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All just a Question of the larger dose? Why analytic Psychotherapy in depressive Disorders is effective in the long term

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Empirical evidence for the effectiveness of long-term psychodynamic psychotherapy (LTPP) in patients with mood disorders is growing. However, it is unclear whether the effectiveness of LTPP is due to distinctive features of psychodynamic/psychoanalytic techniques or to a higher number of sessions. We tested these rival hypotheses in a quasi-experimental study comparing psychoanalytic therapy (i.e., high-dose LTPP) with psychodynamic therapy (i.e., low-dose LTPP) and cognitive–behavioural therapy (CBT) for depression. Analyses were based on a subsample of 77 subjects, with 27 receiving psychoanalytic therapy, 26 receiving psychodynamic therapy and 24 receiving CBT. Depressive symptoms, interpersonal problems and introject affiliation were assessed prior to treatment, after treatment and at the 1-, 2- and 3-year follow-ups. Psychoanalytic techniques were assessed from three audiotaped middle sessions per treatment using the Psychotherapy Process Q-Set. Subjects receiving psychoanalytic therapy reported having fewer interpersonal problems, treated themselves in a more affiliative way directly after treatment and tended to improve in depressive symptoms and interpersonal problems during follow-up as compared with patients receiving psychodynamic therapy and/or CBT. Multilevel mediation analyses suggested that post-treatment differences in interpersonal problems and introject affiliation were mediated by the higher number of sessions, and follow-up differences in depressive symptoms were mediated by the more pronounced application of psychoanalytic techniques. We also found some evidence for indirect treatment effects via psychoanalytic techniques on changes in introject affiliation during follow-up. These results provide support for the prediction that both a high dose and the application of psycho-analytic techniques facilitate therapeutic change in patients with major depression. Copyright © 2014 John Wiley & Sons, Ltd.
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Is It All about the Higher Dose? Why
Psychoanalytic Therapy Is an Effective Treatment
for Major Depression
Johannes Zimmermann,
1
*Henriette Löfer-Stastka,
2
Dorothea Huber,
3,4
Günther Klug,
5
Sarah Alhabbo,
1
Astrid Bock
6
and Cord Benecke
1
1
Department of Psychology, University of Kassel, Kassel, Germany
2
Department of Psychoanalysis and Psychotherapy, Medical University of Vienna, Vienna, Austria
3
International Psychoanalytic University Berlin, Berlin, Germany
4
Department of Psychosomatic Medicine and Psychotherapy, Klinikum München-Harlaching, Munich, Germany
5
Department of Psychosomatic Medicine, Technical University Munich, Munich, Germany
6
Institute of Psychology, University of Innsbruck, Innsbruck, Austria
Empirical evidence for the effectiveness of long-term psychodynamic psychotherapy (LTPP) in patients
with mood disorders is growing. However, it is unclear whether the effectiveness of LTPP is due to
distinctive features of psychodynamic/psychoanalytic techniques or to a higher number of sessions.
We tested these rival hypotheses in a quasi-experimental study comparing psychoanalytic therapy
(i.e., high-dose LTPP) with psychodynamic therapy (i.e., low-dose LTPP) and cognitivebehavioural
therapy (CBT) for depression. Analyses were based on a subsample of 77 subjects, with 27 receiving
psychoanalytic therapy, 26 receiving psychodynamic therapy and 24 receiving CBT. Depressive
symptoms, interpersonal problems and introject afliation were assessed prior to treatment, after
treatment and at the 1-, 2- and 3-year follow-ups. Psychoanalytic techniques were assessed from
three audiotaped middle sessions per treatment using the Psychotherapy Process Q-Set. Subjects
receiving psychoanalytic therapy reported having fewer interpersonal problems, treated themselves
in a more afliative way directly after treatment and tended to improve in depressive symptoms
and interpersonal problems during follow-up as compared with patients receiving psychodynamic
therapy and/or CBT. Multilevel mediation analyses suggested that post-treatment differences in
interpersonal problems and introject afliation were mediated by the higher number of sessions,
and follow-up differences in depressive symptoms were mediated by the more pronounced
application of psychoanalytic techniques. We also found some evidence for indirect treatment
effects via psychoanalytic techniques on changes in introject afliation during follow-up. These
results provide support for the prediction that both a high dose and the application of psycho-
analytic techniques facilitate therapeutic change in patients with major depression. Copyright ©
2014 John Wiley & Sons, Ltd.
Key Practitioner Message:
Psychoanalytic therapy is an effective treatment for major depression, especially in the long run.
The differential effectiveness of psychoanalytic therapy cannot be fully explained by its higher dose.
Distinctive features of psychoanalytic technique (e.g., focusing on patientsdreams, fantasies,
sexual experiences or childhood memories) may play an important role in establishing sustained
therapeutic change.
Keywords: Long-Term Psychodynamic Psychotherapy, Psychoanalytic Technique, Dose Effect, Major
Depression, Mediators of Change, Psychoanalysis
During the last decade, empirical evidence for the effec-
tiveness of psychodynamic psychotherapies has grown
steadily (Gerber et al., 2011; Gibbons, Crits-Christoph, &
Hearon, 2008; Shedler, 2010). This is especially true for
short-term psychodynamic psychotherapy (STPP), which
has been empirically supported as an effective treatment
of specic mental disorders by several randomized con-
trolled trials (for meta-analyses on major depression, see,
*Correspondence to: Johannes Zimmermann, Department of Psy-
chology, University of Kassel, Kassel, Germany.
E-mail: johannes.zimmermann@uni-kassel.de
Clinical Psychology and Psychotherapy
Clin. Psychol. Psychother. 22, 469487 (2015)
Published online 4 September 2014 in Wiley Online Library (wileyonlinelibrary.com). DOI: 10.1002/cpp.1917
Copyright © 2014 John Wiley & Sons, Ltd.
e.g., Cuijpers, van Straten, Andersson, & van Oppen,
2008; Driessen et al., 2010; Leichsenring, 2001). There is
also emerging evidence for long-term psychodynamic
psychotherapy (LTPP), which seems to be superior to
shorter treatments both at post-treatment and at follow-
up (Leichsenring & Rabung, 2008, 2011; Leichsenring,
Abbass, et al., 2013).
