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8/10/2019 Validation of the Tripartite Model of Anxiety and Depression (TRAD) in Australian Children and Adults Using the PANAS (Adult) and PH-PANAS-C (Child) Self-r
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Validation of the Tripartite Model of Anxiety and Depression (TRAD) in Australian
Children and Adults using the PANAS (adult) and PH-PANAS-C (child) Self-report
Measures
Michael Scott
Literature Review and Research Paper submitted in partial fulfilment of the
requirements for the Degree of Bachelor of Psychology with Honours at James Cook
University, Cairns, Australia. October 2012
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v
Summary: PH-PANAS-C ........................................................................................... 29
Conclusion ...................................................................................................................... 29
Aims and Hypotheses of the Research ........................................................................... 30
References ....................................................................................................................... 31
Part 2: Research Report .................................................................................................. 43
Validating Psychometric Properties of the Tripartite Model of Anxiety and Depression
(TRAD) in Australian Children and Adults .................................................................... 43
Abstract ........................................................................................................................... 44
Introduction ..................................................................................................................... 45
Method ............................................................................................................................ 49
Participants .................................................................................................................. 49
Design and Procedure ................................................................................................. 50
Measures ..................................................................................................................... 51
PANAS.................................................................................................................... 51
PH-PANAS-C.......................................................................................................... 52
Statistical Analysis ...................................................................................................... 53
Ethical Considerations ................................................................................................ 53
Results ............................................................................................................................. 54
Hypothesis One ........................................................................................................... 54
Hypothesis Two .......................................................................................................... 58
Hypothesis Three ........................................................................................................ 59
Discussion ....................................................................................................................... 60
Hypothesis One: Dimensional and Structural Integrity of the TRAD model and the
PH-PANAS-C and PANAS ........................................................................................ 61
PCA: PH-PANAS-C................................................................................................ 61
PCA: PANAS........................................................................................................... 62Hypothesis Two: Sex Differences between Adolescents would be defined by
Increased levels of NA in Female Adolescents Compared to Male Adolescents ....... 63
Hypothesis Three: Child and Adult PA and NA scores on the PANAS will differ
from their PA and NA scores on the PH-PANAS-C but would be correlated ........... 64
Limitations .................................................................................................................. 66
Conclusion .................................................................................................................. 66
References ....................................................................................................................... 67
Appendices...................................................................................................................... 74
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vi
List of Tables
Table Title Page
1 Mean Age, Sex and Socioeconomic Status of Participants in Each
Participant Group 50
2 Cronbachs Alpha Reliability Results for all Participants on both
the PANAS and PH-PANAS-C 54
3 Oblimin Rotation Pattern Matrix Results for Child Participant
Scores on the PH-PANAS-C 56
4 Oblimin Rotation Structure Matrix Results for Child Participant
Scores on the PH-PANAS-C 57
5 Varimax Rotated Component Matrix Results for Adult Participant
Scores on the PANAS 58
6 Results of Spearmans rho Correlational Analysis andIndependent
Samples t-Tests Showing Significant Positive Relationships
between Corresponding Dimensions and Significant Variations
between Dimensional Means on the PANAS Compared to the PH-
PANAS-C for Both Adult and Child Participants 60
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vii
List of Figures
Figure Title Page
1 Mean NA scores with standard error bars (females= 1.86, males=
1.66) for adolescent male and female participants 59
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Psychometric Properties of TRAD 1
Part 1: Literature Review
A Review of the Psychometric Properties of the Tripartite Model of Anxiety and
Depression (TRAD) in Child and Adult Populations
Michael Scott
James Cook University, Department of Psychology, School of Arts and Social Sciences,
Cairns, Australia
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Psychometric Properties of TRAD 2
Abstract
Research suggests that depression and anxiety disorders may coexist or overlap yet can
be differentiated. The tripartite model of anxiety and depression (TRAD model)
differentiates disordered affect through three independent dimensions - positive affect
(PA), negative affect (NA), and physiological hyperarousal (PH). Although the TRAD
model has received extensive empirical support in both research and diagnostic settings,
recent evidence in the literature has documented results that are inconsistent with
TRAD model predictions. Issues raised in the literature relate to the independence of the
TRAD dimensions, cross loading of items, poor model fit across varied samples, and
sex differences in adolescent samples. Two contemporary self-report measures that
feature prominently in the literature include the Positive and Negative Affect Schedule
(PANAS; used for adult populations), and the Physiological Hyperarousal and Positive
and Negative Affect Schedule for Children (PH-PANAS-C; used in child and
adolescent populations). The present paper reviewed the literature on the TRAD
models psychometric properties in adults and children. The conclusion reached is that,
while TRAD-based instruments may require some further refinement; the TRAD
models theoretical framework appears sound, and current TRAD-based self-report
instruments provide an effective method of screening and assessment in both clinical
and community populations.
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Psychometric Properties of TRAD 3
Statement of Research Topic/Question
The TRAD model proposes to differentiate anxiety and depression through the
three dimensions of positive affect (PA), negative affect (NA), and physiological
hyperarousal (PH). Two TRAD-based measures (the PANAS and PH-PANAS-C) are
frequently used to assess levels of anxiety and depression in adults and children
respectively. Issues of interest relate to TRAD model theory, and the psychometric
properties of the PANAS and PH-PANAS-C. In regards to both instruments, areas of
exploration include the dimensional and structural independence of factors, sex
differences in adolescent populations, and the applicability of age-specific instruments
for use with adult and child populations. The principal research question being
addressed is Are the TRAD model-based PANAS and PH-PANAS-C psychometrically
sound in Australian populations and are the two instruments necessary or do the
measures duplicate the same outcomes in child and adult samples?
Tripartite Model of Depression and Anxiety Differentiation
Introduction
Clark, Watson and Tellegen (1988) proposed the Tripartite Model of Anxiety
and Depression (TRAD Model) as a theoretical structure to help explain the overlap
between anxiety and depression. The theory asserts that the differentiation of depression
and anxiety is determined by the expression of symptoms in three primary domains -
positive affect (PA), negative affect (NA), and autonomic arousal (physiological
hyperarousal or PH).
