RAGE Updated Analyses
Participant Info
Total N main dataset : 202
Total N extra dataset : 62
N excluded no data main dataset: 0
N excluded no data extra dataset: 0
Final N main dataset: 202
Final N extra dataset: 62
Animal Kinds
Trials in previous work
Same Animal & Different Animal together
Descriptives
Monoracial Cisgender:
Table continues below vars n mean sd median trimmed animal_same_aglow 1 71 1.296 0.5951 1 1.175 animal_different_aglow 2 71 3.775 0.5126 4 3.895 mad min max range skew kurtosis se animal_same_aglow 0 1 4 3 2.217 5.334 0.07062 animal_different_aglow 0 2 4 2 -2.17 3.834 0.06084 Monoracial Transgender:
Table continues below vars n mean sd median trimmed animal_same_aglow 1 63 1.365 0.7471 1 1.196 animal_different_aglow 2 63 3.746 0.5671 4 3.863 mad min max range skew kurtosis se animal_same_aglow 0 1 4 3 2.286 4.875 0.09412 animal_different_aglow 0 1 4 3 -2.592 7.711 0.07144 Multiracial Cisgender:
Table continues below vars n mean sd median trimmed animal_same_aglow 1 67 1.448 0.7025 1 1.309 animal_different_aglow 2 67 3.791 0.4096 4 3.855 mad min max range skew kurtosis se animal_same_aglow 0 1 4 3 1.474 1.586 0.08582 animal_different_aglow 0 3 4 1 -1.4 -0.0405 0.05004
Regression
DV = Responses to “same animal” and “different animal” trials scored with agreement with Feppy as lower. Fixed effects = participant group, trial type (same vs. different animal), age (continuous), participant group x trial type, participant group x age (continuous), trial type x age (continuous), participant group x trial type x age (continuous) Random effects = participant
Findings: There is no main effect of participant group, or in other words cisgender vs transgender and monoracial vs multiracial children showed no differences in the way they responded on the animal trials. There is a main effect of trial type such that participants were more likely to disagree with Feppy on the animal different trial, as we would predict and as seen in past work. There is also a main effect of age such that older participants were more likely to disagree with Feppy. Both main effects were qualified by a significant interaction between trial type and age. Simple slopes analysis revealed that, on the animal same trial, older participants were more likely to disagree with Feppy, though this relation disappeared on the animal different trial.
Monoracial cisgender and animal different are the reference groups.
effect | group | term | estimate | std.error | statistic | df | p.value |
---|---|---|---|---|---|---|---|
fixed | NA | (Intercept) | 2.1631 | 0.1645 | 13.1502 | 402 | 0.0000 |
fixed | NA | group_race_gender_monoracial_transgender | -0.0315 | 0.0407 | -0.7747 | 402 | 0.4389 |
fixed | NA | group_race_gender_multiracial_cisgender | -0.0255 | 0.0421 | -0.6056 | 402 | 0.5451 |
fixed | NA | trial_type_animal_same | 1.6090 | 0.1635 | 9.8431 | 402 | 0.0000 |
fixed | NA | age_yrs | 0.0465 | 0.0185 | 2.5141 | 402 | 0.0123 |
fixed | NA | trial_type_animal_same:age_yrs | -0.0466 | 0.0184 | -2.5336 | 402 | 0.0117 |
ran_pars | subjectid | sd__(Intercept) | 0.0000 | NA | NA | NA | NA |
ran_pars | Residual | sd__Observation | 0.5845 | NA | NA | NA | NA |
2.5 % | 97.5 % | |
---|---|---|
.sig01 | 0.0000 | 0.1841 |
.sigma | 0.5463 | 0.6274 |
(Intercept) | 1.8399 | 2.4862 |
group_race_gender_monoracial_transgender | -0.1115 | 0.0484 |
group_race_gender_multiracial_cisgender | -0.1083 | 0.0573 |
trial_type_animal_same | 1.2879 | 1.9302 |
age_yrs | 0.0102 | 0.0829 |
trial_type_animal_same:age_yrs | -0.0828 | -0.0105 |
nobs | sigma | logLik | AIC | BIC | deviance | df.residual |
---|---|---|---|---|---|---|
402 | 0.5845 | -354.557 | 725.113 | 757.085 | 709.113 | 394 |
## SIMPLE SLOPES ANALYSIS
##
## Slope of age_yrs when trial_type = animal_same_aglow:
##
## Est. S.E. t val. p
## ------ ------ -------- ------
## 0.09 0.03 3.57 0.00
##
## Slope of age_yrs when trial_type = animal_different_aglow:
##
## Est. S.E. t val. p
## ------- ------ -------- ------
## -0.00 0.03 -0.00 1.00
Individual response patterns:
Descriptive—“same animal” trial and “different animal” trial scored as agree or disagree and classified into four distinct response patterns: agree with Feppy on both trials, disagree with Feppy on both trials, agree on same trial and disagree on different trial (predicted response), disagree on same trial and agree on different trial. Counts and corresponding percentages of participants falling into each of the 4 groups reported.