1
In these studies, LTPP is dened
by at least 50 sessions of psychodynamic treatment or by
a psychodynamic treatment that lasts for at least 1 year.
For even more intensive psychodynamic treatments (e.g.,
psychoanalytic therapy with more than 100 sessions), the
evidence is still limited, although prospective cohort
studies have reported substantial prepost changes in pa-
tients with complex mental disorders (de Maat et al., 2013).
Despitethegrowingevidencefortheeffectivenessof
LTPP in severely disturbed patients, it is unclear which
distinctive features of such treatments are responsible for
their effectiveness. Two features are frequently invoked
as explanations in the literature: a higher number of
sessions (e.g., Smit et al., 2012) and the specic
psychodynamic/psychoanalytic techniques applied by
the therapist (e.g., Shedler, 2010). Put more pointedly, the
question is whether intensive psychodynamic treatments
are effective because they are intensive or because they are
psychodynamic/psychoanalytic. The aim of this study was
to test these rival hypotheses using data from the Munich
Psychotherapy Study (MPS; Huber, Henrich, Clarkin, &
Klug, 2013; Huber, Henrich, Gastner, & Klug, 2012;
Huber, Zimmermann, Henrich, & Klug, 2012), which is
a quasi-experimental study comparing psychoanalytic
therapy (i.e., high-dose LTPP) with psychodynamic ther-
apy (i.e., low-dose LTPP) and cognitivebehavioural
therapy (CBT) for depression.
Dose Effects on Psychotherapeutic Outcomes
The most prominent explanation for the effectiveness of
LTPP in the current literature is the higher number of ses-
sions as compared with shorter treatments. For example,
Smit et al. (2012, p. 89) noted that any comparison with
STPP is () complicated, as these studies do not inform
us about the causes of a difference in effect size, apart
from treatment duration. For example, differences might
be purely attention and intensity effects, not related to
psychoanalytic therapy per se. In fact, a relatively stable
nding across studies is that the amount of psychotherapy
is positively related to patient improvement, albeit in a
nonlinear fashion (Lambert & Ogles, 2004). In their
seminal meta-analysis on the doseresponse relationship,
Howard, Kopta, Krause, and Orlinsky (1986) found that
the effect of dose on psychotherapeutic outcome follows
a negatively accelerated curve, with higher rates of
improvement in earlier sessions and lower rates in later
sessions. This pattern has been conrmed in many
naturalistic studies involving a broad range of outcome
measures, patient characteristics, treatment types and
number of sessions (e.g., Anderson & Lambert, 2001;
Kopta, Howard, Lowry, & Beutler, 1994; Lambert,
Hansen, & Finch, 2001). Generally, these studies indicate
that, after 10 sessions, a sizeable portion of patients show
clinically signicant symptom improvements, but more
than 50 sessions are needed to reach a response rate of
75% (Lambert & Ogles, 2004). Dose effects have also been
reported for interpersonal or personality problems (Kopta
et al., 1994) and for more severely disturbed patients
(Anderson & Lambert, 2001), although the rates of
improvement were expectably lower. Moreover, it should
be noted that several studies experimentally tested the
effect of dose on psychotherapeutic outcome by randomly
assigning depressed patients to 8 or 16 sessions of
(different kinds of) psychotherapy (e.g., Barkham et al.,
1996; Dekker et al., 2005). However, the results were rather
mixed and seem to be of limited utility when estimating
dose effects in long-term treatments. In this regard,
ndings from two recent meta-analyses on LTPP are more
informative: Leichsenring and Rabung (2011) found that
within-group effect sizes were positively correlated with
the number of sessions across all treatment conditions,
ranging from r= 0.37 for psychiatric symptoms to r= 0.63
for social functioning. Moreover, Smit et al. (2012) con-
ducted an exploratory meta-regression and found some
indication that the between-group effect size of LTPP
could be predicted by the ratio of sessions across groups,
with an increasing ratio (i.e., the number of LTPP sessions
divided by the number of control sessions) showing larger
effect sizes. Both ndings corroborate the results from
naturalistic studies by showing that the effect of dose on
psychotherapeutic outcome can also be detected in
treatments with more than 50 sessions. In sum, there is a
great deal of evidence supporting the hypothesis that
the effectiveness of LTPP mainly stems from its high
treatment dose.
Effects of Psychodynamic/Psychoanalytic Techniques
on Psychotherapeutic Outcomes
The alternative explanation for the effectiveness of
LTPP invokes distinctive features of psychodynamic/
psychoanalytic techniques. Several authors have provided
denitions of what is essential to psychodynamic or psy-
choanalytic psychotherapy (Ablon & Jones, 1998, 2005;
Blagys & Hilsenroth, 2000; Fonagy & Kächele, 2009; Henry,
1
We acknowledge that some researchers question the existing evi-
dence for the effectiveness of LTPP (Smit et al., 2012). However, a de-
tailed discussion of this controversy is beyond the scope of this paper
and can be found in the work of Leichsenring, Abbass, et al. (2013).
470 J. Zimmermann et al.
Copyright © 2014 John Wiley & Sons, Ltd. Clin. Psychol. Psychother. 22, 469487 (2015)
Strupp, Schacht, & Gaston, 1994; Krause, 2009). For
example, in their review of the comparative psychotherapy
process literature, Blagys and Hilsenroth (2000) delineated
seven interventions that distinguished psychodynamic
interpersonal therapy from CBT: (a) a focus on affect and
the expression of patientsemotions; (b) an exploration of
patientsattempts to avoid topics or engage in activities that
hinder the progress of therapy; (c) the identication of
patterns in patientsactions, thoughts, feelings, experiences
and relationships; (d) an emphasis on past experiences; (e) a
focus on patientsinterpersonal experiences; (f) an emphasis
on the therapeutic relationship; and (g) an exploration of
patientswishes, dreams or fantasies. Their conclusions
were based in part on an expert-consensus study con-
ducted by Ablon and Jones (1998, 2005) who asked 11
leading psychoanalytic theoreticians and practitioners to
rate the 100 items of the Psychotherapy Process Q-Set
(PQS; Jones, 1985) with respect to how characteristic each
item was of the principles and activities ideally found in
psychodynamic/psychoanalytic therapies. The rank order
of items was very reliable (Cronbachsalpha=0.94),and
the most prototypical items comprised all interventions
mentioned above (except for the focus on patientsinter-
personal experiences), including several other features
such as a neutral attitude towards the patient and
discussing a patients sexual feelings and experiences
(Ablon & Jones, 1998, 2005).