Two of the most widely used contemporary self-report instruments that
differentiate anxiety and depression in adults and children using the TRAD model
framework are the 20 item Positive and Negative Affect schedule (PANAS: Watson,
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Psychometric Properties of TRAD 4
Clark, & Tellegen, 1988)and the 48 item Physiological Hyperarousal and Positive and
Negative Affect Schedule for Children (PH-PANAS-C: Laurent, Catanzaro, & Joiner,
2004)respectively. The PANAS comprises 10 PA items and 10 NA items. The PH-
PANAS-C comprises 15 PA, 15 NA, and 18 PH items. Both instruments have been
validated in clinical and community populations, and are widely used in clinical and
research settings as screening and diagnostic tools.
Although the TRAD model and both the PANAS and PH-PANAS-C have
received extensive empirical support over the years, several psychometric anomalies
have been documented in the literature which range from TRAD theoretical
perspectives through to diagnostic application. Issues of concern relate to- inconsistent
model fit across varied samples (Crawford & Henry, 2004;Jacques & Mash, 2004),
inconsistent findings related to factorial independence (the model requires that factors
exhibit relative independence) (De Bolle & De Fruyt, 2010;Jacques & Mash, 2004), the
capability of the model to accurately account for the diversity of anxiety disorders (E.
R. Anderson & Hope, 2008;T. A. Brown, Chorpita, & Barlow, 1998;Chorpita, 2002;
De Bolle, De Fruyt, & Decuyper, 2010), cross-loading of items (Jacques & Mash, 2004;
Laurent & Ettelson, 2001), irregular correlations between dimensions associated with
varied samples (Crawford & Henry, 2004;Tuccitto, Giacobbi, & Leite, 2010), and sex
differences in adolescent school samples (Jacques & Mash, 2004). Additional debate in
the literature has raised issues related to the applicability of the TRAD model and
associated TRAD-based instruments in child samples, and has prompted some
discussion as to whether age-specific TRAD-based measures are necessary for adult and
child populations.
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Psychometric Properties of TRAD 5
Theoretical Framework of Model
The underlying principle of the TRAD model is that disordered affect can be
differentiated using three core dimensions. These are positive affect (PA), negative
affect (NA), and physiological hyperarousal (PH). These dimensions are proposed to be
unique, yet somewhat related (Watson, Gamez, & Simms, 2005). According to the
TRAD model, all disorders of affect share the common characteristic of elevated NA
(Novovic, Mihic, Tovilovic, & Jovanovic, 2008;Watson, Clark, & Carey, 1988).
Depression then differentiates through the presence of the added dimension of low PA,
and anxiety through the additional presence of increased PH (Watson, Clark, &
Tellegen, 1988).
The first two unique, though closely related dimensions are NA and PA. NA, a
core characteristic of all affective disorders, refers to negative emotional experiences
such as fear, sadness, and anger. Individuals with high NA may display increased
pessimism and experience emotional distress even in the absence of overt stressors,
while individuals with low NA are more likely to be secure and self-satisfied (Watson
& Pennebaker, 1989). PA refers to positive emotional experiences such as joy,
happiness, and excitement (Cohen & Pressman, 2006). Individuals with low PA are
characterised by emotions reflecting a lack of interest, joy, and motivation (Voelz &
Joiner, 2002)and experience symptoms such as anhedonia, lassitude, fatigue, and an
inability to feel joy (Mineka, Watson, & Lee, 1998). Individuals with high PA are
generally- active, energetic, motivated and perceive experience positively (Watson &
Clark, 1992). Paradoxically, because NA and PA are largely unique constructs, an
individual may experience both positive and negative affect in concert (Watson &
Clark, 1984).
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Psychometric Properties of TRAD 6
It is important to note that researchers have experienced difficulty differentiating
anxiety and depression with only the two dimensions of PA and NA (Pandey &
Srivastava, 2008). Notwithstanding the concept that the TRAD model proposes three
dimensions to differentiate anxiety and depression, PA and NA have been used to
differentiate the two clinical states (Pandey & Srivastava, 2008). According to Watson,
Clark and Carey (1988), Anxiety is essentially a state of high NA, and has no
significant relation with PA, but depression is a mixed state of high NA and low PA (p.
347). Hence, in affect only terms, it is the presence of low PA that differentiates
depression from anxiety (Chorpita, Daleiden, Moffitt, Yim, & Umemoto, 2000).
The third dimension of the TRAD Model is PH (Watson & Clark, 1991). In the
three-dimensional structure, the presence of elevated PH is a defining characteristic of
anxiety disorder and differentiates it from depression (Joiner, Catanzaro, & Laurent,
1996;Joiner et al., 1999;Watson & Clark, 1991). Physiological hyperarousal is defined
as elevated autonomic arousal and is characterised by a racing heart, shortness of breath,
light-headedness, trembling and dizziness (Cox, 2011). In addition to anxiety and
depression, the TRAD model also defines mixed-type anxiety-depression (AD). Mixed
AD is characterised by the presence of the combined symptoms of both anxiety and
depression (Voelz & Joiner, 2002). That is, mixed-type AD is differentiated from either
anxiety or depression alone by the presence of high NA, low PA, and high PH (Voelz &
Joiner, 2002).
Current research indicates that in youth, those with a primary symptomology of
depression are likely to also display anxiety symptoms, whereas those who are primarily
anxious are less likely to also be depressed (E R Anderson, 2007). From this
observation comes the notion that there may be a temporal relationship between anxiety
and depression with evidence from both adult and child samples suggesting that anxiety
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Psychometric Properties of TRAD 7
disorders may occur earlier than depression developmentally(E. R. Anderson & Hope,
2008). The current consensus is that younger children lack the cognitive ability to
adequately define their symptoms in a way that allows for a clear identification of
depression but rather attribute generalised fear and worry to factors characteristic of
negative affect. It is suggested that only later comes the ability to separate one's fear
from sadness. As such, Mineka et al. (1998)argue that it is crucial that any diagnostic
models dimensions adequately separate the mixed symptoms of depression and anxiety
into the appropriate dimensions and thereby reflect a comorbid classification as opposed
to one of either disorder. In this way there has been some concern that measures
developed to differentially diagnose affective disorders using the TRAD model may
lack this discriminant capacity in younger populations (Jacques & Mash, 2004). To
address such concerns, alternate age and gender models and accompanying instruments
that specifically examine the relationship between anxiety and depression within the
context of child and adolescent development could be explored.
