david pincus, ph.d. chapman university, orange ca one bad apple: experimental effects of individual...
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David Pincus, Ph.D.Chapman University, Orange CA
One Bad Apple: Experimental Effects of Individual Conflict on Social Resilience
Pincus, D. (2014). One bad apple: Experimental effects of psychological conflict on social resilience. Interface Focus, 4, 20014003. http://dx.doi.org/10.1098/rsfs.2014.0003
Interpersonal Process Theories
Adler Lewin Festinger
LearyStack-SullivanBales
MinuchinYalom Baumrind
Broad Conclusions and Longstanding Questions
• Control, Closeness, Conflict are Key Emergent Relationship Parameters
• Flexibility and Balance are healthy
• Psychological and Social Conflict Spread across Scales
• Structure is key
• Deeper theoretical framework?
• Individual in the group, group in the individual?
• Integration of Scientific and Practical Approaches?
Self-organization and Social Emergence
Emergent Properties: Relational Structures
System Components: Information Flows
(Pincus, 2001)
Modified Interpersonal Circumplex: Closeness, Conflict and Control
Closeness Closeness
Control
Control
(Pincus & Guastello, 2005)(Pincus et al., 2008)
Emergent Biopsychosocial Resilience
Resilience: “the meta-flexibility of the system: the ability to respond to a perturbation by either becoming rigid and robust, or flexible and fluid without becoming stuck or falling apart respectively.” (Pincus & Metten, 2010, p. 359)
BioPsycho
Social
The Experimental Tests
Undergrad strangers in get-to-know-you-taskFour discussions with self-report breaks Experimental induction of internal conflictExperimental induction of conflict resolution
H1: Equivalent complexity across baselines H2a: Complexity with conflict inductionH2b: Complexity with conflict resolution
Discussion 1 Discussion 2 Discussion 3 Discussion 4
Conflict Induction Resolution Induction
Internal Conflict Induction
HIGH: Individuals within this range are perceived by others as closed-minded and stubborn about their opinions or beliefs. They are frequently described by others as “rigid,” or “combative.” They tend to have histories of relationships characterized by ongoing conflict and turmoil. Alternatively, they may tend to be rejected by others (particularly those scoring in the medium range).
0-24, LOW: Individuals within this range are perceived by others as distant, aloof and cold. They are frequently described by others as “loners,” as “isolated,” or as “unfriendly.” They tend to have a history of difficulty making and maintaining close, satisfying relationships with others. While they may not be openly rejected, they tend not to be accepted readily in social situations.
Experimental Design• Time-series nested within aggregated combined single-case
experimental-correlation design• Orbital Decomposition • Six groups, 24 Discussions
– One induction and replication– Control group– 2, 3 and 4 Members Induced
• Induction level manipulation check using 5-point scale• Resolution based on observational score (1-5; 100% reliability)
– > 1 minute discussion, + attitudes, + affect, suspicion about feedback
• Dependent variable = Entropy in turn-taking patterns– Coding Scheme: Mean k = .76; Range = .62-.91
B-D-B-D-A-D-A-C-D-B-D-C-A-C-D-C-D-C-A
Experiment-wise Results
Discussion 1 Ic R
2 Hs Df Discussion 2
Ic R2 Hs Df
Discussion 3 Ic R
2 Hs Df Discussion 4
Ic R2 Hs Df
Grp 1 0 .98 5.34 2.86 0 .99 5.24 2.58 1 .96 4.96 1.93 .75 .90 4.94 1.78
Grp 2 0 .94 4.96 2.04 0 .86 4.26 1.08 .75 .94 4.24 1.40 .75 .97 4.75 1.81
Grp 3 0 .91 4.49 1.41 0 .94 4.36 1.39 0 .88 4.20 1.20 0 .91 4.42 1.39
Grp 4 0 .96 4.93 1.89 0 .95 5.08 2.14 2 .90 4.32 1.48 0 .94 5.12 1.95
Grp 5 0 .95 4.88 1.79 0 .98 5.28 2.54 1 .98 5.22 2.44 1 .98 5.17 2.06
Grp 6 0 .96 5.28 2.51 0 .97 5.16 2.33 2 .96 5.09 2.18 0 .95 5.16 2.19
Good results: Groups 1, 3, 4 and partially 6
Experiment-wise Correlational Results (string length = 6)
* Correlation is significant at the 0.05 level (2-tailed). ** Correlation is significant at the 0.01 level (2-tailed).a) Standardized by group; b) Sum of induced members attenuated by induction and resolution scores.