Findings:
Of the four possible response patterns, the majority of participants
(91%) showed the expected response pattern, agreeing with Feppy that two
of the same kind of animal were the same but diagreeing with Feppy that
two different kinds of animals were the same. 6.5% of participants
disagreed with Feppy on both trials and 2.5% of participants agreed with
Feppy on both trials. No participants showed the reverse of the expected
pattern (agreeing on the animal different trial and disagreeing on the
animal same trial).
Additionally, a chi-square test for goodness of fit was statistically significant, indicating that our observed frequencies were significantly different than the expected frequencies, or that the response pattern that participants showed was significantly different from random responding.
disagree_both | disagree_same_agree_dif | agree_same_disagree_dif | agree_both |
---|---|---|---|
13 | 0 | 183 | 5 |
disagree_both | disagree_same_agree_dif | agree_same_disagree_dif | agree_both |
---|---|---|---|
6.468 | 0 | 91.04 | 2.488 |
x | |
---|---|
disagree_both | 50.25 |
disagree_same_agree_dif | 50.25 |
agree_same_disagree_dif | 50.25 |
agree_both | 50.25 |
Test statistic | df | P value |
---|---|---|
469.3 | 3 | 2.136e-101 * * * |
Gender/Sex
Trials in previous work
Same Assigned Sex, same gender identity (two cis kids of same gender) & different assigned sex, different gender identity (two cis kids of different gender) together
Descriptives
Monoracial Cisgender:
Table continues below vars n mean sd median trimmed cis_same_aglow 1 71 1.577 0.9049 1 1.386 cis_different_aglow 2 71 3.176 0.9146 3.5 3.307 mad min max range skew kurtosis se cis_same_aglow 0 1 4 3 1.483 1.163 0.1074 cis_different_aglow 0.7413 1 4 3 -0.8228 -0.4694 0.1085 Monoracial Transgender:
Table continues below vars n mean sd median trimmed cis_same_aglow 1 63 1.46 0.8949 1 1.235 cis_different_aglow 2 63 2.802 1.127 3 2.873 mad min max range skew kurtosis se cis_same_aglow 0 1 4 3 1.911 2.499 0.1127 cis_different_aglow 1.483 1 4 3 -0.4073 -1.353 0.142 Multiracial Cisgender:
Table continues below vars n mean sd median trimmed cis_same_aglow 1 68 1.647 0.8243 1 1.518 cis_different_aglow 2 67 3.082 0.9716 3 3.209 mad min max range skew kurtosis se cis_same_aglow 0 1 4 3 1.187 0.7809 0.09997 cis_different_aglow 1.483 1 4 3 -0.8504 -0.3436 0.1187
Regression
DV = Responses to “same assigned sex, same gender identity” and “different assigned sex, different gender identity” trials scored with agreement with Feppy as lower. Fixed effects = participant group, trial type, age (continuous), participant group x trial type, participant group x age (continuous), trial type x age (continuous), participant group x trial type x age (continuous). Random effects = participant
Findings:
There is no main effect of participant group, or in other words
cisgender vs transgender and monoracial vs multiracial children
showed no differences in the way they responded on the gender
trials from past work. There is a main effect of trial type such that
participants were more likely to disagree with Feppy on the
“different assigned sex, different gender identity” trial (i.e., two
cisgender children of different genders), as we would predict and as
seen in past work. There was not a main effect of age. There
was a significant two-way interaction between participant group and
trial type qualified by a significant three-way interaction between
participant group, trial type, and age such that there was a relation
between age and trial type for monoracial transgender participants and
multiracial cisgender participants, with older participants from these
two groups being more likely to disagree with Feppy that two cisgender
children of the same gender were the same compared to monoracial
cisgender participants.
Monoracial cisgender and cisgender different are the reference groups.