PA and NA, have been associated with both state (brief/transitory) and trait
(stable and sustained) measures of emotion (Watson & Pennebaker, 1989)with global
and specific measures of affect in clinical and community samples showing reliably
high levels of positive correlation (Watson, Clark, & Tellegen, 1988). The trait nature of
both PA and NA is further supported by research showing that each relate to specific
factors on the five-factor model of personality (Watson, Clark, & Tellegen, 1988)with
PA being associated with extraversion and NA with neuroticism (Meyer & Shack, 1989;
Uziel, 2006;Watson & Clark, 1984; Watson, Clark, & Tellegen, 1988).
Extensive psychometric testing supports the theoretical framework of the TRAD
model, showing the three dimensions of the model to be independent (Joiner, et al.,
1996;Laurent, Catanzaro, Rudolph, Joiner, & et al., 1999). While factorial analysis
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Psychometric Properties of TRAD 9
of one (very slightly or not at all) to five (extremely). As the TRAD model and the
PANAS gained acceptance, it was increasingly used in younger populations. The use of
the measure in younger populations prompted renewed research interest in the tool and
whether the validity and reliability of the TRAD model translated to child and
adolescent populations (Yang, et al., 2006).
A number of measures using the TRAD model were developed specific to
younger populations however; two primary measures emerged as the most valid and
reliable. These were the Affect and Arousal Scale for Children(AFARS: Chorpita, et al.,
2000)and the Positive and Negative Affect Schedule for Children (PANAS-C) which
eventually became the Physiological Hyperarousal and Positive and Negative Affect
Schedule for Children (PH-PANAS-C:Laurent, et al., 2004;Laurent, et al., 1999).
These instruments utilised new theoretical, conceptual, and empirical construction
processes that had been lacking in previous scales. The AFARS uses a range of
interpretive phrases such as I cant calm down once I get upset which respondents
then rate on a Likert-Type scale of one to five, with one being a low indicator and five
indicating an often or always response to the phrase content. In contrast, the PH-
PANAS-C intentionally utilises the same format as the adult PANAS in order to offer a
diagnostic continuity from childhood through adolescence and into adulthood. The
literature acknowledges the good psychometric properties of both scales (Chorpita, et
al., 2000;Laurent, et al., 2004), and both instruments are commonly used to
differentiate anxiety and depression in school, clinical, and cross-cultural samples of
adolescents and children (Chorpita, et al., 2000;Ebesutani et al., 2011;Laurent, et al.,
2004).
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Psychometric Properties of TRAD 10
Validation
The orthogonal exclusivity of the three dimensions of the TRAD model (PA,
NA, PH), has been validated and replicated in many studies supporting the convergent
and divergent validity of the model (Laurent, Joiner, & Catanzaro, 2011; Lim, Yu, Kim,
& Kim, 2010;Pandey & Srivastava, 2008;Thompson, 2007;Watson & Clark, 1999; D
Watson et al., 1995). Initial validation of the PA and NA dimensions was undertaken by
Watson using self-report data obtained from twin and co-twin clinical samples with
depression or anxiety. As predicted by the TRAD model, NA positively correlated with
both depression and anxiety items and PA negatively correlated with depression and not
anxiety (Pandey & Srivastava, 2008). Furthermore, results suggested that PA and NA
were potential risk factors for anxiety and mood disorders and that the dimensions could
also predict major depression and dysthymia (Watson, Clark, & Carey, 1988).
Further validation has been undertaken using large and diverse samples (Watson
& Clark, 1999). The model was supported by results showing that psychiatric patients
reported significantly higher rates of NA than non-clinical samples, that the results of
TRAD model based self-report assessments were able to predict clinical samples, that
the correlations between PA and NA were low (between -.35 and -.05) and internal
consistency of the dimensions was high (Cronbachs Alpha between .83 .90 for PA
and .85.90 for NA).
To further establish construct validity, Watson and colleagues (2005)utilised the
dimensions of PA and NA from the PANAS to assess the relationships between positive
affect and negative affect with extraversion, and neuroticism respectively. Utilising the
Neo Personality Inventory (Costa & McCrae, 1985), Watson established that PA is
strongly correlated with extraversion and NA with neuroticism (Bourgeois, LeUnes, &
Meyers, 2010;Watson, et al., 2005). Further, the TRAD model has been validated in
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Psychometric Properties of TRAD 11
young populations with results showing that the model can predict and differentiate
affective disorders in adolescent populations (E R Anderson, 2007; E. R. Anderson &
Hope, 2008; E R Anderson, Veed, Inderbitzen-Nolan, & Hansen, 2010;Austin &
Chorpita, 2004;Jacques & Mash, 2004;Kiernan, Laurent, Joiner, Catanzaro, &
MacLachlan, 2001;Laurent, et al., 2011).
Criticisms and ControversiesThe TRAD Model
The literature details some concerns over the TRAD model that relate to the
theoretical stability of the model across populations. Several studies have failed to
replicate the factor loading characteristics initially described by Watson, Clark, and
Tellegen (1988)prompting questions about the models reliability and predictive
capacity across various populations. For example, Jacques and Mash (2004)attempted
to replicate Watsons (1988)original validation study and found that, while the results
were in accordance with the TRAD models predications, items did not uniquely load as
described by Watson et al. (1988). When Jacques and Mash (2004)examined the fit of
structural equation modelling conducted separately on the subsamples of adolescent
boys (n= 87) and girls (n= 131), modifications were required to improve model fit. In
the new model, suggested paths for the adolescent male subgroup were from PA to NA
and from PH to PA, bringing into question the uniqueness of the three factors of the
model. In further contravention with TRAD model predictions, paths indicated for the
female adolescent subgroup were from PA to anxiety and PH to depression (Jacques &
Mash, 2004).
A number of additional problems have been identified with the TRAD model.