2
Thus, there seems to be
sufcient consensus regarding the distinctive features of
psychodynamic/psychoanalytic techniques, from both
empirical and conceptual points of view.
Starting from this consensual set of interventions, several
studies on short-term psychotherapies tested the effect of
psychodynamic or psychoanalytic techniques on outcomes,
mostly with positive results (Ablon & Jones, 1998; Ablon,
Levy, & Katzenstein, 2006; Gaston et al., 1998; Hilsenroth
et al., 2003; Owen & Hilsenroth, 2011; Slavin-Mulford,
Hilsenroth, Weinberger, & Gold, 2011). In an early study by
Ablon and Jones (1998), raters used the PQS to assess psycho-
therapy processes in STPP and CBT on the basis of verbatim
transcripts of selected therapy sessions. The item prole of
each session was correlated with the prole of prototypical
psychoanalytic techniques (see above), yielding an empirical
measure of the degree to which a session adhered to the
theoretical principles of psychoanalytic psychotherapy. In
one of two STPP samples, adherence to the psychoanalytic
prototype was positively correlated with several outcome
measures. Even more interesting, the application of psycho-
analytic techniques was also positively correlated with the
outcomeinCBTfordepression(Ablon&Jones,1998).Ina
subsequent study on STPP for panic disorder, Ablon et al.
(2006) showed that, although the psychotherapy that was de-
livered corresponded mainly to the cognitivebehavioural
prototype, only adherence to the psychoanalytic prototype
was positively correlated with self-reported outcome.
More recently, similar ndings were reported by
Hilsenroth and colleagues (Hilsenroth et al., 2003; Owen
& Hilsenroth, 2011; Slavin-Mulford et al., 2011) using the
Comparative Psychotherapy Process Scale (Hilsenroth,
Blagys, Ackerman, Bonge, & Blais, 2005) to assess
psychodynamicinterpersonal and cognitivebehavioural
techniques from videotaped sessions. In their studies on
naturalistic STPP, they found that psychodynamic
interpersonal techniques predicted positive outcomes
both in patients with major depression (Hilsenroth et al.,
2003) and in patients with an anxiety disorder (Slavin-
Mulford et al., 2011). Moreover, a study by Owen and
Hilsenroth (2011) revealed that patients with better
alliances benetted signicantly more from psychodynamic
interpersonal interventions than patients with poorer
alliances, thereby replicating earlier ndings by Gaston
et al. (1998). Taken together, there is growing evidence that
psychodynamic or psychoanalytic techniques are positively
associated with various outcome measures across different
treatment settings and disorders. Although the studies
reported above consistently focused on the immediate
effects of short-term treatments, it seems plausible to
hypothesize that psychoanalytic techniques are also
involved in facilitating sustained change in LTPP. Thus,
the effectiveness of intensive psychodynamic treatments
such as psychoanalytic therapy may not stem from the
higher number of sessions but from applying more psy-
choanalytic techniques (as compared with less intensive
or non-psychodynamic treatments).
The Current Study
The aim of the current study was to test these two rival
hypotheses empirically. Therefore, we employed data from
the MPS comparing psychoanalytic therapy (i.e., high-dose
LTPP) with psychodynamic therapy (i.e., low-dose LTPP)
and CBT in severely depressed patients. In previous publica-
tions using these data, Huber, Zimmermann, et al. (2012) and
Huber et al. (2013) found that patients receiving psychoana-
lytic therapy had more favourable symptom trajectories
across a 3-year follow-up period than patients receiving psy-
chodynamic therapy or CBT. In the present study, we tested
whether this differential long-term effect of psychoanalytic
2
In the prior literature, this PQS prototype has been labelled as both
psychodynamic(Ablon & Jones, 1998) and analytic(Ablon &
Jones, 2005). In the following, we will use the term psychoanalytic
when referring to this specic set of techniques for two reasons: rst,
it contains several aspects that are less typical or even de-emphasized
in psychodynamic as compared with psychoanalytic treatments (e.g.,
neutral attitude towards the patient and focus on past experiences).
Second, psychodynamic treatments are more likely to include other
(e.g., supportive) techniques, suggesting that in psychoanalytic treat-
ments, this set of techniques might be applied in its most pure form.
This is in line with empirical results that have shown that psychoan-
alytic therapy sessions adhere more closely to the PQS prototype than
psychodynamic therapy sessions do (Ablon & Jones, 2005).
471Is It All about the Higher Dose?
Copyright © 2014 John Wiley & Sons, Ltd. Clin. Psychol. Psychother. 22, 469487 (2015)
therapy would be mediated by the number of sessions
and/or psychoanalytic technique. Our analyses were based
on three self-reported outcome measures that tracked
changes in depressive symptoms, interpersonal problems
and introject afliation. These outcome measures were
selected to cover a broad spectrum of change processes,
including changes in primary symptoms as well as changes
in more enduring interpersonal and intrapsychic aspects of
patientspersonalities. Because the previous literature has
provided support for both dose-based and technique-based
explanations for the effectiveness of LTPP, we had no apriori
assumptions about which of the two hypotheses would be
more valid. Finally, note that the main focus of this study
was on the indirect effects of dose and psychoanalytic
technique on the long-term outcomes across the 3-year
follow-up period. This is because the immediate treatment
outcome might be confounded with the mediating variables
(e.g., some treatments might have been shorter because
symptoms improved earlier), whereas the long-term out-
come cannot (i.e., after a treatment is completed, the number
of sessions and the employed techniques are xed and
cannot be inuenced by future changes in symptoms). How-
ever, for the sake of completeness, we also tested respective
indirect effects on the immediate post-treatment outcome.
METHOD
Study Design
The MPS is a comparative quasi-experimental study of
psychoanalytic therapy, psychodynamic therapy and
CBT. It was designed to maximize external validity by
examining non-manualized and representative psycho-
therapies under the conditions of day-to-day practice con-
ducted by experienced psychotherapists, while improving
internal validity by recruiting a diagnostically homoge-
neous sample, blinding interviewers and raters with
regard to treatment modality and randomly allocating
participants to certain treatment groups. That is, the
MPS shares some characteristics with effectiveness studies
(i.e., pragmatic studies that investigate treatments under
real-worldconditions) and some characteristics with
efcacy studies (i.e., explanatory studies that investigate
treatments under ideal conditions; Thorpe et al., 2009).
