darwin
|
0.5095057
|
2.952143
|
4.539305
|
6.490016
|
Phases 1I 1I.Test, & 1J
Phase 1I
1I Info
|
Subject
|
NumSessions
|
|
Yoshi
|
5
|
|
Herriot
|
10
|
|
Wario
|
3
|
|
Bowser
|
8
|
|
Estelle
|
7
|
|
Darwin
|
4
|
Phase 1I Accuracy
1I First Session Accuracy
|
Subject
|
SessionNum
|
SessionAccuracy
|
MeanSessionAccuracy
|
sdSessionAccuracy
|
|
Herriot
|
1
|
1.0000000
|
0.8261271
|
0.2022104
|
|
Yoshi
|
1
|
1.0000000
|
0.8261271
|
0.2022104
|
|
Wario
|
1
|
1.0000000
|
0.8261271
|
0.2022104
|
|
Bowser
|
1
|
0.6153846
|
0.8261271
|
0.2022104
|
|
Estelle
|
1
|
0.5681818
|
0.8261271
|
0.2022104
|
|
Darwin
|
1
|
0.7731959
|
0.8261271
|
0.2022104
|
1I Terminal Session Accuracy
|
Subject
|
SessionNum
|
SessionAccuracy
|
MeanSessionAccuracy
|
sdSessionAccuracy
|
|
Herriot
|
9
|
0.7075472
|
0.7605343
|
0.174102
|
|
Yoshi
|
5
|
0.5000000
|
0.7605343
|
0.174102
|
|
Wario
|
3
|
1.0000000
|
0.7605343
|
0.174102
|
|
Bowser
|
8
|
0.6666667
|
0.7605343
|
0.174102
|
|
Estelle
|
7
|
0.8269231
|
0.7605343
|
0.174102
|
|
Darwin
|
4
|
0.8620690
|
0.7605343
|
0.174102
|
##
## Call:
## glm(formula = SessionAccuracy ~ SessionNum, data = .)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.88259 0.06374 13.846 1.55e-15 ***
## SessionNum -0.02855 0.01417 -2.014 0.0519 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 0.0368813)
##
## Null deviance: 1.4036 on 35 degrees of freedom
## Residual deviance: 1.2540 on 34 degrees of freedom
## AIC: -12.696
##
## Number of Fisher Scoring iterations: 2
Phase 1I Trial Latency
1I First Session Trial Latencies
|
Subject
|
SessionNum
|
MeanLatency
|
GroupMeanLatency
|
sdGroupLatency
|
|
Herriot
|
1
|
39.007000
|
18.61286
|
10.90992
|
|
Yoshi
|
1
|
15.636757
|
18.61286
|
10.90992
|
|
Wario
|
1
|
17.911880
|
18.61286
|
10.90992
|
|
Bowser
|
1
|
8.813875
|
18.61286
|
10.90992
|
|
Estelle
|
1
|
10.158213
|
18.61286
|
10.90992
|
|
Darwin
|
1
|
20.149413
|
18.61286
|
10.90992
|
1I Terminal Session Trial Latencies
|
Subject
|
SessionNum
|
MeanLatency
|
GroupMeanLatency
|
sdGroupLatency
|
|
Herriot
|
9
|
11.94008
|
13.72567
|
4.45174
|
|
Yoshi
|
5
|
7.61400
|
13.72567
|
4.45174
|
|
Wario
|
3
|
14.05649
|
13.72567
|
4.45174
|
|
Bowser
|
8
|
15.52750
|
13.72567
|
4.45174
|
|
Estelle
|
6
|
20.99988
|
13.72567
|
4.45174
|
|
Darwin
|
4
|
12.21607
|
13.72567
|
4.45174
|
##
## Call:
## glm(formula = MeanLatency ~ SessionNum, data = .)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 16.9878 2.6410 6.432 3.12e-07 ***
## SessionNum -0.2368 0.5981 -0.396 0.695
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 62.07861)
##
## Null deviance: 1996.2 on 33 degrees of freedom
## Residual deviance: 1986.5 on 32 degrees of freedom
## AIC: 240.79
##
## Number of Fisher Scoring iterations: 2
Phase 1I.Test
1I.Test Info
|
Subject
|
NumSessions
|
|
Yoshi
|
6
|
|
Wario
|
6
|
|
Bowser
|
5
|
1I.Test SAP
|
Subject
|
MeanSAP
|
sdSAP
|
GroupMeanSAP
|
GroupsdSAP
|
|
Yoshi
|
1.2354571
|
4.988037
|
0.8416458
|
0.4024337
|
|
Wario
|
0.4311111
|
1.504533
|
0.8416458
|
0.4024337
|
|
Bowser
|