Several studies have found discriminant validity concerns in clinical anxiety
populations where the anxiety-differentiating dimension of PH has been shown to lack
the discriminant capacity to accurately account for the diversity of anxiety disorders
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Psychometric Properties of TRAD 13
position that PH may only define panic disorder and agoraphobia in exclusion of other
anxiety disorders. This is consistent with Watsons (1988)initial findings from the
original measure developed to test the TRAD model - the Mood and Anxiety Symptom
Questionnaire (MASQ). The anxious arousal (PH) scale of the MASQ was determined
to be overly specific on somatic items which further characterised it as a scale
specifically related to panic disorder rather than anxiety. Subsequent studies have
suggested that the panic-related specificity of the PH scale means that it does not
adequately distinguish between those with or without an anxiety disorder
(denHollander-Gijsman, deBeurs, vanderWee, vanRood, & Zitman, 2010;Keogh &
Reidy, 2000).
These results suggest that the TRAD model fails to accurately explain the
heterogeneity of anxiety disorders and that the tripartite dimensions may discriminate
disparately across anxiety disorders in contradiction to its own predictions (E R
Anderson, et al., 2010). According to Zinbarg and Barlow (1996)
Our studies suggest that the emergence of one specific factor for anxiety
disorders in models such as the tripartite model may be an artefact of lumping
all the anxiety disorders together into a single group without recognising
important differences between the anxiety disorders (p. 190).
Finally, concerns have been raised about the lack of fit of the model to pre-
adolescent children and adolescent female populations (E. R. Anderson & Hope, 2008;
T. A. Brown, et al., 1998;Jacques & Mash, 2004). While the modelsbasic assumptions
are supported in younger populations, results from a number of studies show
considerable overlap between dimensions with items cross-loading in contradiction to
the proposed uniqueness of the dimensions (Jacques & Mash, 2004). This was further
supported by research showing significant correlations between PA and NA in pre-
adolescents (De Bolle & De Fruyt, 2010;Laurent & Ettelson, 2001). Further, questions
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Psychometric Properties of TRAD 14
about the differentiation capacity of the model in younger populations have been raised
after it was shown that in pre-adolescent populations PA and anxiety were shown to be
correlated as were PH and depression (E. R. Anderson & Hope, 2008;Jacques & Mash,
2004). Sex and age have been found to be significant variables in younger populations.
Jacques and Mash (2004)found that adolescent girls reported more symptoms of
anxiety and depression and scored lower on PA and higher on NA and PH than
adolescent boys. This sex difference has not been found in other age samples. The
literature indicates that the age and sex discrepancies may be a result of neurobiological,
cognitive, and psychosocial developmental influences during childhood and
adolescence (Ordaz & Luna, 2012;Stickle, Marini, & Thomas, 2012).
Summary: Tripartite Model
Constructed by Watson, Clark, and Tellegen, the TRAD model posits that
anxiety and depression share the common component of general distress (NA), and
hypothesises that depression is characterised by high NA and low PA and that high PH
and high NA are specific to anxiety, with high NA, low PA, and high PH characterising
comorbid depression/anxiety. Two factor (PA and NA) TRAD-based models have also
demonstrated the capability to differentiate anxiety and depression. Constructs such as
PA and NA have been associated with Extraversion and Neuroticism respectively. The
TRAD model has received extensive empirical support, and has been applied to adult,
adolescent, and child samples over the past decades. However, some research has
questioned the models proposed orthogonal dimensions and structural integrity of its
factors. There have been some inconsistencies in the findings in younger populations.
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Psychometric Properties of TRAD 15
The PANAS: Using the TRAD Model in Adults
Rationale for Development
In studies investigating the structure of affect, NA and PA emerged as the two
dominant dimensions (Watson, Clark, & Tellegen, 1988). However, a number of the
instruments designed to measure mood and anxiety were found to be unreliable and to
exhibit poor convergent and discriminant validity (Watson, Clark, & Tellegen, 1988).
At least some of the questionable reliability and validity arose because several scales
were created on a purely ad hoc basis without statistical procedures such as factor
analysis (Watson, Clark, & Tellegen, 1988). Hence, a need was identified for a valid
and reliable PA and NA scale that was brief and easy to administer in research and
diagnostic settings (Watson & Clark, 1999;Watson, Clark, & Carey, 1988).
Initial Development and Construction of the PANAS
A large pool of positive and negative affect items were produced and placed into
a five-point Likert-type response format for preliminary testing (1 = very slightly, to 5 =
very much). An initial community group from Southern Methodist University and a
small clinical group rated the frequency with which they had experienced each
emotionally descriptive item over seven different time periods (the present moment,
today, the past few days, the past week, the past few weeks, the past year, and on
average). Factor analysis reduced this large pool of items to 20 items (10 each for PA
and NA (Watson, Clark, & Tellegen, 1988). The subsequent state and trait inter-scale
correlations were high ranging between .86 to .90 for PA and .84 and .87 for NA, with
acceptable internal reliabilities reported for all the varied time-response formats
(Watson & Clark, 1999;Watson, Clark, & Tellegen, 1988). The PANAS gained
widespread empirical support and was quickly incorporated into clinical and research
settings across a number of cultural and linguistic groups (Voelz & Joiner, 2002).
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Psychometric Properties of TRAD 17
TRAD model is predicated on the well conceptualised characteristics of anxiety and
depression, the relationship between them, and the capacity of the tripartite dimensions
to predict them (Watson & Clark, 1999). The PANAS capacity to be utilised in this
manner to support the TRAD models theoretical underpinnings has provided evidence
of its construct validity.
Further, the construct validity of the PANAS has been supported by studies
showing that, in accordance with TRAD model predictions, extraversion was strongly
related to PA and not related to NA, while neuroticism was related to NA and not
related to PA (Watson & Clark, 1992). Specifically, factorial analysis of the PANAS
items using data obtained from both clinical and community samples, has shown that
items correctly load on their respective factors (NA or PA) and supports good construct
validity (Pandey & Srivastava, 2008;Terracciano, et al., 2003;Watson, Clark, & Carey,
1988).
While the majority of validation research has been conducted in the United
States of America (Thompson, 2007), cross cultural studies have helped establish the
instruments validity across such diverse cultures as Asia and the Middle East (Lim, et
al., 2010;Novovic, et al., 2008). These cross-cultural studies have shown that the
PANAS retains its validity when translated into different languages (Pandey &
Srivastava, 2008;Yang, et al., 2006).