3
The term quasi-experimentaldenotes the fact that,
due to limited nancial resources, the randomized allo-
cation began with psychoanalytic and psychodynamic
therapies and included CBT later on. Specically, CBT
was included by suspending the random assignment
to the psychoanalytic versus psychodynamic therapies
and assigning patients directly to CBT until the CBT
condition contained as many patients as the other two
conditions. That is, participants had equal chances of
being assigned to psychoanalytic versus psychody-
namic therapy throughout the study (i.e., they were
fully randomly allocated to these two treatment condi-
tions), whereas the chance of being assigned to CBT
was different (at least in the earlier phase of the
study).
4
The study was conducted at the Department
of Psychosomatic Medicine and Psychotherapy,
Technische Universität München (TUM, Germany).
The study protocol was approved by the Ethics Com-
mittee of the TUM. More detailed descriptions of the
studydesigncanbefoundintheworksofHuber,
Henrich, et al. (2012), Huber, Zimmermann, et al.
(2012) and Huber et al. (2013).
Sample
The full intent-to-treat sample consisted of 100 patients,
with 35 patients receiving psychoanalytic therapy, 31
patients receiving psychodynamic therapy and 34 patients
receiving CBT. Inclusion criteria required participants to
have the following: (a) a Beck Depression Inventory
(BDI) total score of at least 16 (which was established as a
cut-off for screening purposes) and (b) a primary diagnosis
of a major depressive disorder with a current moderate or
severe episode (International Classication of Diseases, 10th
revision, diagnosis F 32.1/2 or F 33.1/2 or Diagnostic and
Statistical Manual of Mental Disorders, fourth edition, diag-
nosis 296.22/23 or 296.32/33) or a double depression char-
acterized by both dysthymic disorder and a current
moderate or severe depressive episode. Exclusion criteria
were bipolar affective disorder, depression due to somatic
illnesses or diseases of the brain, alcohol or substance
dependence, psychotherapy during the past 2 years and
concurrent antidepressants. For a more detailed descrip-
tion of the intent-to-treat sample, see Huber, Henrich,
et al. (2012) and Huber, Zimmermann, et al. (2012).
3
This is essentially a trade-off as some features (e.g., the lack of treat-
ment manuals) may represent a strength in terms of generalizability
to real-worldconditions (e.g., therapists usually do not adhere to
manuals) but may represent a limitation in terms of the interpretabil-
ity of the results (e.g., it might be unclear what the therapists actually
did in treatment). In this regard, one should keep in mind that, at the
time the MPS started, manuals for LTPP were not available. One
might even argue that the usual format of manuals, precisely describ-
ing therapeutic action in a determined order session by session, is at
odds with the psychoanalytic approach to psychotherapy and impos-
sible to realize for long-term treatments.
4
Note that at the beginning of the study, an external randomization
board was established to examine whether a patient could be ran-
domly allocated to the experimental groups (taking into account
criteria such as strong preference for a specic therapy and time re-
sources). Participants were included only if they met this criterion.
After the inclusion of CBT, the external randomization board con-
rmed that all participants who had been randomized prior to the in-
clusion of CBT would also have been eligible for CBT.
472 J. Zimmermann et al.
Copyright © 2014 John Wiley & Sons, Ltd. Clin. Psychol. Psychother. 22, 469487 (2015)
All sessions of all treatments were supposed to be
audio-recorded by therapists. The three sessions in the
middle of each treatment were selected to be analysed in
terms of psychotherapy processes (see below). In the
following analyses, we included only the following
patients: (a) those who provided ratings on outcome
measures at post-treatment or follow-up and (b) those
whose middle sessions were audio-recorded with suf-
cient quality. Four patients dropped out during treatment
and did not provide further ratings on outcome measures.
In 19 cases, audio recordings of middle sessions were not
available or had to be excluded due to low audio quality.
Thus, the nal sample consisted of 77 patients, with 27
patients receiving psychoanalytic therapy, 26 patients
receiving psychodynamic therapy, and 24 patients
receiving CBT. As shown in Table 1, there were no
signicant differences in demographic or diagnostic
variables at pre-treatment between groups except for
age. Therefore, we included age as a covariate in the
following analyses.
Treatments
Treatments were real-world, non-manualized and
representative psychotherapies provided in the German
healthcare system by 21 highly experienced psychothera-
pists (the mean duration of their psychotherapeutic
practice was 15 years; their mean age was 47 years); 14
therapists delivered both psychoanalytic and psycho-
dynamic therapies, and seven therapists delivered CBT.
As we had to exclude 23 patients from the present
analyses (see above), the number of therapists involved
in this study was reduced to 19. There were no signicant
differences in training, expertise or experience between
the therapists who administered the different treatment
modalities.
Psychoanalytic therapy is dened as an interpretative,
insight-oriented approach that is aimed at modifying
maladaptive representations of the self and others that
lie at the root of psychopathology (Fonagy & Kächele,
2009). It involves careful attention to the therapistpatient
interaction with thoughtfully timed interpretation of
transference and resistance (Gabbard, 2004). According
to the German Psychotherapy Guidelines (Rüger, Dahm,
& Kallinke, 2003), the average dose is between 160 and
240 sessions; session frequency is two to three sessions
per week with the patient lying on a couch. In the present
study, the dose ranged from 58 to 356 sessions (M= 241.3,
SD = 89.9) and the duration from 12 to 72 months
(M= 39.3, SD = 16.6).
Psychodynamic therapy is based on the same principles of
theory and technique but is more limited in the depth of
the therapeutic process and in its goals by focusing on
symptom-sustaining here-and-now conicts without
enhancing regression in the therapeutic process. Its mean
dose is between 50 and 80 sessions, and the session fre-
quency is one session per week with the patient sitting
in a face-to-face position (Rüger et al., 2003). In the present
study, the dose ranged from 18 to 218 sessions (M= 85.4,
SD = 56.5) and the duration from 11 to 118 months
(M= 32.6, SD = 24.2).