0.8583691
|
3.862020
|
0.8416458
|
0.4024337
|
Phase 1.J
1J Info
|
Subject
|
NumSessions
|
|
Wario
|
3
|
|
Herriot
|
2
|
|
Yoshi
|
6
|
|
Bowser
|
3
|
|
Estelle
|
6
|
|
Darwin
|
2
|
1I.Test SAP
|
Subject
|
MeanSAP
|
sdSAP
|
GroupMeanSAP
|
GroupsdSAP
|
|
Wario
|
1.120000
|
3.493463
|
1.913916
|
0.4427863
|
|
Herriot
|
1.946667
|
3.735889
|
1.913916
|
0.4427863
|
|
Yoshi
|
2.109705
|
6.950536
|
1.913916
|
0.4427863
|
|
Bowser
|
1.737226
|
3.367819
|
1.913916
|
0.4427863
|
|
Estelle
|
2.329897
|
5.257379
|
1.913916
|
0.4427863
|
|
Darwin
|
2.240000
|
6.247340
|
1.913916
|
0.4427863
|
Experiment 2 - Barrier Navigation Training
Phase 2A & 2B
Single barrier with pacman left (2A) or right (2B)
2A Info
|
Subject
|
NumSessions
|
|
Wario
|
1
|
|
Herriot
|
5
|
|
Yoshi
|
2
|
|
Bowser
|
5
|
|
Estelle
|
14
|
|
Darwin
|
5
|
2A First Session SAP
|
Subject
|
SessionNum
|
MeanSAP
|
sdSAP
|
GroupMeanSAP
|
GroupsdSAP
|
|
Wario
|
1
|
0.4266667
|
1.002340
|
1.790725
|
1.786229
|
|
Herriot
|
1
|
1.7066667
|
2.860605
|
1.790725
|
1.786229
|
|
Yoshi
|
1
|
1.0400000
|
1.841269
|
1.790725
|
1.786229
|
|
Bowser
|
1
|
5.3333333
|
8.062258
|
1.790725
|
1.786229
|
|
Estelle
|
1
|
1.3043478
|
1.869244
|
1.790725
|
1.786229
|
|
Darwin
|
1
|
0.9333333
|
2.285875
|
1.790725
|
1.786229
|
2A Terminal Session SAP
|
Subject
|
SessionNum
|
MeanSAP
|
sdSAP
|
GroupMeanSAP
|
GroupsdSAP
|
|
Wario
|
1
|
0.4266667
|
1.0023396
|
1.500988
|
1.247939
|
|
Herriot
|
5
|
2.2933333
|
4.3208274
|
1.500988
|
1.247939
|
|
Yoshi
|
2
|
2.2133333
|
5.2871423
|
1.500988
|
1.247939
|
|
Bowser
|
5
|
0.4800000
|
1.1781800
|
1.500988
|
1.247939
|
|
Estelle
|
12
|
0.3333333
|
0.8164966
|
1.500988
|
1.247939
|
|
Darwin
|
5
|
3.2592593
|
6.9536520
|
1.500988
|
1.247939
|
##
## Call:
## glm(formula = SAP ~ SessionNum, data = .)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.409452 0.194854 7.233 7.6e-13 ***
## SessionNum -0.002197 0.048881 -0.045 0.964
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 17.35798)
##
## Null deviance: 25169 on 1451 degrees of freedom
## Residual deviance: 25169 on 1450 degrees of freedom
## AIC: 8268.7
##
## Number of Fisher Scoring iterations: 2
2B Info
|
Subject
|
NumSessions
|
|
Yoshi
|
5
|
|
Herriot
|
1
|
|
Wario
|
4
|
|
Bowser
|
2
|
|
Darwin
|
8
|
2B First Session SAP
|
Subject
|
SessionNum
|
MeanSAP
|
sdSAP
|
GroupMeanSAP
|
GroupsdSAP
|
|
Yoshi
|
1
|
2.986667
|
5.726877
|
3.086595
|
1.208998
|
|
Herriot
|
1
|
2.933333
|
4.328826
|
3.086595
|
1.208998
|
|
Wario
|
1
|
5.093333
|
11.518696
|
3.086595
|
1.208998
|
|
Bowser
|
1
|
2.562500
|
2.651080
|
3.086595
|
1.208998
|
|
Darwin
|
1
|
1.857143
|
2.143223
|
3.086595
|
1.208998
|
2B Terminal Session SAP
|
Subject
|
SessionNum
|
MeanSAP
|
sdSAP
|
GroupMeanSAP
|
GroupsdSAP
|
|
Yoshi
|
5
|
0.6666667
|
1.3288212
|
1.20064
|
0.9992731
|
|
Herriot
|
1
|
2.9333333
|
4.3288265
|
1.20064
|
0.9992731
|
|
Wario
|
3
|
0.7843137
|
1.6039168
|
1.20064
|
0.9992731
|
|
Bowser
|
2
|
1.1466667
|
1.7452122
|
1.20064
|
0.9992731
|
|
Darwin
|
8
|
0.4722222
|
0.9782454
|
1.20064