The content validity of PANAS items has gained support through comparative
correlational findings drawn from a number of similar affect scales (D. Watson et al.,
1995). Correlational analyses identified that the items of the PANAS scales correlated
well with a number of recognised mood scale items, and correctly demonstrated weak
relationships with the items that were not related (Watson & Clark, 1999). Similarly the
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Psychometric Properties of TRAD 18
convergent and divergent qualities of the PANAS have been supported. A number of
studies have shown that the dimension-specific items cluster appropriately to their target
factor and account for the relative symptoms (i.e. NA or PA), and accurately display the
characteristics that define that dimension (Crawford & Henry, 2004). The divergent
properties of the items have been illustrated and show the uniqueness of the PA and NA
dimensions (Watson, Clark, & Tellegen, 1988).
Reliability
Good to excellent reliability of the 20-item PANAS measure has been
established in both clinical and community populations, with Cronbachs Alpha (CA)
coefficients ranging from .86 to .90 for PA and .84 to .87 for NA (Watson, Clark, &
Tellegen, 1988). The reliability of the scales (PA and NA) remained strong in all time-
response report formats (present moment, today, past week, past month, etc.) (Watson,
Clark, & Tellegen, 1988). Initial test-retest reliability was not as strong with correlations
ranging from .47 to .68 for PA and .39 to .71 for NAgenerally below the .70 value
considered a good CA level of reliability (Watson, Clark, & Carey, 1988).
More contemporary studies have shown good to excellent internal and test-retest
reliability, including cross cultural studies (Lim, et al., 2010;Watson, Clark, &
Tellegen, 1984). For example, the PANAS was tested with a clinical Korean sample and
yielded internal consistency coefficients of .87 for PA and .91 for NA. Test-retest
reliabilities over a one week period were .79 for PA and .89 for NA (Lim, et al., 2010).
Moreover, in an Italian community sample of students the three-month test-retest
reliability coefficients were good to excellent with CA values between .84 and .90 for
both PA and NA (Terracciano, et al., 2003).
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Psychometric Properties of TRAD 19
The reliability of the PANAS was also supported in older populations with one
study of patients receiving inpatient medical rehabilitation (Mean age= 75 years)
showing weak dimensional correlations, and strong item-dimension correlations
(Cronbachs Alpha= .85 for PA and .90 for NA) that remained moderately strong at re-
test after 10 days (Ostir, Smith, Smith, & Ottenbacher, 2005).
Intended Population Use
The adult PANAS has been validated for use as a screening and diagnostic
instrument in adult inpatient and outpatient clinical populations as well as in a diverse
range of community populations across varied cultural and linguistic settings (E R
Anderson, 2007; Archer, Adrianson, Plancak, & Karlsson, 2007;De Bolle & De Fruyt,
2010;Harmon-Jones, Harmon-Jones, Abramson, & Peterson, 2009;Laurent, et al.,
2011;Watson & Clark, 1984; Watson, Clark, & Tellegen, 1988). This use of a large and
diverse variety of participants in the development and validation of the measure and in
subsequent research has enabled investigators to establish parameters in regards to the
normative and clinical levels of anxiety and depression and compare general/clinical
participant groups (Crawford & Henry, 2004;Laurent, et al., 2011).
The ease of use of the PANAS and the simplicity of interpretation of results has
meant that the PANAS can be used in a wide variety of screening, clinical and research
settings (Black, Blum, Pfohl, & St. John, 2004;Lonigan, Phillips, & Hooe, 2003;
Novovic, et al., 2008; Pandey & Srivastava, 2008;Voelz & Joiner, 2002).
Criticisms and ControversiesThe PANAS
Although the developers of the PANAS presented strong psychometric
validation, some issues have been identified in regards the models fit in various
populations. Crawford and Henry (2004)found a problematic model fit associated with
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Psychometric Properties of TRAD 20
a small number of items that either cross-loaded (e.g. strong), or loaded poorly (e.g.
distressed). CFA modelling conducted on the PANAS by Crawford and Henry (2004)
using a large general sample also found a poorer than expected fitting model. According
to Crawford and Henry (2004)results of CFA showed that the two dimensions of PA
and NA were unique, however, they also showed a moderate negative correlation. These
two results are characteristic of the independent literature reporting on the
psychometrics of the PANAS. The prevailing perspective in the literature is best
described by Thomson (2007)who states the PANAS has generally been shown to be
reliable and consistently reflective of the lowly, albeit significantly, correlating
dimensions of PA and NA (p. 230).
The original development and validation of the PANAS occurred in North
America using samples that were predominantly comprised of Caucasian
undergraduates and university employees. Attempts to explore the cross-cultural
validity of the measure was undertaken in a largely Hispanic and Asian American
sample of undergraduates. In this sample, CFA showed that the data obtained using the
original 20-item PANAS did not adequately fit the TRAD model (Villodas, Villodas, &
Roesch, 2011). In order for the model to fit the data, four items required removal. These
were proud, alert, jittery, and distressed. Subsequent CFA on the revised 16-item
PANAS in this sample showed a strong fit with the model. Researchers assert that the
initial poor fit of the 20-item PANAS was due to the cultural variations in the concept
of happiness between Western and Eastern cultures. The Western concept of happiness
(PA) being associated with self-esteem was posited to be different to the Eastern
conceptualization that is related more strongly to notions of social harmony (Villodas, et
al., 2011).
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Psychometric Properties of TRAD 21
Finally, there has been suggestion in the literature that the PANAS scales only
measure high-activation affective states (Barrett & Russell, 1999). This argument had
been previously addressed by the developers with Watson and Tellegen (1985)stating
that this was the price the PANAS authors had to pay in order to gain dimensional
independence. Put simply, high activation descriptors demonstrate excellent convergent/
divergent validity through their ability to uniquely load on either PA or NA. More
subtle descriptors might measure affect more broadly, however, be more likely to cross-
load and thus reduce validity (Watson & Tellegen, 1985).
Summary: PANAS
The PANAS is a brief, 20-item, self-report, positive and negative affect scale
developed by Watson, et al. (1988). The measure was initially validated with
undergraduate students and university employed adults primarily from a Caucasian
North American background. Based on the TRAD Model, the PANAS uses
respondents levels of positive and negative affect to determine the presence of
depression and anxiety. The PANAS has gained strong support for both research and
clinical use. Its wide use in adults and older youth from both community and clinical
populations has provided further evidence of its reliability, validity, and utility.