Cognitivebehavioural therapy comprises therapeutic
modalities developed on the basis of a psychology of
learning and social psychology and combines cognitive
and behavioural techniques to modify distorted or
maladaptive cognitions and facilitate positive thoughts
and behaviours (Hollon & Beck, 2004). The therapist
employs a goal-directed, problem-focused and directive
approach, often using homework assignments to stabi-
lize therapeutic progress. According to the German
Psychotherapy Guidelines, the average dose is between
45 and 60 sessions, and the session frequency is one
session per week (Rüger et al., 2003). In the present
study, the dose ranged from 19 to 100 sessions
Table 1. Pre-treatment sample description
Psychoanalytic therapy Psychodynamic therapy Cognitivebehavioural therapy
Sample size 27 26 24
Age (years) 31.0 (6.0) 35.7 (7.3) 34.3 (5.5) F(2, 74) = 3.83*
Female 19 16 21 χ
2
(2) = 4.36
Relationship status χ
2
(4) = 2.82
Single 12 10 7
Separated 10 7 9
Partnership 5 9 8
Duration of illness in months 73.5 (85.6) 67.5 (87.5) 61.4 (74.8) F(2, 74) = 0.13
Severe depressive episode 12 9 9 χ
2
(2) = 0.57
Double depression 17 13 10 χ
2
(2) = 2.37
Personality disorder 9 8 7 χ
2
(2) = 0.11
*p<0.05.
473Is It All about the Higher Dose?
Copyright © 2014 John Wiley & Sons, Ltd. Clin. Psychol. Psychother. 22, 469487 (2015)
(M= 50.8, SD = 23.3) and the duration from 8 to
78 months (M= 29.0, SD =15.5).
Previous publications on the full intent-to-treat sample
have shown that the integrity of the three treatments
was adequate (Huber, Zimmermann, et al., 2012; Huber
et al., 2013). Specically, the therapists who delivered
the psychoanalytic and psychodynamic treatments rated
each treatment every 6 months on various parameters
(cf. Beenen & Stoker, 1996), and results showed that in
the psychoanalytic treatments, the session frequency
was higher, patients were lying down rather than
sitting, transference to the therapist was stronger and
the employed techniques were insight oriented rather
than supportive (Huber et al., 2013). Moreover, 50% of
the treatments from all three experimental groups were
selected at random, and one audiotaped session from
the middle of each treatment was assessed by trained
raters using the PQS (see below). Results showed that
psychoanalytic techniques were more salient in psycho-
analytic therapy sessions as compared with the other
two conditions, and cognitivebehavioural techniques
were more salient in CBT sessions as compared with
the other two conditions (Huber, Zimmermann, et al.,
2012). The present study extended these ndings on
treatment integrity by analysing a larger sample of
middle sessions.
Measures
Depressive Symptoms
We assessed the severity of depressive symptoms using
the BDI (Beck et al., 1961; German version: Hautzinger,
Bailer, Worall, & Keller, 1995). The BDI contains 21
multiple-choice items covering a broad spectrum of
depressive symptoms. Respondents are asked to indicate
the intensity of each symptom during the last week. The
BDI is one of the most common self-report measures of
depression, generally showing good reliability and
validity (Beck, Steer, & Garbin, 1988).
Interpersonal Problems
The severity of interpersonal problems was assessed by
means of the Inventory of Interpersonal Problems
Circumplex (IIP-C; Alden, Wiggins, & Pincus, 1990;
German version: Horowitz, Strauß, & Kordy, 2000). The
IIP-C contains 64 items describing decits or excesses
related to specic interpersonal behaviours. For each item,
respondents are asked to indicate the amount of distress
on a 5-point scale ranging from 0 (not at all)to4
(extremely). We used the global score, with high values
indicating more interpersonal distress (Tracey, Rounds,
& Gurtman, 1996). The IIP-C is a widely used measure
of interpersonal problems with good psychometric
properties and is well accepted across theoretical and
therapeutic orientations (Hughes & Barkham, 2005).
Introject Afliation
Introjects (i.e., the habitual way people treat themselves)
were assessed by means of the introject surface of the
INTREX short form (Benjamin, 1983; German version:
Tress, 1993). The INTREX is a self-report measure based
on the Structural Analysis of Social Behavior (SASB;
Benjamin, 1974). The introject surface of the SASB cluster
model combines the dimensions of afliation (active self-
love vs self-attack) and interdependence (self-emancipation
vs self-control) into eight clusters. Participants are asked to
rate how they treat themselves at their best and at their
worst. Each of the eight SASB clusters is measured with a
single item for best and worst, respectively, using a scale
from 0 to 100. For instance, the positive pole of the afliation
dimension (i.e., active self-love) is represented by the item
I tenderly, lovingly cherish myself,andthenegative
pole (i.e., self-attack) is represented by the item Without
considering what might happen, I hatefully reject and de-
stroy myself. Individual items can be aggregated into
vector scoresfor measuring individual differences in
introject afliation and autonomy (Pincus, Newes,
Dickinson, & Ruiz, 1998). In the following analyses, we
used only the vector score for introject afliation at worst.
Previous research has shown that this dimension is at the
core of psychopathology (Monsen et al., 2007; Pincus,
Gurtman, & Ruiz, 1998) and can be considered to be a
primary target of psychotherapeutic change (e.g., Bedics,
Atkins, Comtois, & Linehan, 2012).
Psychoanalytic Technique
Psychoanalytic technique was assessed with the PQS
(Jones, 1985; German version: Albani et al., 2000). The
PQS is a pantheoretically developed instrument that
provides a comprehensive language and rating system
for describing psychotherapy processes. It consists of 100
items (i.e., the Q set) covering actions, behaviours and
thoughts of both therapist and patient in individual and
dyadic terms (e.g., Therapist suggests that patient accept
responsibility for his/her problems,Patient expresses
angry or aggressive feelingsor Sexual feelings and
experiences are discussed). Raters listen to audio tapes
(or read verbatim transcripts) of a full therapy session
and are asked to sort the 100 items in the Q set on a con-
tinuum from least characteristic (Category 1) to most
characteristic (Category 9). The middle pile (Category 5)
is used for items deemed either neutral or irrelevant to
the particular hour being rated. Raters are forced to
adhere to a xed normal distribution, thereby ensuring
multiple evaluations of items and attenuating rater biases
such as response sets and halo effects. Afterwards, the
prole of a given session can be correlated with proles
474 J. Zimmermann et al.
Copyright © 2014 John Wiley & Sons, Ltd. Clin. Psychol. Psychother. 22, 469487 (2015)
of idealpsychotherapeutic processes that have been
developed on the basis of expert ratings for a range of
therapeutic approaches (Ablon & Jones, 1998, 2002).