|
0.9992731
|
##
## Call:
## glm(formula = SAP ~ SessionNum, data = .)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 3.24879 0.30648 10.60 < 2e-16 ***
## SessionNum -0.44729 0.07543 -5.93 4.04e-09 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 31.07121)
##
## Null deviance: 35830 on 1119 degrees of freedom
## Residual deviance: 34738 on 1118 degrees of freedom
## AIC: 7031.1
##
## Number of Fisher Scoring iterations: 2
Phase 2C & 2D
Double barrier with pacman left (2C) or right (2D)
2C Info
|
Subject
|
NumSessions
|
|
Wario
|
1
|
|
Yoshi
|
2
|
|
Herriot
|
2
|
|
Bowser
|
8
|
|
Estelle
|
1
|
|
Darwin
|
2
|
2C First Session SAP
|
Subject
|
SessionNum
|
MeanSAP
|
sdSAP
|
GroupMeanSAP
|
GroupsdSAP
|
|
Yoshi
|
1
|
11.076923
|
21.515459
|
10.18048
|
7.812905
|
|
Herriot
|
1
|
9.946667
|
26.132662
|
10.18048
|
7.812905
|
|
Bowser
|
1
|
5.333333
|
9.327379
|
10.18048
|
7.812905
|
|
Estelle
|
1
|
2.000000
|
2.828427
|
10.18048
|
7.812905
|
|
Darwin
|
1
|
22.545455
|
52.383865
|
10.18048
|
7.812905
|
2C Terminal Session SAP
|
Subject
|
SessionNum
|
MeanSAP
|
sdSAP
|
GroupMeanSAP
|
GroupsdSAP
|
|
Yoshi
|
2
|
4.6933333
|
9.948480
|
2.677333
|
1.425183
|
|
Herriot
|
2
|
2.6400000
|
4.449841
|
2.677333
|
1.425183
|
|
Bowser
|
7
|
0.8533333
|
2.282088
|
2.677333
|
1.425183
|
|
Estelle
|
1
|
2.0000000
|
2.828427
|
2.677333
|
1.425183
|
|
Darwin
|
2
|
3.2000000
|
8.121303
|
2.677333
|
1.425183
|
##
## Call:
## glm(formula = SAP ~ SessionNum, data = .)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 9.4535 1.1503 8.219 1.25e-15 ***
## SessionNum -1.5023 0.2875 -5.225 2.40e-07 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 243.0414)
##
## Null deviance: 154403 on 609 degrees of freedom
## Residual deviance: 147769 on 608 degrees of freedom
## AIC: 5086
##
## Number of Fisher Scoring iterations: 2
2D Info
|
Subject
|
NumSessions
|
|
Herriot
|
3
|
|
Yoshi
|
3
|
|
Wario
|
1
|
|
Bowser
|
3
|
|
Darwin
|
6
|
2D First Session SAP
|
Subject
|
SessionNum
|
MeanSAP
|
sdSAP
|
GroupMeanSAP
|
GroupsdSAP
|
|
Herriot
|
1
|
6.750000
|
12.646560
|
5.648123
|
2.410636
|
|
Wario
|
1
|
3.306667
|
9.767532
|
5.648123
|
2.410636
|
|
Yoshi
|
1
|
6.000000
|
11.563489
|
5.648123
|
2.410636
|
|
Bowser
|
1
|
3.260870
|
6.907113
|
5.648123
|
2.410636
|
|
Darwin
|
1
|
8.923077
|
23.189299
|
5.648123
|
2.410636
|
2D Terminal Session SAP
|
Subject
|
SessionNum
|
MeanSAP
|
sdSAP
|
GroupMeanSAP
|
GroupsdSAP
|
|
Wario
|
1
|
3.306667
|
9.767532
|
3.053609
|
1.66238
|
|
Yoshi
|
3
|
1.493333
|
2.632301
|
3.053609
|
1.66238
|
|
Herriot
|
3
|
1.626667
|
3.199549
|
3.053609
|
1.66238
|
|
Bowser
|
3
|
3.241379
|
5.275653
|
3.053609
|
1.66238
|
|
Darwin
|
6
|
5.600000
|
8.315982
|
3.053609
|
1.66238
|
##
## Call:
## glm(formula = SAP ~ SessionNum, data = .)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 4.1499 0.7368 5.632 2.78e-08 ***
## SessionNum -0.4244 0.2955 -1.436 0.151
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 61.22922)