However, some criticisms have been directed at the PANAS in relation to its fit to the
TRAD model, the dimensional independence of the PA and NA factors, item
redundancy, and model fit within cross-cultural samples.
The PH-PANAS-C: Using the TRAD Model in Children and Adolescents
The Positive Affect and Negative Affect Schedule for Children (PANAS-C) was
initially developed as a 27 item self-report instrument designed to replicate the original
adult PANAS in child and adolescent populations (Laurent, et al., 1999). The initial
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Psychometric Properties of TRAD 22
version was originally validated by the developers in 1999 using a community sample
of 700 school children in grades four to eight from Illinois, in the United States of
America. The initial validation included an extended item list which was reduced after
factorial analysis to a 27 item format with 12 PA items and 15 NA items (Laurent, et al.,
1999). Subsequent development resulted in an amended 30 item version of the measure
that included 15 items for each dimension (Laurent & Ettelson, 2001). In order to
establish a measure that was truly representative of the TRAD model, Laurent and
colleagues (2004)developed a third dimension for the model to assess physiological
hyperarousal (PH). After development and psychometric testing, the Physiological
Hyperarousal for Children (PH-C) eventually became an 18-item measure of autonomic
arousal symptoms based largely on the DSM-IV-TR criteria for panic disorder (DSM-
IV-TR; American Psychiatric Association, 2000; Laurent, et al, 2004).
The two dimensional PANAS-C was then combined with the PH-C to create the
PH-PANAS-C - a three dimensional measure of anxiety and depression reflective of the
theories of the TRAD model.
Respondents are identified as belonging to one of four categories based on the
profile of the scores reported on the three dimensions of the PH-PANAS-C (Laurent, et
al., 2011). A profile with high NA, low PA and normal or low levels of PH
characterises depression. Adolescents and children who experience depression may
exhibit- sadness, irritability, low self-esteem, increased anxiety, and feelings of
helplessness and hopelessness which may permeate through various parts of their lives
(McLean, 2009). Anxiety is characterised by high NA and high levels of PH. Children
with anxiety disorders often exhibit introverted behaviours, reduced peer interaction,
attention deficits, and be subject to increased severe and frequent negative somatic
responses (Rubin, Coplan, & Bowker, 2009). A respondent with a mixed anxiety-
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Psychometric Properties of TRAD 23
depression would be likely to report high NA, low PA, and high PH. Respondents who
do not fit any of the three diagnostic profiles are then considered to be clear or below
diagnostic threshold. In this way the measure is directly reflective of the TRAD model
in that all disordered affect is characterised by high levels of NA, and differentiated by
the additional presence of either low PA (in the case of depression) or high PH (for
anxiety). The development of an effective and efficient screening tool for disordered
affect in young people was considered vital as the evidence began to mount that
childhood depression and anxiety may progress throughout development and persist or
reoccur during adulthood (Laurent, et al., 2004;Shankman et al., 2009).
Further evidence has shown that childhood affective disorder was a strong
predictor of a number of physical illnesses in later life with the link between early-onset
affective disorder and poor physical health shown to be robust (Clark, Caldwell, Power,
& Stansfeld, 2010;Flaherty et al., 2006;Thabrew, de Sylva, & Romans, 2012). A
general association with poor health as well as illness-specific links have been reported
including chronic headache (Anda, Tietjen, Schulman, Felitti, & Croft, 2010); heart and
pulmonary diseases (Anda et al., 2008;Dong et al., 2004); some cancers (D. W. Brown,
Young, Anda, Felitti, & Giles, 2006); diabetes (Sepa, Wahlberg, Vaarala, Frodi, &
Ludvigsson, 2005); and faster aging (Surtees et al., 2011). Finally, the development of
such a screening tool was considered vital as the evidence revealed that individuals who
experience multiple episodes of disordered affect during development are at
significantly increased risk for early mortality (D. W. Brown, et al., 2006;Dube, Felitti,
Dong, Giles, & Anda, 2003)with individuals with six or more adverse affective
experiences during development likely to die up to 20 years earlier than those without.
Thus, Laurent and colleagues (1999; 2004)argued that it was crucial to diagnose and
treat children and adolescents with affective disorders to help reduce potential
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Psychometric Properties of TRAD 24
impairments of physical, social, academic, and emotional functioning (Uba, Yaacob,
Juhari, & Talib, 2012).
Laurent and colleagues (1999)further argued that previous symptom-oriented
self-report measures, used to assess mood in children lacked sensitivity. According to
Laurent et al. (1999)and a number of subsequent assessments, many of these
instruments did not adequately distinguish between types of internalising disorders, and
displayed poor discriminant validity. That is to say that previous measures were able to
detect disordered affect however, they could not differentiate between sub-types such as
anxiety and depression (Chorpita, et al., 2000).
Recent research that assessed a large sample of North American high school and
college students found that young people are reporting a higher prevalence of anxiety
and depression than in previous decades (Twenge et al., 2010). This trend further
indicated that the development of a measure such as the PH-PANAS-C was necessary to
address what was clearly becoming, as Laurent and colleagues (1999)had claimed, a
critical public health issue ( p. 326).
The PH-PANAS-C was developed as a screening tool for school and community
populations (Laurent, et al., 2004), and for use as a diagnostic tool in clinical
populations (Laurent, et al., 2011). Large clinical and non-clinical samples of children
have been utilised to develop the measure using both EFA and principal component
analysis (PCA) processes. Subsequent hypothesis driven research has shown the TRAD
model accurately predicts levels of NA, PA, and PH reported on the PH-PANAS-C by
specific clinical samples (Laurent & Ettelson, 2001).The literature shows that the PH-
PANAS-C is more sensitive, accurate, and reliable in both community and clinical
populations than other TRAD-based child measures (Kiernan, et al., 2001). Finally, the
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Psychometric Properties of TRAD 25
cross-cultural applicability of the measure has been shown in a large-scale, multi-
country European study (Kiernan, et al., 2001). In essence, the PH-PANAS-C is a child
version of the earlier adult PANAS instrument. It utilises a restructured version of adult
PA and NA scales with the addition of a new PH dimension which are theoretically and
psychometrically underpinned by the TRAD model (Laurent, et al., 2011).