These prototypescan be conceived of as the shared
knowledge of leading experts, delineating which tech-
niques are consensually regarded as characteristic versus
uncharacteristic of a specic approach (see above). The
(Fisher-ztransformed) correlations of the prole with
these prototypes represent the extent to which a specic
therapeutic approach is implemented in a given session
and can be conceived of as a measure of adherence.
We computed correlations of the proles with the psy-
choanalytic prototype (PA prototype). Across samples
and therapies, PA prototype mean scores usually range
from 0 to 0.50 (Ablon & Jones, 1998, 2005), with higher
values reecting techniques that are more typical of a
psychoanalytic approach to psychotherapy. Note that
we did not include correlations of the proles with the
cognitivebehavioural prototype in the main analyses
as we had no a priori hypotheses about the effect of
cognitivebehavioural techniques on outcomes within
long-term treatments. However, for the sake of com-
pleteness, we will report the respective results in a foot-
note. The PQS has demonstrated reliability and validity
across a variety of different treatments including psy-
choanalytic, psychodynamic, cognitivebehavioural and
other therapies (Ablon & Jones, 2002, 2005; Jones,
Cumming, & Horowitz, 1988; Jones & Pulos, 1993).
In the present study, PQS ratings were based on
audio recordings of three therapy sessions from the
middle of each treatment. We favoured middle sessions
over early sessions because it seemed unreasonable to
assume that psychoanalytic techniques such as focusing
on sexual experiences, making transference interpreta-
tions or reconstructing childhood experiences would
ever be employed during the early sessions of a long-
term treatment. In fact, using such techniques during
the early sessions might even be considered to be coun-
terproductive (e.g., Gabbard & Horowitz, 2009; Krause,
2009). More generally, we argue that when assessing
specic therapeutic processes (as compared with unspe-
cic processes such as therapeutic alliance), middle
sessions might be more representative of the intense
working phase of a therapy as compared with early
sessions (which are usually about dening roles, estab-
lishing an alliance etc.) or late sessions (which are
usually about reecting on achievements, the upcoming
termination of therapy or expectations for the future).
The main drawback of using middle sessions is that
the therapeutic processes are probably inuenced by
prior symptom change. The specic sessions that were
analysed were selected purely on arithmetic grounds
(e.g., in a treatment with a total number of 100 sessions,
we selected the 49th, 50th and 51st sessions). Indepen-
dent ratings of three sessions were available in 73 cases.
In three cases, ratings were available from two sessions,
and in one case, ratings were available from one session.
Each of the 226 sessions was rated by one of two
raters, both blind to any information about patient,
therapist, treatment and outcome.
5
The sessions were
given to the raters in a random order to avoid memory
effects. Inter-rater reliability was assessed in a subsample
of 29 sessions. Prole correlations ranged from 0.37 to
0.87 with a median value of 0.65. The intraclass correla-
tion coefcient (ICC) for the PA prototype score was
ICC(2, 1) = 0.59, p<0.001, which is fairaccording to
Cicchettis (1994) guidelines and typical for psychody-
namic adherence measures (e.g., Leichsenring, Salzer,
et al., 2013). To further enhance reliability, we combined
PA prototype scores from the three sessions per treat-
ment. As sessions from the same treatment were
assessed by different raters (due to the randomized pre-
sentation of sessions), this kind of data aggregation was
chosen to help cancel out rater-specic measurement
error. The internal consistency of the average PA proto-
type score was α= 0.78. Thus, treatment differences in
psychoanalytic technique were relatively stable across
the three middle sessions. All subsequent analyses were
based on the average PA prototype score.
Statistical Analyses
We used a mediation analysis to test whether the differen-
tial long-term effect of psychoanalytic therapy was due to
the number of sessions and/or the psychoanalytic tech-
nique (Hayes, 2009; MacKinnon, 2008). In its simplest
form, a mediation analysis requires two linear regression
models to be computed to assess the effect of the indepen-
dent variable on the mediating variable (Path a) and the
effect of the mediating variable on the outcome variable
while controlling for the independent variable (Path b).
After that, the signicance of the indirect effect can be
directly tested by comparing the product of the two
regression coefcients (ab) with its standard error. Because
the sampling distribution of the product deviates from a
normal distribution, it is recommended that bootstrap
(Preacher & Hayes, 2004) or Monte Carlo (Preacher &
Selig, 2012) condence limits be computed for signicance
testing (MacKinnon, Lockwood, & Williams, 2004).
We expanded the simple mediation analysis in several
respects (Figure 1): rst, because the independent variable
5
Prior to rating these sessions, raters were trained by a psychiatrist
and psychoanalyst (the second author) who was originally certied
as a PQS rater by Enrico E. Jones in 2002. Raters had no psychiatric
or psychotherapeutic background. During their training, they had
to rate lm sequences that included problematic dyadic situations
(e.g., specic sequences from the lm The Silence of the Lambs,
1991).
475Is It All about the Higher Dose?
Copyright © 2014 John Wiley & Sons, Ltd. Clin. Psychol. Psychother. 22, 469487 (2015)
was multicategorical, we used dummy coding to dene
psychodynamic therapy and CBT as dummy variables
and psychoanalytic therapy as the reference group (Hayes
& Preacher, 2011). Thus, we will present two separate
mediation analyses, each time estimating the relative
indirect effect of psychoanalytic therapy as compared
with a different controlcondition (i.e., psychodynamic
therapy or CBT). Second, because our hypothesis involved
two rival intervening processes, we used a multiple-
mediator model (Preacher & Hayes, 2008). This requires
that two separate regression analyses be computed to
assess the effects of the dummy variables on both the
number of sessions and the psychoanalytic technique.
Moreover, we included age and the pre-treatment scores
of the outcome variable as covariates (not shown in
Figure 1).