effect | group | term | estimate | std.error | statistic | df | p.value |
---|---|---|---|---|---|---|---|
fixed | NA | (Intercept) | 2.3101 | 0.3161 | 7.3086 | 220.437 | 0.0000 |
fixed | NA | group_race_gender_monoracial_transgender | 0.0239 | 0.4306 | 0.0555 | 220.257 | 0.9558 |
fixed | NA | group_race_gender_multiracial_cisgender | -0.3596 | 0.4782 | -0.7519 | 220.217 | 0.4529 |
fixed | NA | trial_type_cissame | 1.1020 | 0.2004 | 5.4991 | 402.684 | 0.0000 |
fixed | NA | age_yrs | -0.0023 | 0.0355 | -0.0651 | 220.382 | 0.9482 |
fixed | NA | group_race_gender_monoracial_transgender:trial_type_cissame | -0.7531 | 0.2729 | -2.7595 | 402.533 | 0.0061 |
fixed | NA | group_race_gender_multiracial_cisgender:trial_type_cissame | 0.5858 | 0.3031 | 1.9329 | 402.499 | 0.0540 |
fixed | NA | group_race_gender_monoracial_transgender:age_yrs | 0.0072 | 0.0485 | 0.1492 | 220.226 | 0.8815 |
fixed | NA | group_race_gender_multiracial_cisgender:age_yrs | 0.0224 | 0.0530 | 0.4222 | 220.196 | 0.6733 |
fixed | NA | trial_type_cissame:age_yrs | -0.0416 | 0.0225 | -1.8503 | 402.638 | 0.0650 |
fixed | NA | group_race_gender_monoracial_transgender:trial_type_cissame:age_yrs | 0.0935 | 0.0308 | 3.0402 | 402.506 | 0.0025 |
fixed | NA | group_race_gender_multiracial_cisgender:trial_type_cissame:age_yrs | -0.0716 | 0.0336 | -2.1305 | 402.482 | 0.0337 |
ran_pars | subjectid | sd__(Intercept) | 0.6050 | NA | NA | NA | NA |
ran_pars | Residual | sd__Observation | 0.8089 | NA | NA | NA | NA |
2.5 % | 97.5 % | |
---|---|---|
.sig01 | 0.5098 | 0.7070 |
.sigma | 0.7561 | 0.8682 |
(Intercept) | 1.6880 | 2.9324 |
group_race_gender_monoracial_transgender | -0.8240 | 0.8715 |
group_race_gender_multiracial_cisgender | -1.3012 | 0.5818 |
trial_type_cissame | 0.7082 | 1.4956 |
age_yrs | -0.0721 | 0.0675 |
group_race_gender_monoracial_transgender:trial_type_cissame | -1.2893 | -0.2169 |
group_race_gender_multiracial_cisgender:trial_type_cissame | -0.0096 | 1.1813 |
group_race_gender_monoracial_transgender:age_yrs | -0.0883 | 0.1028 |
group_race_gender_multiracial_cisgender:age_yrs | -0.0820 | 0.1268 |
trial_type_cissame:age_yrs | -0.0858 | 0.0026 |
group_race_gender_monoracial_transgender:trial_type_cissame:age_yrs | 0.0331 | 0.1540 |
group_race_gender_multiracial_cisgender:trial_type_cissame:age_yrs | -0.1377 | -0.0056 |
nobs | sigma | logLik | AIC | BIC | deviance | df.residual |
---|---|---|---|---|---|---|
605 | 0.8089 | -829.524 | 1687.05 | 1748.72 | 1659.05 | 591 |
Individual response patterns:
Descriptive—“ same assigned sex, same gender identity” trial and “different assigned sex, different gender identity” trial scored as agree or disagree and classified into four distinct response patterns: agree with Feppy on both trials, disagree with Feppy on both trials, agree on same trial and disagree on different trial (predicted response), disagree on same trial and agree on different trial. Counts and corresponding percentages of participants falling into each of the 4 groups reported.
Findings:
Of the six possible response patterns, the majority of participants (51%) showed the expected response pattern, agreeing with Feppy that two cisgender kids of the same gender were the same but diagreeing with Feppy that two cisgender kids of different genders were the same. 21.3% of participants agreed with Feppy on both trials and 9.4% of participants disagreed with Feppy on both trials. Only 0.5% of participants showed the reverse of the expected pattern (agreeing on the cisgender different genders trial and disagreeing on the cisgender same genders trial). 14.9% of participants agreed on the cisgender same gender trial but showed mixed responding on the cisgender different genders trials (agreed on one but disagreed on the other), while 3% of participants disagreed on the cisgender same gender trial but showed mixed responding on the cisgender different genders trials (agreed on one but disagreed on the other).
Additionally, a chi-square test for goodness of fit was statistically significant, indicating that our observed frequencies were significantly different than the expected frequencies, or that the response pattern that participants showed was significantly different from random responding.
agree_both | agree_same_mixed_dif | agree_same_disagree_dif |
---|---|---|
43 | 30 | 103 |
disagree_same_mixed_dif | disagree_same_agree_dif | disagree_both |
---|---|---|
6 | 1 | 19 |
agree_both | agree_same_mixed_dif | agree_same_disagree_dif |
---|---|---|
21.29 | 14.85 | 50.99 |
disagree_same_mixed_dif | disagree_same_agree_dif | disagree_both |
---|---|---|
2.97 | 0.495 | 9.406 |
x | |
---|---|
agree_both | 33.6667 |
agree_same_mixed_dif | 33.6667 |
agree_same_disagree_dif | 33.6667 |
disagree_same_mixed_dif | 33.6667 |
disagree_same_agree_dif | 33.6667 |
disagree_both | 33.6667 |
Test statistic | df | P value |
---|---|---|
206.6 | 5 | 1.103e-42 * * * |
Do children view transgender and cisgender people as qualitatively distinct?