Shannon Entropya
Internal Conflictb
Fractal Dimensiona
Shannon Entropya Pearson Correlation 1 -.474(*) .945(**)
Sig. (2-tailed). .019 .000
N 24 24 24
Internal Conflictb Pearson Correlation
-.474(*) 1 -.428(*)
Sig. (2-tailed).019 .
.037
N 24 24 24
Fractal Dimensiona Pearson Correlation
.945(**) -.428(*)1
Sig. (2-tailed) .000 .037.
N 24 24 24
More conflict Less ConflictResults for Clinicians
Group 1 - IPL’s and Fractal Dimension • One (100%) induction; 25% resolution
D1LOGNF
D1LOGF
2.01.51.0.50.0-.5
6
5
4
3
2
1
0
-1
Observed
Linear
D2LOGNF
D2LOGF
2.52.01.51.0.50.0-.5
6
5
4
3
2
1
0
-1
Observed
Linear
D4LOGNF
D4LOGF
3.02.52.01.51.0.50.0-.5
6
5
4
3
2
1
0
-1
Observed
Linear
D3LOGNF
D3LOGF
3.02.52.01.51.0.50.0-.5
5
4
3
2
1
0
-1
Observed
Linear
Discussion 1
R2 = .98
Df = 2.86
SE = .0257
Discussion 3
R2 = .96
Df = 1.93
SE = .0233
Discussion 2
R2 = .99
Df = 2.57
SE = .0159
Discussion 4
R2 = .90
Df = 1.78
SE = .0333
D2C6F
Sequence
7006005004003002001000-100
10
8
6
4
2
0
Observed
Linear
Group 1 Shannon Entropy Anova
303303303303N =
discussion number
4.003.002.001.00
95%
CI S
hannon e
ntr
opy, convers
atio
n 1
, C
=6
.018
.017
.016
.015
Val
ues
for
each
pat
tern
D1C6F
Sequence
7006005004003002001000-100
8
7
6
5
4
3
2
1
0
Observed
Linear
F = 10.54 p = .0013 F = 1.03 p = .3111 F = 1.85 p = .1747D3C6F
Sequence
7006005004003002001000-100
20
10
0
-10
Observed
Linear
F = 6.14 p = .0138D4C6F
Sequence
7006005004003002001000-100
20
10
0
Observed
Linear
Group 1 Summary
0
1
2
3
4
5
6
disc 1 disc 2 disc 3 disc 4
ShannonEntropyFractalDimension
D4LOGNF
D4LOGF
3.53.02.52.01.51.0.50.0-.5
5
4
3
2
1
0
-1
Observed
Linear
Group 3 - IPL’s and Df
Discussion 2
R2 = .94
Df = 1.39
SE = .0179
Discussion 4
R2 = .91
Df = 1.39
SE = .0437
D1LOGNF
D1LOGF
43210-1
5
4
3
2
1
0
-1
Observed
Linear
D2LOGNF
D2LOGF
3.53.02.52.01.51.0.50.0-.5
5
4
3
2
1
0
-1
Observed
Linear
D3LOGNF
D3LOGF
43210-1
5
4
3
2
1
0
-1
Observed
Linear
Discussion 1
R2 = .91
Df = 1.41
SE = .0256
Discussion 3
R2 = .88
Df = 1.20
SE = .0257
• Control Group; No inductions
303303303303N =
discussion number
4.003.002.001.00
95%
CI shannon e
ntr
opy for
all
dis
cussio
ns
.016
.015
.014
.013
Group 3 Shannon Entropy Anova
Val
ues
for
each
pat
tern
F = 48.83 p = .0000 F = 7.43 p = .0068 F = 1.06 p = .3034 F = 0.01 p = .9204disc 1 freq, c=6
Sequence
4003002001000-100
40
30
20
10
0
Observed
Linear
D2C6F
Sequence
4003002001000-100
30
20
10
0
Observed
Linear
D3C6F
Sequence
4003002001000-100
50
40
30
20
10
0
Observed
Linear
D4C6F
Sequence
4003002001000-100
40
30
20
10
0
Observed
Linear
Group 3 Summary
0
0.5
1
1.5