6
This resulted in the following regression
equations for Path a:
DOSEi¼β00 þβ01*AGEiþβ02 *PRE-OUTCOMEi
þβ03*CBTiþβ04 *PDTiþεi
PAPROTOTYPEi¼β10 þβ11 *AGEiþβ12*PRE-OUTCOMEi
þβ13*CBTiþβ14 *PDTiþεi;
where DOSE
i
and PA PROTOTYPE
i
represent the number of
sessions and the salience of the psychoanalytic technique in
sessions of patient is treatment (i.e., the mediating variables),
CBT and PDT are the dummy-coded independent variables,
AGE and PRE-OUTCOME are covariates and β
03
,β
04
,β
13
and β
14
are the regression coefcients of interest, representing
the relative effects of psychoanalytic therapy on the mediat-
ing variables (Figure 1). These models were t with R (R Core
Team, 2013) using ordinary least square estimation and
robust standard errors (Long & Ervin, 2000).
Third, as we were interested in symptom change after
treatment, we used a multilevel mediator model (Krull &
MacKinnon, 2001). Because only the outcome variable
varied within persons, the appropriate model type was
upper-level mediation (2 21). Upper-level mediation
can be implemented by tting a multilevel model with
years after treatment as the Level-1 predictor and dummy
variables for the treatment groups as well as the mediating
variables as the Level-2 predictors. To control for indi-
vidual differences in age and pre-treatment scores on the
outcome variables, we included the respective variables
as covariates at Level 2. Moreover, we included random
effects of the intercept and the slope to allow for individual
differences in the trajectories of change.
7
This resulted in
the following multilevel regression model for Path b:
6
We imputed three missing data points in pre-treatment INTREX
scores using the expectationmaximization algorithm in PASW 18
(IBM Corporation, Armonk, NY; Schafer & Graham, 2002). Data im-
putation was based on the available demographic and clinical pre-
treatment data (Table 1) as well as the pre-treatment BDI and IIP-C
scores.
7
We acknowledge that outcome differences between patients (as well
as differences in dose and technique) may be due to differences be-
tween therapists and that ignoring this nested factor may bias param-
eter estimates (Wampold & Serlin, 2000). Thus, we repeated all
analyses with the 19 therapists included as random effects at Level
2 (in Path aregressions) or as random effects of the intercept and
slope at Level 3 (in Path bregressions). The results were virtually
the same, and thus, we decided to present the simpler model.
Figure 1. Upper-level mediation with a multicategorical independent variable and two mediators at Level 2
(1)
476 J. Zimmermann et al.
Copyright © 2014 John Wiley & Sons, Ltd. Clin. Psychol. Psychother. 22, 469487 (2015)
The rst row includes the Level-1 submodel, where
OUTCOME
ij
represents the value of the outcome variable
of patient iat time j, TIME
ij
represents the number of years
after the end of treatment at that time and the parame-
ters π
0i
and π
1i
represent patient is estimated post-
treatment status (i.e., Level-1 intercept) and estimated
rate of change per year during the follow-up period (i.
e., Level-1 slope), respectively. The subsequent rows
present the Level-2 submodel for predicting interindi-
vidual differences in post-treatment status and rate of
change during follow-up. Specically, γ
00
and γ
10
repre-
sent the estimated post-treatment status and rate of
change of patients receiving psychoanalytic therapy; γ
01
to γ
06
and γ
11
to γ
16
represent the unique inuences of
the covariates, treatment groups and mediators on the
Level-1 parameters; and ζ
0i
and ζ
1i
represent those
portions of the Level-1 parameters that remain unex-
plained at Level 2 (i.e., the random effects). In line with
our hypothesis, we mainly focused on γ
15
and γ
16
,
representing the specic effects of dose and psychoanalytic
technique on the slope of the outcome (i.e., on its rate of
change per year after treatment). However, we also con-
sidered γ
05
and γ
06
, representing the specic effects of the
mediators on the intercept of the outcome (i.e., on its
expected value at post-treatment; Figure 1). All models
were t using the software package HLM 6.08 (Scientic
Software International, Inc., Skokie, IL) with restricted max-
imum likelihood estimation and robust standard errors.
Finally, we computed the products of the regression
coefcients from the single-level models (Path a) and the
multilevel model (Path b) and assessed their statistical
signicance using Monte Carlo condence intervals (CI;
Preacher & Selig, 2012; Selig & Preacher, 2008). All media-
tion analyses were computed separately for each of the
three outcome measures.
RESULTS
Descriptive Analyses
Table2summarizesthedescriptive characteristics and
intercorrelations of the mediators and outcome vari-
ables in the combined sample. Unsurprisingly, the two
mediators were moderately correlated, which means
that patients who received more sessions were likely
to receive more psychoanalytic interventions. Note,
however, that dose and psychoanalytic technique were
uncorrelated within treatment conditions (i.e., when
controlling for the two dummy-coded treatment
variables; r=0.03, p= 0.81; not shown in Table 2). Both
mediators were generally not associated with the
pre-treatment scores of the outcome measures but
tended to be negatively associated with the outcome
measures at several follow-up occasions. Taken
together, these ndingssuggestthatbothvariablesare
indeed plausible candidates for explaining variance in
long-term outcomes.
Total Effects of Psychoanalytic Therapy on Outcome
In a preliminary step, we looked for the differential total ef-
fects of psychoanalytic therapy on the intercept and slope in
the multilevel analyses. Therefore, we tmodelsinwhich
the mediating variables were omitted from Equation 2.
The results are presented in Table 4 in the rst column for
each outcome measure, respectively. The expected mean
scores of outcome measures directly after treatment for pa-
tients who received psychoanalytic therapy were clearly in
the non-clinical range (γ
00
). Moreover, these patients
showed further improvements during the 3-year follow-
up period as their depressive symptoms and interpersonal
problems decreased, and their habitual way of treating
themselves became more afliative (γ
10
). When considering
the total effects of psychoanalytic therapy as compared with
CBT, the results suggest that participants receiving CBT had
more interpersonal problems and more hostile introjects
directly after treatment (γ
03
) and tended to show a less
advantageous trajectory of change in terms of depressive
symptoms and interpersonal problems during the 3-year
follow-up period (γ
13
). A similar picture emerged for the
total effects of psychoanalytic therapy as compared with
psychodynamic therapy: participants receiving psychody-
namic therapy had more hostile introjects directly after
treatment (γ
04
) and were less likely to improve during
follow-up in terms of depressive symptoms (γ
14
). However,
psychoanalytic and psychodynamic therapies did not differ
with regard to changes in interpersonal problems. In sum,
these ndings are in line with the differential effectiveness
of psychoanalytic therapy that has been reported for the full
intent-to-treat sample of the MPS (for more detailed results
on effect sizes and response rates, see Huber, Zimmermann,
et al., 2012; Huber et al., 2013).
