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Objective: This study examined the relations among trauma exposure, trauma severity, and positive change variables of resilience and posttraumatic growth (PTG).  
Methods: Quadratic and cubic relationships were examined through polynomial regress��������	

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Results: Relationships were not significant for trauma exposure and resilience, and trauma severity and resilience.  However,  an inverted U-shaped, quadratic relationship was significant for PTG and trauma severity, suggesting positive consequences for intermediate levels of severity in comparison to higher or lower levels.  After moderate levels of trauma severity are experienced, PTG begins to decrease.  A cubic relationship was significant between trauma exposure and PTG.  Initial trauma exposure corresponded to increases in PTG, but as the number of exposures increased beyond a moderate level, PTG began to decline.  This relationship increased again as trauma exposures became even greater.  
Conclusions: Collectively, these findings highlight that the greatest potential to experience PTG after trauma occurs is when the level of trauma exposure and trauma severity is at a moderate level.





Keywords: resilience, posttraumatic growth, trauma exposure, trauma severity, quadratic relationships, posttraumatic stress disorder,  polynomial regressions
Moderate Trauma Exposure and Severity Provides Greater Potential for Posttraumatic Growth 

There is a growing awareness that the majority of people who endure extreme adversity may not experience significant disruptions in functioning (Mancini & Bonannno, 2006).  Many trauma survivors show an ability to move beyond a traumatic event with little or no distress (Bonanno, 2004; Parker, Buckmaster, Schatzberg, & Lyons, 2004).  The positive aspects of exposure to trauma including the ability to adapt and grow from these experiences are important areas of study (Bonanno, 2005; Tedeschi & Calhoun, 2004).  This study explored quadratic and cubic relationships of resilience, posttraumatic growth, trauma exposure, and trauma severity. 
Resilience
Bonanno (2004) defined resilience as adults  ability to maintain relatively stable, healthy levels of psychological and physical functioning and the capacity for generative experiences and positive emotions after exposure to highly stressful experiences.  The construct of resilience provides an understanding of how some individuals can cope successfully with traumatic experiences, avoid the negative trajectories associated with risks, and use psychological and social resources to help tolerate adversity (Fergus & Zimmerman, 2005; Luthar, Cicchetti, & Becker, 2000; Rutter, 1987, 2007; Silver, 2009).  
Some research studies suggest that moderate levels of distress may provide a greater potential for increased resilience and personal growth (Janoff-Bulman, 1990; Paton, 2005).  For example, individuals reported that the stress they experienced after Hurricane Katrina led to increased resilience, including a deeper sense of purpose (Kessler, Galea, Jones, & Parker, 2006).  Pre and post mental-health surveys of individuals exposed to tropical storm Isabel revealed small changes in depression, somatic complaints, and PTSD symptoms suggesting resilience to the development of new psychological symptoms (Bravo, Rubio-Stipec, Canio, Woodbury, & Ribera, 1990).  A post-9/11 study found a large population-based sample of New Yorkers to be resilient, with 65% of the participants reporting no PTSD symptoms during the first 6 months after the attacks (Bonanno, Galea, Bucciarelli, & Vlahov, 2007).  Additionally, individuals with more exposure (e.g., saw the attacks in person or were in the World Trade Center when the planes struck) were 50% resilient.  
Experimental animal studies also shed light on the proposition that moderate levels of adversity can contribute to resilient behaviors.  For example, young monkeys exposed to intermittent stressors during development exhibited greater resilience and diminished anxiety to additional stressors than did monkeys without any stress (Lyons & Parker, 2007; Parker et al., 2004; Parker, Buckmaster, Sundlass, Schatzberg, & Lyons, 2006).  Similarly, research with human subjects suggests that adults cope better with spousal loss, illness, work-related stressors, and major accidents if they have experienced stress and learned to cope in childhood (Forest, 1991; Khoshaba & Maddi, 1999; Mortimer & Staff, 2004).  The success of prior coping efforts may be a key determinant of responses to future stress (Hamburg & Adams, 1967).  
Stressful events that are difficult but not overwhelming can challenge an individual but may also make subsequent coping efforts more efficient and easier to handle later in life (Bonanno, 2004).  Several theories discuss the idea that experiencing multiple adversities can foster resilience.  In their Conservation of Resource Theory, Aldwin, Sutton, and Lachman (1996) found that most individuals reported prior stressful experiences as being useful for coping with current stressors.  Dienstbier s (1989, 1992) Theory of Psychophysiological Toughness suggests that regular exposure to stressors followed by a recovery period can have a positive toughening effect.  This exposure increases one s future capacity for positive responses and suppression of negative arousal.  