##
## Null deviance: 35517 on 579 degrees of freedom
## Residual deviance: 35390 on 578 degrees of freedom
## AIC: 4036.4
##
## Number of Fisher Scoring iterations: 2
Phase 2 TEST
2 TEST Info
|
Subject
|
NumSessions
|
|
Herriot
|
7
|
|
Yoshi
|
5
|
|
Wario
|
8
|
2 TEST SAP
|
Subject
|
MeanSAP
|
sdSAP
|
GroupMeanSAP
|
GroupsdSAP
|
|
Herriot
|
7.463035
|
19.281012
|
4.913464
|
2.253665
|
|
Yoshi
|
4.090090
|
8.027306
|
4.913464
|
2.253665
|
|
Wario
|
3.187266
|
14.783698
|
4.913464
|
2.253665
|
There was also a positive correlation between trial par and SAP
2 TEST By Par SAP
|
TrialPar
|
MeanSAP
|
sdSAP
|
|
2
|
2.227273
|
6.931102
|
|
3
|
2.751678
|
9.941658
|
|
4
|
3.020576
|
6.885995
|
|
5
|
4.519031
|
18.019101
|
|
6
|
5.825758
|
18.564038
|
|
7
|
5.422222
|
11.330557
|
|
8
|
8.285714
|
12.779974
|
|
9
|
11.800000
|
21.611725
|
##
## Call:
## glm(formula = SAP ~ TrialPar, data = .)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -0.6042 1.5354 -0.393 0.694028
## TrialPar 1.0226 0.2992 3.417 0.000655 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 208.4205)
##
## Null deviance: 236282 on 1123 degrees of freedom
## Residual deviance: 233848 on 1122 degrees of freedom
## AIC: 9195.4
##
## Number of Fisher Scoring iterations: 2
Experiment 3 - Portal Training
Only one phase type in which portals were
3 Info
|
Subject
|
NumSessions
|
|
Yoshi
|
9
|
|
Wario
|
8
|
|
Herriot
|
5
|
3 First Session SAP
|
Subject
|
SessionNum
|
MeanSAP
|
sdSAP
|
GroupMeanSAP
|
GroupsdSAP
|
|
Yoshi
|
1
|
10.666667
|
16.124516
|
6.574773
|
3.775356
|
|
Herriot
|
1
|
5.830986
|
18.687648
|
6.574773
|
3.775356
|
|
Wario
|
1
|
3.226667
|
5.834597
|
6.574773
|
3.775356
|
3 Terminal Session SAP
|
Subject
|
SessionNum
|
MeanSAP
|
sdSAP
|
GroupMeanSAP
|
GroupsdSAP
|
|
Herriot
|
5
|
1.8133333
|
3.466805
|
3.946667
|
4.698482
|
|
Wario
|
8
|
0.6933333
|
1.207783
|
3.946667
|
4.698482
|
|
Yoshi
|
9
|
9.3333333
|
24.291876
|
3.946667
|
4.698482
|
##
## Call:
## glm(formula = SAP ~ SessionNum, data = .)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 3.76507 0.40560 9.283 < 2e-16 ***
## SessionNum -0.34871 0.08109 -4.300 1.83e-05 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 45.27644)
##
## Null deviance: 62866 on 1371 degrees of freedom
## Residual deviance: 62029 on 1370 degrees of freedom
## AIC: 9128.7
##
## Number of Fisher Scoring iterations: 2
Experiment 4 - Insight Experiment
Phase 4A
4A GLMs
4A GLM for SAP
##
## Call:
## glm(formula = TrialSap ~ KeyTrialCounter, data = GLM_data)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 9.7942 2.9622 3.306 0.00286 **
## KeyTrialCounter -0.3402 0.4206 -0.809 0.42634
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 62.80461)
##
## Null deviance: 1611.2 on 26 degrees of freedom
## Residual deviance: 1570.1 on 25 degrees of freedom
## AIC: 192.33
##
## Number of Fisher Scoring iterations: 2
4A GLM for Trial Completion Time
##
## Call:
## glm(formula = TrialDuration ~ KeyTrialCounter, data = GLM_data)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 108.640 41.867 2.595 0.0156 *
## KeyTrialCounter -5.161 5.945 -0.868 0.3936
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 12545.85)