Psychometrics
In order to utilise a large number of valid and reliable items in its construction,
the PA and NA items of the PH-PANAS-C were drawn from previous TRAD
instruments (Laurent, et al., 1999). The selected items were then evaluated in a small
child sample on the basis of the childrens ability to read and understand them (Laurent,
et al., 1999). Eventually the scales were examined to assess their psychometric
properties and, after a number of modifications, the final PA and NA dimension items
(making up the initial PANAS-C measure) comprised 30 items (Laurent, et al., 1999).
The instrument was administered to a small clinical sample and 707 schoolchildren who
attended grades four to eight with the results indicating that both PA and NA items
loaded well on their respective factors with alpha coefficients ranging between .94 and
.92 for NA and .90 and .89 for PA (Laurent, et al., 1999). The measure was found to
exhibit good convergent and divergent validity with the interrelations between PA an
NA found to be similar to those of the adult PANAS (Laurent, et al., 1999). In a later
study conducted by Chorpita and Daleiden (2000)on 226 child and youth outpatients,
the PANAS-C compared favourably with a number of similar child measures of anxiety
and depression. In comparison, the PANAS-C was found to account for more of the
variance and was a significant predictor of anxiety and depression (Chorpita, et al.,
2000).
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Psychometric Properties of TRAD 26
The 18 items of the PH dimension were derived from the criteria for panic
disorder detailed in the fourth edition of the Diagnostic and Statistical Manual of Mental
Disorders (American Psychiatric Association, 2000). In combination with the DSM-IV-
TR criteria, a number of somatic items associated with generalised anxiety disorder
were also added (Laurent, et al., 2004). In combination with the PA and NA factors,
Laurent and colleagues (2004)validated the PH factor in a medium sized sample of
school children. Analysis showed that the correlations between PA and NA, and PA and
PH were almost zero, however the correlation between NA and PH was large due to
significant cross loadings of above .40 between items (Laurent, et al., 2004).
Nevertheless, the scale correlated well with similar measures (.56 to .64) used to assess
the TRAD factors (Laurent, et al., 2004;Tsang, Wong, & Lo, 2012).
Validity
Laurent and colleagues (1999, 2004, 2011)have reported that PA, NA and PH
dimensions show good convergent and discriminant validity and are significant
predictors of anxiety and depression in young people in a framework consistent with the
TRAD model (Laurent, et al., 2011). The structural validity of the three dimensions was
further supported by Chorpita et al. (2000). In a large culturally diverse sample of
school children, Chorpita et al. (2000)found that the dimension of PA was not
correlated to either NA or PH, while NA was correlated to PH. Younger populations
may have conceptualised specific negative items such as I just cant seem to get going
as being associated with anxiety which may explain the correlation between NA and
PH.
Item loadings supported independent dimensions with significant loadings onto
their respective factors of .38 to .61 (PA), .41 to .74 (NA), and .38 to .61 (PH)
(Chorpita, et al., 2000). Both Chorpita and colleagues (2000)and Laurent and
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Psychometric Properties of TRAD 27
colleagues (2004)found that NA and PH were positively correlated. It was posited by
both groups that this was due to a number of PH items being negatively valenced (e.g.
my heart beats too fast), and concluded that it may be difficult to construct a high
autonomic arousal scale that is completely independent of the dimension of NA.
Yang et al. (2006)found similar psychometric properties of the PA, NA, and PH
factors in a cross-cultural study of Korean school children aged eight to eighteen years.
In a subsequent CFA analysis, Yang and colleagues (2006)posited that the high
correlation (.64) between NA and PH may be due to an Asian tendency to express
negative emotions as somatic complaints. Chorpita et al. (2000)indicated that the
somatization of depression may be a possible factor in all child samples from Eastern
and Western cultures (Laurent, et al., 2004).
Reliability
The PH-PANAS-C dimensions have shown good to excellent reliability in both
clinical and community samples with CA coefficients ranging from .86 to .93 (Laurent,
et al., 2004; 2011). Similarly, test-retest reliability has been shown as good to excellent
with correlations ranging from .70 to .75 for PH, .92 to .94 for NA, and .89 to .90 for
PA (Kiernan, Gormley, & MacLachlan, 2004; Laurent, et al., 2004;Laurent, et al.,
1999; Laurent & Ettelson, 2001;Nakamura, 2004). The reliability of the PA and NA
items were likely to be found to be valid and reliable as they were predominantly drawn
from the adult PANAS measure and had already undergone extensive psychometric
analysis in both clinical and community samples (Watson & Clark, 1999).
Criticisms and ControversiesThe PH-PANAS-C
The PH-PANAS-C has been shown to have some weaknesses in younger
populations. In a large sample of school children in grades four to eleven, structural
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Psychometric Properties of TRAD 28
equation modelling (SEM) contradicted the TRAD models theory of dimensional
independence suggesting paths from PA to anxiety and from PH to depression (Jacques
& Mash, 2004). Further, Jacques and Mash (2004)found gender differences in
adolescents with females reporting lower PA and higher NA and PH than boys in a
Canadian high school sample. Finally, Jacques and Mash (2004)found that, in children,
PH was a significant predictor of both anxiety and depression. A recent Dutch study
supported this finding and the authors have suggested that, in young people, PH may be
characteristic of both depression and anxiety (De Bolle & De Fruyt, 2010).
A recurring criticism of the PH-PANAS-C throughout the literature is that the
PH dimension accounts primarily for panic disorder symptoms and therefore the PH-
PANAS-C is unable to account for all anxiety disorders (E. R. Anderson & Hope, 2008;
Chorpita, 2002;De Bolle, De Fruyt, et al., 2010). The inability to account for the
heterogeneity of anxiety disorders has been evidenced in both adult and child measures
using the TRAD model (E. R. Anderson & Hope, 2008;T. A. Brown, et al., 1998). The
literature suggests that these anomalies may indicate a need for further refinement of the
PH scales, a recognition that children may express depression more greatly through
somatic arousal than adults, and an acknowledgement that PH may be more interwoven
into the fabric of NA and consequent attempts to characterise PH as unique in child and
youth samples may be difficult (De Bolle, De Fruyt, et al., 2010).