The Stress Inoculation Theory (Lyons & Parker, 2007; Meichenbaum, 1993) posits that the prior experience of trauma provides an inoculation against strong emotional reactions.  When a traumatic experience is repeated, individuals are better able to cope, leading to higher levels of inoculation.  Stress exposure also helps buffer against subsequent distress when the experiences are similar.  In comparison to individuals who have never experienced a traumatic event (e.g, natural disaster, airplane crash), adults who have experienced these events report lower anxiety and less depression after experiencing a similar trauma again, suggesting enhanced psychological adaptation with later exposure (Bland, O Leary, Farinaro, & Jossa, 1996; Dougall, Heberman, Delahanty, Inslicht, & Baum, 2000; Knight, Gatz, Heller, & Bengtson, 2000; Norris & Murrell, 1988; Phifer & Norris, 1989).
Exposure to extreme threat may not provide the same toughening affect for an individual.  High levels of trauma may become overwhelming and cause struggles in managing stress.  Among Vietnam War veterans, peripheral combat exposure predicted improvements in psychological well-being compared to no exposure and direct exposure to combat (Schnurr, Rosenberg, & Friedman, 1993).  After an experience like a serious illness; other traumas may seem less important or overwhelming in comparison to the initial trauma (Seery, Holman, & Silver, 2010).  However, moderate distress can provide a challenge that can be overcome and produce competence in the management of and increased resistance to future stressful circumstances (O Leary, 1998; Rutter, 1987).  
Posttraumatic Growth 
In contrast to resilience, posttraumatic growth (PTG) refers to reports of positive changes that occur as a result of individual s cognitions and ability to cope with traumatic life events.  Thus, individuals who are resilient have adjusted successfully to adversity, while individuals who experience PTG have been transformed by their struggles.  Tedeschi and Calhoun (1996, 2004) provided examples of growth including perceptions of greater intimacy, closeness, and meaning in relationships, or increased compassion towards others who suffer adversity.  Trauma survivors may discover new possibilities in life, including embarking on a new life path, or they may develop a newfound sense of competence or confidence.  Growth may also be experienced in spirituality or in the discovery of a greater sense of purpose and meaning in life.  
Hobfoll et al. (2007) believed individuals who report experiencing a recovery from loss or trauma are most likely to experience and report PTG.  Westphal and Bonanno (2007) posit that PTG is not superior to resilience.  Instead, those who are resilient may not need or have opportunities to experience PTG.  Research has found combat veterans with greater combat exposure report higher levels of PTG (Aldwin, Levenson, & Spiro 1994) and about 73% of participants who lost family members report gaining some positive outcomes (Davis, Nolen-Hoeksema, & Larson, 1998).  Individuals experiencing a severe trauma reported higher levels of positive personal changes in comparison to individuals who did not report trauma exposure (Tedeschi & Calhoun, 1996).  
There are a number of theoretical models that describe the possible processes that can lead to eventual growth.  Mahoney's (1982) Model of Human Change Processes suggests change occurs through psychological disequilibrium that results from the pursuit, construction, and alteration of meaning.  Similarly, Hager's (1992) Model of Chaos and Growth proposed different periods of confusion and disorganization that are a necessary part of the ability to grow and change as survivors of trauma reorganize and redevelop cognitive structures.  Nerken's (1993) Theory of Growth emphasized an active process in which self-reflection and subsequent meaning making are essential.  Joseph (2004) suggested that individuals go beyond their previous levels of functioning and move toward growth.  Schaefer and Moos (1992) posited that a combination of personal and environmental system factors shape the cognitive appraisals and responses an individual has to a trauma.  The Functional Descriptive Model proposed by Tedeschi and Calhoun (1995, 2004) suggest PTG occurs through cognitive efforts to redefine core beliefs (Calhoun & Tedeschi, 2006; Janoff-Bulman, 1992, 2004).  Sumer, Karanci, Berument, and Gunes (2005) found cognitive intrusions reflected in the ongoing processing of the traumatic event are directly related to the severity of the disaster experience.  
The construct of PTG may be more applicable to adolescents and adults than to children and the elderly as it implies there is an established set of schemas and cognitions that are able to change in the wake of a trauma (Powell, Rosner, Butollo, Tedeschi, & Calhoun, 2003).  In addition, people of younger age have been found to experience more growth than older individuals (e.g., Bellizzi & Blank, 2006; Cordova et al., 2007).  Negative experiences are likely to affect older people more, while younger individuals use optimism, enthusiasm, energy, and hopefulness to help recover from trauma (Kimhi, Eshel, Zysberg, & Hantman, 2010).  