##
## Null deviance: 323100 on 26 degrees of freedom
## Residual deviance: 313646 on 25 degrees of freedom
## AIC: 335.35
##
## Number of Fisher Scoring iterations: 2
4A GLM for Inter-Response Intervals
##
## Call:
## glm(formula = MeanTrialIRI ~ KeyTrialCounter, data = GLM_data)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.021495 0.203274 5.025 3.49e-05 ***
## KeyTrialCounter 0.005957 0.028865 0.206 0.838
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 0.2957523)
##
## Null deviance: 7.4064 on 26 degrees of freedom
## Residual deviance: 7.3938 on 25 degrees of freedom
## AIC: 47.652
##
## Number of Fisher Scoring iterations: 2
Phase 4B
4B GLMs
4B GLM for SAP
##
## Call:
## glm(formula = TrialSap ~ KeyTrialCounter, data = GLM_data)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 5.0000 1.0281 4.864 3.42e-05 ***
## KeyTrialCounter -0.1875 0.1247 -1.504 0.143
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 9.45)
##
## Null deviance: 304.88 on 31 degrees of freedom
## Residual deviance: 283.50 on 30 degrees of freedom
## AIC: 166.62
##
## Number of Fisher Scoring iterations: 2
4B GLM for Trial Completion Time
##
## Call:
## glm(formula = TrialDuration ~ KeyTrialCounter, data = GLM_data)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 47.6053 4.5263 10.518 1.39e-11 ***
## KeyTrialCounter -1.8103 0.5489 -3.298 0.00251 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 183.1798)
##
## Null deviance: 7487.9 on 31 degrees of freedom
## Residual deviance: 5495.4 on 30 degrees of freedom
## AIC: 261.48
##
## Number of Fisher Scoring iterations: 2
4B GLM for Inter-Response Intervals
##
## Call:
## glm(formula = MeanTrialIRI ~ KeyTrialCounter, data = GLM_data)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.87945 0.08511 10.333 2.12e-11 ***
## KeyTrialCounter -0.02296 0.01032 -2.225 0.0338 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 0.06476478)
##
## Null deviance: 2.2635 on 31 degrees of freedom
## Residual deviance: 1.9429 on 30 degrees of freedom
## AIC: 7.163
##
## Number of Fisher Scoring iterations: 2
Phase 4C
4C GLMs
4C GLM for SAP
##
## Call:
## glm(formula = TrialSap ~ KeyTrialCounter, data = GLM_data)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 6.2721 1.6333 3.840 0.000644 ***
## KeyTrialCounter -0.3464 0.1929 -1.796 0.083337 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 21.62928)
##
## Null deviance: 675.37 on 29 degrees of freedom
## Residual deviance: 605.62 on 28 degrees of freedom
## AIC: 181.29
##
## Number of Fisher Scoring iterations: 2
4C GLM for Trial Completion Time
##
## Call:
## glm(formula = TrialDuration ~ KeyTrialCounter, data = GLM_data)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 61.541 8.880 6.930 1.56e-07 ***
## KeyTrialCounter -2.221 1.049 -2.117 0.0432 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 639.3493)
##
## Null deviance: 20768 on 29 degrees of freedom
## Residual deviance: 17902 on 28 degrees of freedom
## AIC: 282.88
##
## Number of Fisher Scoring iterations: 2
4C GLM for Inter-Response Intervals