Finally, although the PANAS was designed for adults, it has also performed well
in child and adolescent samples. This has prompted some discussion as to whether age-
specific TRAD-based measures are necessary for adult and child populations (Fox,
Halpern, Ryan, & Lowe, 2010).
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Psychometric Properties of TRAD 31
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Psychometric Properties of TRAD in an Australian Sample 43
Part 2: Research Report
Validating Psychometric Properties of the Tripartite Model of Anxiety and Depression
(TRAD) in Australian Children and Adults
Michael Scott1
James Cook University, Department of Psychology, School of Arts and Social Sciences,
Cairns, Australia
1Corresponding Author:Michael ScottDepartment of PsychologySchool of Arts and Social SciencesJames Cook UniversityMcGregor Road, SmithfieldQueensland 4878, Australia
Email:[email protected]
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Psychometric Properties of TRAD in an Australian Sample 46
community and clinical populations (Brown, Chorpita, & Barlow, 1998; J. Buckby, et
al., 2007;Chorpita, 2002; Cook, Orvaschel, Simco, Hersen, & Joiner, 2004;Joiner, et
al., 1996;Laurent & Ettelson, 2001;Yang, Hong, Joung, & Kim, 2006).
Although the TRAD model has received extensive empirical support (Crawford
& Henry, 2004;Joiner, et al., 1996;Ostir, Smith, Smith, & Ottenbacher, 2005), several
studies have identified issues relating to validity in specific populations and to the PH
dimension. In relation to the dimension of PH, it has been suggested that this dimension
may not be able to fully account for the heterogeneity of anxiety disorders (Anderson,
2007; J. Buckby, et al., 2007;De Bolle & De Fruyt, 2010). Initially identified by
Barlow (1996), replicated by Mineka, Watson, and Lee (1998), and supported by
several more recent studies, it was found that PH is more specifically related to panic
disorder and generalised anxiety disorder and is not as sensitive to other forms of
anxiety such as phobias and social anxiety disorders.
The ability of the model to sustain its three dimensional structure amongst
varied populations has also been questioned. For example, Buckby and colleagues
(2007)have reported that they were not able to demonstrate an acceptable fit for a three-
factor model in a principle components analysis (PCA) of the model in a clinical sample
of older adolescents and young adults. Further, the dimensional independence of the
three factors in the TRAD model has also been questioned in child and adolescent
samples. In a Dutch investigation by De Bolle and De Fruyt (2010)it was found that the
correlation between PA and NA was significantly higher in child samples than in adult
samples. In younger populations, further validity concerns relate to gender differences.
Jacques and Mash (2004)found significant interactions for gender and age revealing
that adolescent girls reported more symptoms of anxiety and depression and scored
higher on NA and PH, and lower on PA than age matched boys. This was supported by
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Joiner and colleagues (1999)who detected sex differences between males and females
in adolescent clinical populations. However, sex differences were not found in the same
sample when the analysis was conducted on adolescents with single disorder diagnoses
of either anxiety or depression (Voelz & Joiner, 2002).
Few studies have been conducted with Australian samples using the TRAD
model. The literature reports only two studies, each having used the first measure
developed to test the TRAD model - the Mood and Anxiety Symptom Questionnaire
(MASQ: Watson, et al., 1995).
The Australian studies reported factorial inconsistencies in adult and adolescent
clinical samples respectively (Boschen & Oei, 2006; J. A. Buckby, Cotton, Cosgrave,
Killackey, & Yung, 2008). In one of the Australian studies, Boschen and Oei (2006)
failed to show support for a three factor structure at either the item or scale level of
analysis in an adult clinical sample of 470 anxious and depressed participants. Contrary
to the psychometric properties and theoretical predictions of the TRAD model reported
by the developers, the results of the study revealed poor dimensional independence with
significant correlations identified between dimensions (Boschen & Oei, 2006). In the
second Australian study, Buckby and colleagues (2008)tested the fit of the three factor
TRAD model in an clinical sample of 150 youth. The results supported a two factor
model of NA and PA however, the two factors that accounted for anxiety and
depression were highly correlated (r= .88). (J. A. Buckby, et al., 2008).
Attempts to address some of the psychometric issues associated with measures
utilising the TRAD model have resulted in a number contemporary measures for both
adult and child assessment. Two contemporary self-report instruments that utilise the
TRAD model to measure anxiety and depression include the Positive and Negative
Affect Schedule (PANAS) developed for adults, and the Physiological Hyperarousal
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Psychometric Properties of TRAD in an Australian Sample 49
While both the PANAS and PH-PANAS-C have integrated psychometric
improvements on the original TRAD measure (MASQ), some issues have remained.
These include cross-loading of some items on the PA and NA scales, (De Bolle & De
Fruyt, 2010;Laurent & Ettelson, 2001)sex differences in male and female adolescents.
(Jacques & Mash, 2004), and stronger sensitivity for both Panic Disorder and General
Anxiety Disorder symptoms over other forms of anxiety disorder in scores on the PH
dimension of the PH-PANAS-C (Anderson, 2007; Anderson, Veed, Inderbitzen-Nolan,
& Hansen, 2010).
The aim of the present study was to investigate the TRAD model psychometric
properties in both adults and young people in an Australian sample to assess its factor
integrity, and gender and age-related response characteristics. The Adult PANAS and
the Child PH-PANAS-C were used to test three hypotheses. It was hypothesised that the
dimensional structure of the TRAD model and the dimensional independence of the
factors will be supported by the adult participants self-reported responses on the
PANAS, and child participants self-reported responses on the PH-PANAS-C. It was
further hypothesised that adolescent females will report higher levels of NA than
adolescent males on the PH-PANAS-C. The third hypothesis was that child and adult
participants who completed both tests would report different levels of NA and PA on
the PANAS compared to the levels of NA and PA they reported on the PH-PANAS-C.
Method
Participants
A community sample of 299 participants aged 7 - 73 were recruited in North
Queensland, Australia, using a combination of local media, community noticeboards,
and snowball promotion. During analysis the cohort was divided into adults (>18 years)
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