Curvilinear relations between stress severity and PTG have been found (Fontana & Rosenheck, 1998); however, more research has examined the relationships between trauma and resilience.  For example, Aldwin et al. (1994) theorized that resilience and traumatic exposure should have a quadratic trend in the shape of an inverted  U , such that higher positive consequences were postulated for intermediate levels of exposure compared to high or low levels of exposure.  Their results only found minimal signs of this trend.  In an inverted U-shaped relationship, a low dose (single event) would elicit a small response, a moderate dose (more events) elicits relatively best performance that shows learning, adaptation, and positive change, while a high dose (multiple events) exhausts the adaptive capacities of the individual, who shows increasing problems and distress (May & Bigelow, 2005).  There is some empirical evidence for this dose effect relationship (Breslau, Chilcoat, Kessler, & Davis, 1999; Mollica, McInnes, Poole, & Tor, 1998; Nishith, Mechanic, & Resick, 2000).  Seery and colleagues (2010) found a quadratic relationship between cumulative lifetime adversity and four longitudinal mental health and well-being outcomes (global distress, functional impairment, life satisfaction, and PTS symptoms).  In this study, it is hypothesized that there will be inverted U-shaped relationships (quadratic) between trauma exposure and PTG, between trauma exposure and resilience, between trauma severity and PTG, and between trauma severity and resilience. 
Method
Recruitment		
After Institutional Review Board approval was obtained, community advocates and class instructors were contacted and invited to give the participant recruitment script to their clients or students.  Participants were recruited from undergraduate courses at a large southwestern university, websites that serve trauma and abuse survivors, psychological listservs, national Reserve Officers  Training Corps (ROTC), and community mental health centers.  The consent form and study measures were provided using surveygizmo.com, an online survey program.  Participants were informed that the study purpose was to investigate potential changes after the experience of trauma/stress.
Participants
There were 908 participants (41.3% male, 58.5% female, .1% transgender, and .1% missing) with a mean age of 19.99 (SD = 1.97) years.  Of those who reported race/ethnicity, most were Caucasian (n = 592; 65.2%), while 124(13.7%) were Hispanic American, 94(10.4%) other/multi-racial, 53(5.8%) Asian American, 28(3.1%) African American, and 14(1.5%) Native American/Alaskan Native.  Yearly household income (including income for everyone living with the participant) varied, with 141(15.5%) under $9,999, 164(18.0%) with $10,000 to $29,999, 131(14.5%) with $30,000 to $49,999, 141(15.5%) with $50,000 to $69,999, and approximately a third of the participants reporting $70,000 or more (n = 319; 35.1%).  Three fourths of the sample (n = 687; 75.4%) reported living in the Southwest.  
Measures
The Life Stressor Checklist-Revised (LSC-R; Wolfe & Kimerling, 1997) is a measure of lifetime exposure to potentially traumatic events.  Respondents answered yes/no questions to a list of events including natural disasters, physical or sexual assault, and death of a relative.  Items that asked about the effect on life and how upsetting the event was at the time were rated on a 5-point intensity scale (0 =  not at all  to 4 =  extremely ) and were summed to create a total trauma severity score with a possible range of 0 to 128.  Higher scores were reflective of more subjective ratings of severity for the traumas endorsed.  The measure yielded a count-based exposure score and a separate severity rating. To assess more thoroughly potentially traumatic experiences among the study participants, some of the questions in The Life Events Checklist (LEC; Gray, Litz, Hsu, & Lombardo, 2004) were incorporated in the modified LSC-R.  Questions from the LEC were added that ask about: toxic substances, assault with a weapon, combat or a war-zone, held captive, and unemployed for a long time.  A total score was a possible range of 0 to 32 with higher scores reflecting more trauma exposure.  The LSC-R without the added items, has demonstrated good test-retest reliability and good criterion-related validity with diverse populations (Brown, Stout, & Mueller, 1999; Kimerling et al., 1999).  The item test-retest reliability has ranged from .52 to .95 (McHugo et al., 2005).
The Connor-Davidson Resilience Scale (CD-RISC; Connor & Davidson, 2003) is a 25-item, self-rated measure of respondent s ability to adapt well and overcome adversity.  The items were designed to reflect content related to well established sources and theories of resilience (Lyons, 1991; Kobasa s, 1979; Rutter s, 1985).  In response to items such as  I am able to adapt to change,  participants rated each item on a five-point Likert-type scale ranging from  0 = not true at all  to  4 = true nearly all of the time.   Total scores range from 0 to 100, with higher scores indicating greater resilience.  Internal consistency has been found to be .89 with test-retest reliability of .87 (Connor & Davidson, 2003).  In this study, the Cronbach's alpha was .92.	
The Posttraumatic Growth Inventory (PTGI-SF; Cann et al., 2010) measures significant positive changes and growth that occurs after the experience of highly challenging life circumstances.  A 6-point Likert-type scale ranging from 0 (no change) to 5 (great change) is used for items such as "I discovered that I'm stronger than I thought I was."  Responses to all items are summed to produce a total score ranging from 0 to 50, with higher scores indicating greater levels of PTG.  This 10-item inventory has internal reliability (� = .90) across samples of bereaved parents, intimate partner violence victims, and acute leukemia patients.  In this study, the Cronbach's alpha was .92.
Results