ANSWER: Overall, children do tend to view transgender and cisgender children as qualitatively distinct. This tendency did not differ by participant group or age
Descriptives
group_race_gender | min | q1 | median | mean | q3 | max |
---|---|---|---|---|---|---|
Monoracial Cisgender | 1.5 | 2.5 | 2.75 | 2.813 | 3 | 4 |
Monoracial Transgender | 1 | 2.25 | 2.5 | 2.698 | 3.25 | 4 |
Multiracial Cisgender | 1.75 | 2.5 | 2.75 | 2.817 | 3.125 | 4 |
Regression
DV = composite (calculated by averaging across all four trials) with “same assigned sex, different gender identity” scored with agreement with Feppy as lower and “different assigned sex, same gender identity” scored with agreement with Feppy scored as lower. Fixed effects = participant group, age (continuous), participant group x age (continuous) interaction. Random effects = participant
Findings:
The intercept is 3.15, which suggests that, at baseline,
children do tend to view transgender and cisgender children as
qualitatively distinct, as this value can range from 1 to 4,
with a higher score indicating greater view that transgender and
cisgender children are qualitatively distinct. There is no main effect
of participant group, or in other words cisgender vs transgender
and monoracial vs multiracial children showed no differences in their
tendency to view transgender and cisgender children as qualitatively
distinct. There is also no main effect of age.
Monoracial cisgender is the reference group.
term | estimate | std.error | statistic | p.value |
---|---|---|---|---|
(Intercept) | 3.1471 | 0.2621 | 12.0090 | 0.0000 |
group_race_gender_monoracial_transgender | 0.0336 | 0.0644 | 0.5223 | 0.6020 |
group_race_gender_multiracial_cisgender | -0.0683 | 0.0666 | -1.0256 | 0.3064 |
age_yrs | -0.0423 | 0.0295 | -1.4372 | 0.1522 |
2.5 % | 97.5 % | |
---|---|---|
(Intercept) | 2.6303 | 3.6639 |
group_race_gender_monoracial_transgender | -0.0933 | 0.1605 |
group_race_gender_multiracial_cisgender | -0.1997 | 0.0630 |
age_yrs | -0.1004 | 0.0158 |
r.squared | adj.r.squared | sigma | statistic | p.value | df | logLik | AIC | BIC | deviance | df.residual | nobs |
---|---|---|---|---|---|---|---|---|---|---|---|
0.0172 | 0.0022 | 0.6537 | 1.1493 | 0.3304 | 3 | -197.73 | 405.461 | 421.978 | 84.1748 | 197 | 201 |
Individual response patterns
Descriptive—each of 2 “same assigned sex, different gender identity” trials scored as agree (0) or disagree (1), and each of 2 “different assigned sex, same gender identity” trials scored as agree (0) or disagree (1), summed together for a score from 0 to 4. Counts and corresponding percentages of participants falling into each of the 5 groups reported.
Findings:
Of the five possible response patterns, the most common response was a
score of 2 (i.e., at the midpoint), with 37.3% of participants
responding consistent with the idea that transgender and cisgender
people are qualitatively distinct on two trials and inconsistent with
the idea that transgender and cisgender people are qualitatively
distinct on two trials. The next most common reponse was a score of 4,
with 23.9% of participants responding consistent with the idea that
transgender and cisgender people are qualitatively distinct on all
trials, then 18.9% of participants responded consistent with the idea
that transgender and cisgender people are qualitatively distinct on
three of four trials. 11% of participants responded consistent with the
idea that transgender and cisgender people are qualitatively distinct on
one trial, and only 9% of participants responsed consistent with the
idea that transgender and cisgender people are qualitatively distinct on
zero trials.
0 | 1 | 2 | 3 | 4 |
---|---|---|---|---|
18 | 22 | 75 | 38 | 48 |
0 | 1 | 2 | 3 | 4 |
---|---|---|---|---|
8.955 | 10.95 | 37.31 | 18.91 | 23.88 |
x | |
---|---|
0 | 12.5625 |
1 | 50.2500 |
2 | 75.3750 |
3 | 50.2500 |
4 | 12.5625 |
Test statistic | df | P value |
---|---|---|
121.2 | 4 | 2.976e-25 * * * |
Do children view sex as determinative or gender identity as determinative?
ANSWER: Overall, children DO NOT tend to view sex OR gender identity as determinative (children were most likely to show a mix of responses, then next most likely was a tendency to see gender identity as determinitive). This tendency did not differ by participant group or age
Descriptives
group_race_gender | min | q1 | median | mean | q3 | max |
---|---|---|---|---|---|---|
Monoracial Cisgender | 1 | 1.75 | 2.25 | 2.208 | 2.5 | 3.75 |
Monoracial Transgender | 1 | 1.875 | 2.25 | 2.103 | 2.5 | 3.25 |
Multiracial Cisgender | 1 | 2 | 2.5 | 2.31 | 2.5 | 3.5 |
Regression
DV = composite (calculated by averaging across all four trials) with “same assigned sex, different gender identity” scored with agreement with Feppy as higher and “different assigned sex, same gender identity” scored with agreement with Feppy scored as lower. Fixed effects = participant group, age (continuous), participant group x age (continuous) interaction. Random effects = participant.