2
2.5
3
3.5
4
4.5
disc 1 disc 2 disc 3 disc 4
ShannonEntropyFractalDimension
Group 2 - IPL’s and Df
Discussion 2
R2 = .86
Df = 1.07
SE = .0254
Discussion 4
R2 = .97
Df = 1.81
SE = .0154
Discussion 1
R2 = .94
Df = 2.03
SE = .0292
Discussion 3
R2 = .94
Df = 1.40
SE = .0120
• One (75%) induction; No resolutionD1LOGNF
D1LOGF
3.02.52.01.51.0.50.0-.5
5
4
3
2
1
0
-1
-2
Observed
Linear
D2LOGNF
D2LOGF
3.53.02.52.01.51.0.50.0-.5
5
4
3
2
1
0
-1
Observed
Linear
D3LOGNF
D3LOGF
3.53.02.52.01.51.0.50.0-.5
5
4
3
2
1
0
-1
Observed
Linear
D4LOGNF
D4LOGF
3.02.52.01.51.0.50.0-.5
5
4
3
2
1
0
-1
Observed
Linear
Group 2 Shannon Entropy AnovaV
alue
s fo
r ea
ch p
atte
rn
303303303303N =
discussion number
4.003.002.001.00
95%
CI shannon e
ntr
opy for
all
dis
cussio
ns in
ord
er
.017
.016
.015
.014
.013
F = 34.11 p = .0000 F = .1011 p = .7507 F = 2.760 p = .0977 F = 5.281 p = .0222
disc 1 frequency for patterns @ c=6
Sequence
4003002001000-100
20
10
0
Observed
Linear
D2C6F
Sequence
4003002001000-100
30
20
10
0
Observed
Linear
D3C6F
Sequence
4003002001000-100
30
20
10
0
Observed
Linear
D4C6F
Sequence
4003002001000-100
16
14
12
10
8
6
4
2
0
Observed
Linear
Group 2 Summary
00.5
11.5
22.5
33.5
44.5
5
disc 1 disc 2 disc 3 disc 4
ShannonEntropyFractalDimension
Group 6 - IPL’s and Df
Discussion 2
R2 = .97
Df = 2.33
SE = .0224
Discussion 4
R2 = .95
Df = 2.19
SE = .0284
Discussion 1
R2 = .96
Df = 2.51
SE = .0217
Discussion 3
R2 = .96
Df = 2.17
SE = .0272
• Four (50%) inductions; 100% resolution D1LOGNF
D1LOGF
2.01.51.0.50.0-.5
6
5
4
3
2
1
0
-1
Observed
Linear
D2LOGNF
D2LOGF
2.52.01.51.0.50.0-.5
6
5
4
3
2
1
0
-1
Observed
Linear
D3LOGNF
D3LOGF
3.02.52.01.51.0.50.0-.5
6
5
4
3
2
1
0
-1
Observed
Linear
D4LOGNF
D4LOGF
3.02.52.01.51.0.50.0-.5
6
5
4
3
2
1
0
-1
-2
Observed
Linear
Group 6 Shannon Entropy Anova
Val
ues
for
each
pat
tern
303303303303N =
discussion number
4.003.002.001.00
95%
CI shannon e
ntr
opy for
all
dis
cussio
ns
.0178
.0176
.0174
.0172
.0170
.0168
.0166
.0164
F = 1.520 p = .2186 F =.0714 p =.7896 . F = 19.70 p = .0000 F = 6.152 p = ..0137D1C6F
Sequence
4003002001000-100
7
6
5
4
3
2
1
0
Observed
Linear
D2C6F
Sequence
4003002001000-100
12
10
8
6
4
2
0
Observed
Linear
D3C6F
Sequence
4003002001000-100
14
12
10
8
6
4
2
0
Observed
Linear
D4C6F
Sequence
4003002001000-100
18
16
14
12
10
8
6
4
2
0
Observed
Linear
Group 6 Summary
0
1
2
3
4
5
6
disc 1 disc 2 disc 3 disc 4
ShannonEntropyFractalDimension
Group 5 - IPL’s and Df
Discussion 2
R2 = .98
Df = 2.54
SE = .0211
Discussion 4
R2 = .98
Df = 2.05
SE = .0150
Discussion 1
R2 = .95
Df = 1.79
SE = .0247