Descriptive statistics were examined regarding the number of exposures experienced by participants, time since the most recent trauma exposure, and the most frequent exposures experienced by participants.  Reported trauma exposures in this sample, ranged from zero to 18 exposures (M = 4.32, SD = 2.87).  Responses for the severity of trauma ranged from zero to 78 (M = 14.29, SD = 11.34).  There were 67 (7.4%) participants who experienced zero or one trauma event, 283 (31.2%) who experienced two to four events, and 558 (61.5%) who reported five or more trauma events.  Participants indicated time since the most recent traumatic stressor was: less than 30 days (n = 146; 16.1%), 1-6 months (n = 266; 29.3%), 7-11 months (n = 39; 4.3%), 1-3 years (n = 321; 35.4%), and more than 3 years (n = 106; 11.7%).  The most frequent traumatic stressors experienced by this sample were: A known death of someone close (n = 481, 53.0%); sudden or unexpected death of a close individual (n = 338, 37.2%); serious accident or accident-related injury (n = 314, 34.6%); separation or divorce (n = 302, 33.3%); and natural disasters (n = 294, 32.4%).   
This study examined the relations among trauma exposure, trauma severity, and positive change variables of resilience and PTG.  Inverted U-shaped relationships were predicted between trauma exposure and PTG, between trauma severity and PTG, between trauma exposure and resilience, and between trauma severity and resilience.  Linear, quadratic, and cubic effects were examined through polynomial regressions.  In order to alleviate multicollinearity, the predictors were centered around the mean by subtracting the mean from each participant's total score.
Two hierarchical regression analyses were conducted to examine whether there were linear (step one), quadratic (step two), and/or cubic relationships (step three) between trauma severity and resilience and between trauma severity and PTG.  The quadratic and cubic relationships were not significant for trauma severity and resilience.  Examination of the relationships between trauma severity and PTG, revealed a significant linear model, R� = .10, F(1, 897) = 101.23, p < .001.  The quadratic model was a statistically significant improvement over the linear model, ["R� = .006, "F(1, 895) = 6.14, p = .01].  A cubic model was not supported, "R� = .002, "F(1, 894) = 1.54, p = .21.  The coefficient for the linear component, [b1 = .44, sb1 = .05, t(896) = 9.20, p < .001], indicated that an increase in trauma severity is related to an increase in PTG.  The coefficient for the quadratic component, [b2 = -.004, sb2 = .002, t(895) = -2.45, p = .01], indicated that an increase in trauma severity corresponds to decreases in the simple slope.  Increases in trauma severity correspond to slight decreases in PTG after the trauma severity has reached a moderately high level.  The scatterplot in Figure 1 suggests this change begins to occur after a trauma severity level of about 40 out of 78.  
Next, two hierarchical regression analyses were conducted to examine the possible linear (step one), quadratic (step two), and cubic (step three) relationships between trauma exposure and resilience and between trauma exposure and PTG.  The quadratic and cubic relationships were not significant for trauma exposure and resilience.  Examination of the relationships between trauma exposure and PTG revealed a significant linear model, R� = .06, F(1, 897) = 57.98, p < .001, while the quadratic model was not significant ["R� < .001, "F(1, 895) = .32, p = .57].  However, a cubic model was supported, ["R� = .006, "F(1, 894) = 5.82, p = .02], above and beyond the linear model.  The coefficient for the linear component, [b1 = .1.25, sb1 = .32, t(896) = 6.99, p < .001], indicated that an increase in trauma exposure is related to an increase in PTG.  The coefficient for the cubic component, [b3 = -.01, sb2 = .005, t(894) = -2.41, p = .02], indicated that an increase in trauma exposure corresponds to increases and decreases in the simple slope for PTG.  When trauma exposure is around a moderate level, PTG is the highest; however, when trauma exposure reaches approximately 10 exposures, the reported PTG decreases (See Figure 2).  
Discussion