Findings:
The intercept is 2.46, which suggests that, at baseline,
children do not tend to view sex as determinative or gender
identity as determinative, as this value can range from 1 to 4
and the intercept is almost right at the midpoint (a higher score
indicating greater view that sex is determinitive and a lower score
indicating greater view that gender identity is determinitive). There is
no main effect of participant group, or in other words cisgender
vs transgender and monoracial vs multiracial children showed no
differences in their tendency to view sex or gender identity as
determinitive. There is also no main effect of age.
Monoracial cisgender is the reference group.
term | estimate | std.error | statistic | p.value |
---|---|---|---|---|
(Intercept) | 2.4570 | 0.2315 | 10.6136 | 0.0000 |
group_race_gender_monoracial_transgender | -0.0015 | 0.0569 | -0.0255 | 0.9797 |
group_race_gender_multiracial_cisgender | -0.0972 | 0.0588 | -1.6524 | 0.1000 |
age_yrs | -0.0286 | 0.0260 | -1.0977 | 0.2737 |
2.5 % | 97.5 % | |
---|---|---|
(Intercept) | 2.0005 | 2.9136 |
group_race_gender_monoracial_transgender | -0.1136 | 0.1107 |
group_race_gender_multiracial_cisgender | -0.2133 | 0.0188 |
age_yrs | -0.0799 | 0.0228 |
r.squared | adj.r.squared | sigma | statistic | p.value | df | logLik | AIC | BIC | deviance | df.residual | nobs |
---|---|---|---|---|---|---|---|---|---|---|---|
0.0265 | 0.0117 | 0.5774 | 1.7863 | 0.1511 | 3 | -172.807 | 355.614 | 372.131 | 65.687 | 197 | 201 |
Individual response patterns
Descriptive—each of 2 “same assigned sex, different gender identity” trials scored as agree (1) or disagree (0) and each of 2 “different assigned sex, same gender identity” trials scored as agree (0) or disagree (1) summed together for a score from 0 to 4. Counts and corresponding percentages of participants falling into each of the 5 groups reported.
Findings:
Of the five possible response patterns, the most common response was a
score of 2 (i.e., at the midpoint), with 42.29% of participants
responding consistent with the idea that sex is determinitive on two
trials and consistent with the idea that gender identity is
determinitive on two trials. The next most common reponse was a score of
0, with 25.9% of participants responding consistent with the idea that
gender identity is determinitive on all trials, then 20.9% of
participants responded consistent with the idea that gender identity is
determinitive on three of four trials. 9% of participants responded
consistent with the idea that sex is determinitive on three of four
trials, and only 2% of participants responsed consistent with the idea
that sex is determinitive on all trials.
Additionally, a chi-square test for goodness of fit was statistically significant, indicating that our observed frequencies were significantly different than the expected frequencies, or that the response pattern that participants showed was significantly different from random responding.
0 | 1 | 2 | 3 | 4 |
---|---|---|---|---|
52 | 42 | 85 | 18 | 4 |
0 | 1 | 2 | 3 | 4 |
---|---|---|---|---|
25.87 | 20.9 | 42.29 | 8.955 | 1.99 |
x | |
---|---|
0 | 12.5625 |
1 | 50.2500 |
2 | 75.3750 |
3 | 50.2500 |
4 | 12.5625 |
Test statistic | df | P value |
---|---|---|
152.9 | 4 | 4.81e-32 * * * |
Race
Trials in previous work
Same race & different race together
Descriptives
Monoracial Cisgender:
Table continues below vars n mean sd median trimmed mono_same_aglow 1 71 2.239 1.048 2 2.175 mono_different_aglow 2 71 2.796 1.009 3 2.868 mad min max range skew kurtosis se mono_same_aglow 1.483 1 4 3 0.2539 -1.199 0.1244 mono_different_aglow 1.483 1 4 3 -0.3473 -1.093 0.1198 Monoracial Transgender:
Table continues below vars n mean sd median trimmed mono_same_aglow 1 63 2.349 1.152 2 2.314 mono_different_aglow 2 63 2.73 1.117 3 2.784 mad min max range skew kurtosis se mono_same_aglow 1.483 1 4 3 0.3017 -1.377 0.1452 mono_different_aglow 1.483 1 4 3 -0.2855 -1.376 0.1408 Multiracial Cisgender:
Table continues below vars n mean sd median trimmed mono_same_aglow 1 67 2.507 0.9272 2 2.509 mono_different_aglow 2 67 3.037 0.9467 3 3.155 mad min max range skew kurtosis se mono_same_aglow 1.483 1 4 3 0.2032 -0.9034 0.1133 mono_different_aglow 1.483 1 4 3 -0.7519 -0.5115 0.1157
Regression
DV = Responses to “same race” and “different race” trials scored with agreement with Feppy as lower. Fixed effects = participant group, trial type, age (continuous), participant group x trial type, participant group x age (continuous), trial type x age (continuous), participant group x trial type x age (continuous). Random effects = participant
Findings:
There is no main effect of participant group, or in other words
cisgender vs transgender and monoracial vs multiracial children
showed no differences in the way they responded on the race trials from
past work. There is a main effect of trial type such that
participants were more likely to disagree with Feppy on the
“different race” trials (i.e., monoracial targets of difference races),
as we would predict and as seen in past work. There was a main
effect of age, such that older participants were less likely to disagree
with Feppy.