Discussion 3
R2 = .98
Df = 2.44
SE = .0219
• One (50%), two (25%) inductions; No resolution
D1LOGNF
D1LOGF
3.53.02.52.01.51.0.50.0-.5
5
4
3
2
1
0
-1
Observed
Linear
D2LOGNF
D2LOGF
2.52.01.51.0.50.0-.5
6
5
4
3
2
1
0
-1
Observed
Linear
D3LOGNF
D3LOGF
2.52.01.51.0.50.0-.5
6
5
4
3
2
1
0
-1
Observed
Linear
D4LOGNF
D4LOGF
2.52.01.51.0.50.0-.5
6
5
4
3
2
1
0
Observed
Linear
Group 5 Shannon Entropy Anova
Val
ues
for
each
pat
tern
303303303303N =
discussion number
4.003.002.001.00
95%
CI shannon e
ntr
opy for
all
dis
cussio
ns
.018
.017
.016
.015
F =4.428 p =.0362 . F = .8189 p = .3662 F = 5.709 p = .0175 F = 5.929 p = .0155
D1C6F
Sequence
4003002001000-100
30
20
10
0
Observed
Linear
D2C6F
Sequence
4003002001000-100
10
8
6
4
2
0
Observed
Linear
D3C6F
Sequence
4003002001000-100
10
8
6
4
2
0
Observed
Linear
D4C6F
Sequence
4003002001000-100
12
10
8
6
4
2
0
Observed
Linear
Group 5 Summary
0
1
2
3
4
5
6
disc 1 disc 2 disc 3 disc 4
ShannonEntropyFractalDimension
Group 4 - IPL’s and Df
Discussion 2
R2 = .95
Df = 2.14
SE = .0273
Discussion 4
R2 = .94
Df = 1.95
SE = .0283
Discussion 1
R2 = .96
Df = 1.89
SE = .0221
Discussion 3
R2 = .90
Df = 1.48
SE = .0279
• Two (100%) inductions; 100 % resolutionD1LOGNF
D1LOGF
3.02.52.01.51.0.50.0-.5
5
4
3
2
1
0
-1
Observed
Linear
D2LOGNF
D2LOGF
3.02.52.01.51.0.50.0-.5
6
5
4
3
2
1
0
-1
Observed
Linear
D3LOGNF
D3LOGF
3.53.02.52.01.51.0.50.0-.5
5
4
3
2
1
0
-1
Observed
Linear
D4LOGNF
D4LOGF
2.01.51.0.50.0-.5
5
4
3
2
1
0
Observed
Linear
Group 4 Shannon Entropy Anova
Val
ues
for
each
pat
tern
303303303303N =
discussion number
4.003.002.001.00
95%
CI H
S
.018
.017
.016
.015
.014
.013
F = 4.655 p = .0318 F = 22.29 p = .0000 F = 2.646 p = .1049 F = 4.033 p = .0455
D1C6F
Sequence
4003002001000-100
20
10
0
Observed
Linear
D2C6F
Sequence
4003002001000-100
16
14
12
10
8
6
4
2
0
Observed
Linear
D3C6F
Sequence
4003002001000-100
30
20
10
0
Observed
Linear
D4C6F
Sequence
4003002001000-100
6
5
4
3
2
1
0
Observed
Linear
Group 4 Summary
0
1
2
3
4
5
6
disc 1 disc 2 disc 3 disc 4
ShannonEntropyFractalDimension
Primary Limitations and Considerations
• Imperfect results• Generalizability?• Coding scheme• Choices for experimental
control (e.g., N = 308)• Event-based sampling• Mean-variance
correlations in Df & Hs
ConclusionsSmall groups are self-organizing systems displaying fractal recurrence structure in turn-taking patternsInternal conflict can spill up to decrease interpersonal complexity (the group is in the member)
Conflict and conflict resolution has structural significance, plays a key role within psychosocial resilience