The data supported the hypothesis, which predicted an inverted U-shaped, quadratic relationship above and beyond a linear relationship between trauma severity and PTG.  This finding adds to the existing literature on dose-effect relationships and trauma (Breslau et al., 1999; Follette et al., 1996; Fontana & Rosenheck, 1998; Mollica, et al., 1998; Nishith, et al., 2000; Turner & Lloyd, 1995), in which higher positive consequences have been found for intermediate levels of trauma severity in comparison to higher or lower levels.  In this study, increases in trauma severity corresponded to decreases in PTG after a moderate level of trauma severity was experienced.  
When an individual experiences multiple traumatic stressors that are related to higher levels of trauma severity, they may be better able to learn and grow from the subsequent trauma experiences.  However, this growth only occurs to a point.  After a moderate level of trauma severity is experienced, posttraumatic growth (PTG) begins to decrease.  Severe stress can become overwhelming and is known to lead to dysfunctions; however, as this research and previous studies (O Leary, 1998; Rutter, 1987) suggest, moderate stress can provide a challenge that can potentially provide individuals with meaning and growth.  
Seery et al. (2010) posited that low and high levels of stress would be related to resilience compared to no stress; however, quadratic relationships between trauma exposure and resilience and between trauma severity and resilience were not found for this sample.  A possible reason may be that this study examined trauma exposures in comparison to mild stressors.  The experience of multiple and/or extreme trauma may not provide the same opportunities to gradually build coping skills and develop resilience, toughness, and adaptability for later events (Dienstbier, 1989; Hamburg & Adams, 1967).
A quadratic relationship between trauma exposure and PTG was not significant; however, a cubic relationship was significant which disconfirms the second part of the hypothesis.  The cubic model was a significant improvement from the linear model suggesting that an increase in trauma exposure leads to both increases and decreases in PTG.  Increases in initial trauma exposure correspond to increases in PTG, but as the number of trauma exposures increases beyond a moderate level, PTG begins to decline.  This relationship may increase again as trauma exposures become even greater.  These results suggest that moderate trauma exposure may strengthen resistance to later stressors or provide greater potential for more personal growth (Janoff-Bulman, 1990; Paton, 2005).  Collectively, these findings highlight that the greatest potential to experience PTG after trauma exposure occurs when the level of trauma exposure and trauma severity is at a moderate level. 							
Limitations
While the current study has many strengths, there are also limitations that are important to consider.  The sample was non-representative of the general population as it consisted mostly of Caucasians in the emerging adult age group of 18 to 24.  The data were collected using an online survey and a self-selected sample, thus, random sampling was not conducted.  The use of a web-based data collection and self-report measure may provide participants with more confidentiality and result in more honest responses (e.g., Krantz & Dalal, 2000; Reips, 2000; Schlenger & Silver, 2006).  However, the availability to participate was only accessible to individuals with a computer and internet (Kraut, et al., 2004).  Since the cross-sectional data were only obtained at one point in time, lifetime estimates of trauma exposure were based on participant recall and subject to recall biases.  Unfortunately, it is quite difficult to retrieve information about trauma in another way, and nearly all of the empirical evidence on the effects of past trauma are based on retrospective accounts.  
Implications	
The findings of this study can help inform prevention and intervention programs that aim to improve mental health for emerging adults who have experienced trauma.  Some current interventions for helping people after exposure to trauma include promotion of a sense of self, purpose, identity, collective efficacy, safety and connectedness, instillation of hope, cognitive reframing, and self-soothing and relaxation skills (Hobfoll et al., 2007).  
Discussion of factors related to growth may be an important area of focus for trauma survivors.  Topics can include the potential for change outlined by Tedeschi and Calhoun (1996, 2004).  These changes may occur in the perceptions of intimacy, closeness, and meaning in relationships, or increased compassion for other trauma survivors.  Trauma survivors might also discuss growth regarding the discovery of potential possibilities for their life now in comparison to before the trauma.  They may experience more confidence in themselves, feel a greater sense of purpose, understand better the meaning of life, and discover a renewed sense of spirituality (Tedeschi & Calhoun, 1996, 2004).  Assessment of these growth areas and how they may be met through therapy to help trauma survivors reach a positive change after trauma exposure is an important next step for future research studies.

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Figure 1. Scatterplot for linear and quadratic relationships between trauma severity and PTG.


Figure 2. Linear and cubic relationships of trauma exposure and PTG.


									      Resilience and Growth  PAGE 23











									      Resilience and Growth  PAGE 25











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