Monoracial cisgender and monoracial different are the reference groups.
effect | group | term | estimate | std.error | statistic | df | p.value |
---|---|---|---|---|---|---|---|
fixed | NA | (Intercept) | 3.7771 | 0.3649 | 10.3506 | 201.259 | 0.0000 |
fixed | NA | group_race_gender_monoracial_transgender | -0.0906 | 0.0902 | -1.0040 | 201.000 | 0.3166 |
fixed | NA | group_race_gender_multiracial_cisgender | -0.0566 | 0.0934 | -0.6060 | 201.000 | 0.5452 |
fixed | NA | trial_type_monosame | 0.2463 | 0.0278 | 8.8683 | 402.000 | 0.0000 |
fixed | NA | age_yrs | -0.1335 | 0.0410 | -3.2528 | 201.000 | 0.0013 |
ran_pars | subjectid | sd__(Intercept) | 0.8381 | NA | NA | NA | NA |
ran_pars | Residual | sd__Observation | 0.6429 | NA | NA | NA | NA |
2.5 % | 97.5 % | |
---|---|---|
.sig01 | 0.7457 | 0.9442 |
.sigma | 0.6009 | 0.6900 |
(Intercept) | 3.0584 | 4.4957 |
group_race_gender_monoracial_transgender | -0.2683 | 0.0871 |
group_race_gender_multiracial_cisgender | -0.2406 | 0.1274 |
trial_type_monosame | 0.1917 | 0.3008 |
age_yrs | -0.2143 | -0.0527 |
nobs | sigma | logLik | AIC | BIC | deviance | df.residual |
---|---|---|---|---|---|---|
603 | 0.6429 | -770.951 | 1555.9 | 1586.71 | 1541.9 | 596 |
Individual response patterns:
Descriptive—“ same race” trial and “different race” trial scored as agree or disagree and classified into four distinct response patterns: agree with Feppy on both trials, disagree with Feppy on both trials, agree on same trial and disagree on different trial (predicted response), disagree on same trial and agree on different trial. Counts and corresponding percentages of participants falling into each of the 4 groups reported.
Findings:
Of the six possible response patterns, the largest percentage of participants (35.9%) disagreed with Feppy on both the monoracial same race trial and the monoracial different race trials that they were the same kind of people, which would not be the expected response based on prior research. 28.4% of participants agreed on both the monoracial same race trial and the monoracial different race trials that they were the same kind of people. Only 20.9% of participants showed the expected response pattern, agreeing with Feppy that two monoracial kids of the same race were the same but diagreeing with Feppy that two monoracial kids of different races were the same. Only 1% of participants showed the reverse of the expected pattern (agreeing on the monoracial different race trials and disagreeing on the monoracial same race trial). 9.5% of participants agreed on the monoracial same race trial but showed mixed responding on the monoracial different race trials (agreed on one but disagreed on the other), while 4.5% of participants disagreed on the monoracial same race trial but showed mixed responding on the monoracial different race trials (agreed on one but disagreed on the other).
Additionally, a chi-square test for goodness of fit was statistically significant, indicating that our observed frequencies were significantly different than the expected frequencies, or that the response pattern that participants showed was significantly different from random responding.
agree_both | agree_same_disagree_dif | agree_same_mixed_dif | disagree_both |
---|---|---|---|
57 | 42 | 19 | 72 |
disagree_same_agree_dif | disagree_same_mixed_dif |
---|---|
2 | 9 |
agree_both | agree_same_disagree_dif | agree_same_mixed_dif | disagree_both |
---|---|---|---|
28.36 | 20.9 | 9.453 | 35.82 |
disagree_same_agree_dif | disagree_same_mixed_dif |
---|---|
0.995 | 4.478 |
x | |
---|---|
agree_both | 33.5 |
agree_same_disagree_dif | 33.5 |
agree_same_mixed_dif | 33.5 |
disagree_both | 33.5 |
disagree_same_agree_dif | 33.5 |
disagree_same_mixed_dif | 33.5 |
Test statistic | df | P value |
---|---|---|
116.7 | 5 | 0.00000000000000000000001567 * |
Do children view multiracial and monoracial people as qualitatively distinct?