##
## Call:
## glm(formula = MeanTrialIRI ~ KeyTrialCounter, data = GLM_data)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.83130 0.10488 7.926 1.24e-08 ***
## KeyTrialCounter 0.02074 0.01239 1.674 0.105
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 0.08919294)
##
## Null deviance: 2.7474 on 29 degrees of freedom
## Residual deviance: 2.4974 on 28 degrees of freedom
## AIC: 16.558
##
## Number of Fisher Scoring iterations: 2
Phase 4D
4D Portal Entrance Ratios
4D Percentage of Trials w/ Portal Use
|
Subject
|
InsightTrialType
|
PortalAccessRate
|
AvgPortalAccessRate
|
|
Yoshi
|
7.4
|
0.2500000
|
0.2439394
|
|
Herriot
|
7.4
|
0.3000000
|
0.2439394
|
|
Wario
|
7.4
|
0.1818182
|
0.2439394
|
4D - Performance in Trials w/ Portal Use
|
Subject
|
InsightTrialType
|
NTrials
|
MeanSAP
|
MoMSAP
|
sdSAP
|
MeanTrialDuration
|
MoMTrialDuration
|
sdTD
|
MeanIRI
|
MoMIRI
|
sdMeanIRI
|
|
Yoshi
|
7.4
|
2
|
29.0
|
50.83333
|
7.549834
|
216.4965
|
336.5269
|
113.505
|
1.0316612 secs
|
1.178843 secs
|
0.5037769
|
|
Herriot
|
7.4
|
3
|
58.0
|
50.83333
|
7.549834
|
267.0343
|
336.5269
|
113.505
|
0.7650486 secs
|
1.178843 secs
|
0.5037769
|
|
Wario
|
7.4
|
2
|
65.5
|
50.83333
|
7.549834
|
526.0500
|
336.5269
|
113.505
|
1.7398190 secs
|
1.178843 secs
|
0.5037769
|
4D - Performance in Trials w/o Portal Use
|
Subject
|
InsightTrialType
|
NTrials
|
MeanSAP
|
MoMSAP
|
sdSAP
|
MeanTrialDuration
|
MoMTrialDuration
|
sdTD
|
MeanIRI
|
MoMIRI
|
sdMeanIRI
|
|
Yoshi
|
7.4
|
6
|
4.333333
|
5.349206
|
4.163332
|
69.39850
|
45.79493
|
12.99288
|
0.9298666 secs
|
0.7727451 secs
|
0.1380175
|
|
Herriot
|
7.4
|
7
|
8.714286
|
5.349206
|
4.163332
|
44.84186
|
45.79493
|
12.99288
|
0.7172803 secs
|
0.7727451 secs
|
0.1380175
|
|
Wario
|
7.4
|
9
|
3.000000
|
5.349206
|
4.163332
|
23.14444
|
45.79493
|
12.99288
|
0.6710882 secs
|
0.7727451 secs
|
0.1380175
|
4D GLMs
4D GLM for SAP
##
## Call:
## glm(formula = TrialSap ~ KeyTrialCounter, data = GLM_data)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 13.4740 11.3875 1.183 0.247
## KeyTrialCounter 0.5494 1.8532 0.296 0.769
##
## (Dispersion parameter for gaussian family taken to be 841.5264)
##
## Null deviance: 22795 on 28 degrees of freedom
## Residual deviance: 22721 on 27 degrees of freedom
## AIC: 281.55
##
## Number of Fisher Scoring iterations: 2
4D GLM for Trial Completion Time
##
## Call:
## glm(formula = TrialDuration ~ KeyTrialCounter, data = GLM_data)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 114.9027 79.2565 1.450 0.159
## KeyTrialCounter -0.6841 12.8981 -0.053 0.958
##
## (Dispersion parameter for gaussian family taken to be 40764.4)
##
## Null deviance: 1100753 on 28 degrees of freedom
## Residual deviance: 1100639 on 27 degrees of freedom
## AIC: 394.08
##
## Number of Fisher Scoring iterations: 2
4D GLM for Inter-Response Intervals