ANSWER: Overall, children do tend to view multiracial and monoracial children as qualitatively distinct. This tendency did not differ by participant group but did differ by age, as older children were less likely to view monoracial and multiracial people as qualtatively distinct
Descriptives
group_race_gender | min | q1 | median | mean | q3 | max |
---|---|---|---|---|---|---|
Monoracial Cisgender | 1 | 2 | 2.75 | 2.634 | 3.125 | 4 |
Monoracial Transgender | 1 | 2 | 2.75 | 2.651 | 3.875 | 4 |
Multiracial Cisgender | 1 | 2.25 | 2.875 | 2.814 | 3.438 | 4 |
Regression
DV = composite (calculated by averaging across all four trials) with “Multi + Black” scored with agreement with Feppy as lower and “Multi + White” scored with agreement with Feppy scored as lower. Fixed effects = participant group, age (continuous), participant group x age (continuous) interaction. Random effects = participant
Findings:
The intercept is 4.08, which suggests that, at baseline,
children do tend to view multiracial and monoracial children as
qualitatively distinct, as this value can range from 1 to 4 (Of
note, the intercept is slightly higher than 4 so we may be extrapolating
beyond our data), with a higher score indicating greater view that
multiracial and monoracial children are qualitatively distinct. There is
no main effect of participant group, or in other words cisgender
vs transgender and monoracial vs multiracial children showed no
differences in their tendency to view multiracial and monoracial
children as qualitatively distinct. There is a main effect of
age such that older children are less likely to view multiracial and
monoracial children as qualitatively distinct.
Monoracial cisgender is the reference group.
term | estimate | std.error | statistic | p.value |
---|---|---|---|---|
(Intercept) | 4.0782 | 0.3661 | 11.1407 | 0.0000 |
group_race_gender_monoracial_transgender | -0.0776 | 0.0906 | -0.8561 | 0.3930 |
group_race_gender_multiracial_cisgender | -0.0120 | 0.0938 | -0.1284 | 0.8980 |
age_yrs | -0.1575 | 0.0412 | -3.8268 | 0.0002 |
2.5 % | 97.5 % | |
---|---|---|
(Intercept) | 3.3563 | 4.8001 |
group_race_gender_monoracial_transgender | -0.2563 | 0.1011 |
group_race_gender_multiracial_cisgender | -0.1970 | 0.1729 |
age_yrs | -0.2387 | -0.0764 |
r.squared | adj.r.squared | sigma | statistic | p.value | df | logLik | AIC | BIC | deviance | df.residual | nobs |
---|---|---|---|---|---|---|---|---|---|---|---|
0.0764 | 0.0623 | 0.9191 | 5.4051 | 0.0014 | 3 | -264.906 | 539.812 | 556.304 | 165.588 | 196 | 200 |
Individual response patterns
Descriptive—each of 2 “Multi + Black” trials scored as agree (0) or disagree (1) and each of 2 “Multi + White” trials scored as agree (0) or disagree (1) summed together for a score from 0 to 4. Counts and corresponding percentages of participants falling into each of the 5 groups reported.
Findings:
Of the five possible response patterns, the most common response was a
score of 4 (i.e., highest score), with 38.5% of participants responding
consistent with the idea that multiracial and monoracial children are
qualitatively distinct on all four trials. The next most common reponse
was a score of 0, with 25.5% of participants responding consistent with
the idea that multiracial and monoracial children are qualitatively
distinct on zero trials, then 14.5% of participants responded consistent
with the idea that multiracial and monoracial children are qualitatively
distinct on three of four trials. 11% of participants responded
consistent with the idea that multiracial and monoracial children are
qualitatively distinct on two trials, and only 10.5% of participants
responsed consistent with the idea that multiracial and monoracial
children are qualitatively distinct on one trial.
Additionally, a chi-square test for goodness of fit was statistically significant, indicating that our observed frequencies were significantly different than the expected frequencies, or that the response pattern that participants showed was significantly different from random responding.
0 | 1 | 2 | 3 | 4 |
---|---|---|---|---|
51 | 21 | 22 | 29 | 77 |
0 | 1 | 2 | 3 | 4 |
---|---|---|---|---|
25.5 | 10.5 | 11 | 14.5 | 38.5 |
x | |
---|---|
0 | 12.5 |
1 | 50.0 |
2 | 75.0 |
3 | 50.0 |
4 | 12.5 |
Test statistic | df | P value |
---|---|---|
514.5 | 4 | 4.912e-110 * * * |
Do children engage in hypodescent or hyperdescent?