##
## Call:
## glm(formula = MeanTrialIRI ~ KeyTrialCounter, data = GLM_data)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.9372 0.1880 4.985 3.17e-05 ***
## KeyTrialCounter -0.0172 0.0306 -0.562 0.579
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 0.2293823)
##
## Null deviance: 6.2658 on 28 degrees of freedom
## Residual deviance: 6.1933 on 27 degrees of freedom
## AIC: 43.528
##
## Number of Fisher Scoring iterations: 2
Phase 4E
Portal-Dependent info
4E Percentage of Trials w/ Portal Use
|
Subject
|
InsightTrialType
|
PortalAccessRate
|
AvgPortalAccessRate
|
|
Yoshi
|
7.5
|
1.0000000
|
0.7960784
|
|
Herriot
|
7.5
|
0.8000000
|
0.7960784
|
|
Wario
|
7.5
|
0.5882353
|
0.7960784
|
4E - Performance in Trials w/ Portal Use
|
Subject
|
InsightTrialType
|
NTrials
|
MeanSAP
|
MoMSAP
|
sdSAP
|
MeanTrialDuration
|
MoMTrialDuration
|
sdTD
|
MeanIRI
|
MoMIRI
|
sdMeanIRI
|
|
Yoshi
|
7.5
|
2
|
5.0
|
2.5
|
1.1547
|
57.8445
|
36.20517
|
15.2167
|
0.8716157 secs
|
0.8396238 secs
|
0.1038873
|
|
Herriot
|
7.5
|
8
|
2.5
|
2.5
|
1.1547
|
31.6910
|
36.20517
|
15.2167
|
0.9237526 secs
|
0.8396238 secs
|
0.1038873
|
|
Wario
|
7.5
|
10
|
0.0
|
2.5
|
1.1547
|
19.0800
|
36.20517
|
15.2167
|
0.7235031 secs
|
0.8396238 secs
|
0.1038873
|
4E - Performance in Trials w/o Portal Use
|
Subject
|
InsightTrialType
|
NTrials
|
MeanSAP
|
MoMSAP
|
sdSAP
|
MeanTrialDuration
|
MoMTrialDuration
|
sdTD
|
MeanIRI
|
MoMIRI
|
sdMeanIRI
|
|
Herriot
|
7.5
|
2
|
1.500000
|
2.464286
|
2.828427
|
60.09200
|
45.42457
|
4.830953
|
2.3405089 secs
|
1.513415 secs
|
1.169687
|
|
Wario
|
7.5
|
7
|
3.428571
|
2.464286
|
2.828427
|
30.75714
|
45.42457
|
4.830953
|
0.6863209 secs
|
1.513415 secs
|
1.169687
|
4E GLMs
4E GLM for SAP
##
## Call:
## glm(formula = TrialSap ~ KeyTrialCounter, data = GLM_data)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 3.9525 1.1512 3.433 0.00194 **
## KeyTrialCounter -0.2731 0.1329 -2.054 0.04973 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 11.30553)
##
## Null deviance: 352.97 on 28 degrees of freedom
## Residual deviance: 305.25 on 27 degrees of freedom
## AIC: 156.56
##
## Number of Fisher Scoring iterations: 2
4E GLM for Trial Completion Time
##
## Call:
## glm(formula = TrialDuration ~ KeyTrialCounter, data = GLM_data)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 40.8353 5.8501 6.980 1.67e-07 ***
## KeyTrialCounter -1.3683 0.6755 -2.026 0.0528 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 291.947)
##
## Null deviance: 9080.5 on 28 degrees of freedom
## Residual deviance: 7882.6 on 27 degrees of freedom
## AIC: 250.85
##
## Number of Fisher Scoring iterations: 2
4E GLM for Inter-Response Intervals
##
## Call:
## glm(formula = MeanTrialIRI ~ KeyTrialCounter, data = GLM_data)
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.97657 0.23131 4.222 0.000246 ***
## KeyTrialCounter -0.01169 0.02671 -0.438 0.665074
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 0.4564396)
##
## Null deviance: 12.411 on 28 degrees of freedom
## Residual deviance: 12.324 on 27 degrees of freedom
## AIC: 63.481
##
## Number of Fisher Scoring iterations: 2