ANSWER: Overall, children DO NOT tend to engage in hypodescent or hyperdescent. This tendency did not differ by participant group or age
Hypodescent scored as higher, thus hyperdescent scored as lower
Descriptives
group_race_gender | min | q1 | median | mean | q3 | max |
---|---|---|---|---|---|---|
Monoracial Cisgender | 1.5 | 2.5 | 2.5 | 2.549 | 2.625 | 3.5 |
Monoracial Transgender | 1.75 | 2.5 | 2.5 | 2.46 | 2.5 | 3.25 |
Multiracial Cisgender | 1.75 | 2.25 | 2.5 | 2.458 | 2.5 | 3 |
Regression
DV = composite (calculated by averaging across all four trials) with “Multi + Black” scored with agreement with Feppy as higher and “Multi + White” scored with agreement with Feppy scored as lower. Fixed effects = participant group, age (continuous), participant group x age (continuous) interaction.
Findings:
The intercept is 2.51, which suggests that, at baseline,
children do not tend to engage in hypodescent or
hyperdescent, as this value can range from 1 to 4 and the
intercept is almost right at the midpoint (a higher score indicating
greater hypodescent and a lower score indicating greater hyperdescent).
There is no main effect of participant group, or in other words
cisgender vs transgender and monoracial vs multiracial children
showed no differences in their tendency to engage in hypodescent or
hyperdescent. There is also no main effect of age.
Monoracial cisgender is the reference group.
term | estimate | std.error | statistic | p.value |
---|---|---|---|---|
(Intercept) | 2.5083 | 0.1121 | 22.3711 | 0.0000 |
group_race_gender_monoracial_transgender | 0.1166 | 0.1527 | 0.7632 | 0.4463 |
group_race_gender_multiracial_cisgender | 0.2462 | 0.1696 | 1.4519 | 0.1481 |
age_yrs | -0.0017 | 0.0126 | -0.1339 | 0.8936 |
group_race_gender_monoracial_transgender:age_yrs | -0.0070 | 0.0172 | -0.4084 | 0.6835 |
group_race_gender_multiracial_cisgender:age_yrs | -0.0311 | 0.0188 | -1.6520 | 0.1001 |
2.5 % | 97.5 % | |
---|---|---|
(Intercept) | 2.2872 | 2.7295 |
group_race_gender_monoracial_transgender | -0.1846 | 0.4177 |
group_race_gender_multiracial_cisgender | -0.0882 | 0.5807 |
age_yrs | -0.0265 | 0.0231 |
group_race_gender_monoracial_transgender:age_yrs | -0.0410 | 0.0269 |
group_race_gender_multiracial_cisgender:age_yrs | -0.0682 | 0.0060 |
r.squared | adj.r.squared | sigma | statistic | p.value | df | logLik | AIC | BIC | deviance | df.residual | nobs |
---|---|---|---|---|---|---|---|---|---|---|---|
0.0489 | 0.0244 | 0.2772 | 1.996 | 0.0809 | 5 | -24.1283 | 62.2566 | 85.3448 | 14.9054 | 194 | 200 |
## SIMPLE SLOPES ANALYSIS
##
## Slope of age_yrs when group_race_gender = Multiracial Cisgender:
##
## Est. S.E. t val. p
## ------ ------ -------- ------
## 0.04 0.02 1.77 0.08
##
## Slope of age_yrs when group_race_gender = Monoracial Transgender:
##
## Est. S.E. t val. p
## ------- ------ -------- ------
## -0.03 0.02 -1.35 0.18
##
## Slope of age_yrs when group_race_gender = Monoracial Cisgender:
##
## Est. S.E. t val. p
## ------- ------ -------- ------
## -0.01 0.02 -0.43 0.67
Individual response patterns
Descriptive—each of 2 “Multi + Black” trials scored as agree (1) or disagree (0) and each of 2 “Multi + White” trials scored as agree (0) or disagree (1) summed together for a score from 0 to 4. Counts and corresponding percentages of participants falling into each of the 5 groups reported.
Findings: Of the five possible response patterns, the most common response was a score of 2 (i.e., at the midpoint), with 71% of participants responding consistent with hypodescent on two trials and consistent with hyperdescent on two trials. The next most common response was a score of 1, with 15% of participants responding consistent with hypodescent on one trial, then 10% of participants responding consistent with hypodescent on three of four trials. 3% of participants responded consistent with hypodescent on zero trials, and only 1% of participants responsed consistent with hypodescent on all trials.
Additionally, a chi-square test for goodness of fit was statistically significant, indicating that our observed frequencies were significantly different than the expected frequencies, or that the response pattern that participants showed was significantly different from random responding.
0 | 1 | 2 | 3 | 4 |
---|---|---|---|---|
6 | 30 | 142 | 20 | 2 |
0 | 1 | 2 | 3 | 4 |
---|---|---|---|---|
3 | 15 | 71 | 10 | 1 |
x | |
---|---|
0 | 12.5 |
1 | 50.0 |
2 | 75.0 |
3 | 50.0 |
4 | 12.5 |
Test statistic | df | P value |
---|---|---|
98.05 | 4 | 0.00000000000000000002554 * |