OUTCOMEij ¼π0iþπ1i*TIMEij þεij
π0i¼γ00 þγ01*PRE-OUTCOMEiþγ02 *AGEiþγ03*CBTiþγ04*PDTiþγ05 *DOSEiþγ06*PA PROTOTYPEiþζ0i
π1i¼γ10 þγ11*PRE-OUTCOMEiþγ12 *AGEiþγ13*CBTiþγ14*PDTiþγ15 *DOSEiþγ16*PA PROTOTYPEiþζ1i:
(2)
477Is It All about the Higher Dose?
Copyright © 2014 John Wiley & Sons, Ltd. Clin. Psychol. Psychother. 22, 469487 (2015)
Explaining Outcome Differences between Psychoanalytic
Therapy and CognitiveBehavioural Therapy
Table 3 summarizes the results of the regression anal-
yses for Path a. When focusing on the relative differ-
ences between psychoanalytic therapy and CBT, the
results show that psychoanalytic therapy comprised a
strikingly greater number of sessions than CBT (β
03
),
and psychoanalytic interventions were far more typi-
cal for psychoanalytic therapy than for CBT (β
13
). This
was true irrespective of which pre-treatment outcome
variable was controlled for. However, it should be
noted that, on average, psychoanalytic techniques
were less salient in psychoanalytic sessions than in
former studies, as B=0.26 for the intercept β
10
is
clearly lower than the average PA prototype score
for the psychoanalytic therapies reported by Ablon
and Jones (2005).
The results for Path bare presented in Table 4 in the
second column of each respective outcome measure.
When focusing on the long-term outcome during follow-
up, we found that when controlling for age, pre-treatment
status, treatment group and psychoanalytic technique, the
number of sessions failed to reach statistical signicance
in predicting the change in outcome measures (γ
15
). By
contrast, psychoanalytic technique was a unique predictor
of follow-up changes in depressive symptoms and intro-
ject afliation (γ
16
); this means that patients who received
a larger number of psychoanalytic interventions had
more favourable symptom trajectories and developed
amoreafliative introject during follow-up, even when
controlling for age, pre-treatment status, treatment
group and number of sessions.
8
Note that the direct
8
To gauge the practical implications of these effects, we computed the
change in BDI and INTREX scores during the 3-year follow-up period
that would be expected from a difference of 1 SD in the PA prototype
score. Everything else being equal, patients who received more psy-
choanalytic techniques (+0.13) were expected to show a reduction of
1.63 BDI points and an increase of 15.2 INTREX points at the 3-year
follow-up.
Table 2. Descriptive statistics and intercorrelations of target variables
Descriptive statistics Correlations with mediators
NRange MSD Dose Technique
Mediators
Dose 77 0.18 3.56 1.29 1.05
Technique 77 0.18 0.48 0.19 0.13 0.33**
BDI
Pre 77 16 47 25.43 8.21 0.05 0.09
Post 75 0 28 6.93 7.00 0.03 0.08
Fu 1 72 0 41 8.04 8.14 0.09 0.18
Fu 2 63 0 43 8.41 9.25 0.21
#
0.30*
Fu 3 66 0 36 7.58 7.98 0.31* 0.28*
IIP-C
Pre 77 0.33 2.63 1.75 0.43 0.02 0.06
Post 75 0.08 2.41 1.27 0.57 0.26* 0.22
#
Fu 1 70 0.13 2.77 1.31 0.62 0.40*** 0.22
#
Fu 2 61 0.11 2.94 1.33 0.57 0.40*** 0.30*
Fu 3 64 0.20 2.43 1.14 0.59 0.42*** 0.25*
INTREX
Pre
77 168 145 55.2 59.8 0.05 0.06
Post 77 140 168 4.9 79.7 0.26* 0.06
Fu 1 73 168 168 9.4 71.4 0.20
#
0.01
Fu 2 60 105 150 11.6 71.0 0.29* 0.25
#
Fu 3 57 115 164 30.4 73.3 0.29** 0.19
Dose = number of se ssions/100. Technique= average Fisher-ztransformed prole correlations with the psychoanalytic Psychotherapy Process
Q-Set prototype. BDI = Beck Depression Inventory. IIP-C = Inventory of Interpersonal ProblemsCircumplex. INTREX = introject afliation at
worst. Pre = pre-treatment score. Post = post-treatment score. Fu 1 = 1 year after termination. Fu 2 = 2 years after termination. Fu 3= 3 year s
after termination.
Three missing values were imputed on the basis of pre-treatment data using the expectationmaximization algorithm in PASW 18 (IBM Corporation).
#
p<0.10,
*p<0.05,
**p<0.01,
***p<0.001.
478 J. Zimmermann et al.
Copyright © 2014 John Wiley & Sons, Ltd. Clin. Psychol. Psychother. 22, 469487 (2015)
effects of psychoanalytic therapy on long-term outcome
were generally not signicant (γ
13
), suggesting that the
mediating variables were successful in explaining the
total effect.
Although not central to this paper, we also consi-
dered effects of the mediating variables on the outcome
measures directly after treatment. In this regard, we
found that a higher dose was uniquely associated with
fewer interpersonal problems and more afliative
introjects directly after treatment (γ
05
), whereas psycho-
analytic technique was unrelated to post-treatment
outcome (γ
06
). This suggests that, irrespective of age,
pre-treatment status, treatment group and applied
techniques, attending a larger number of sessions helped
patients reduce their interpersonal distress and their
hostility towards themselves during treatment. Again,
the direct effects of psychoanalytic therapy were not sig-
nicant (γ
03
).
Finally, we tested the mediation hypotheses using
95% Monte Carlo CIs for the products of the coef-
cients of Paths aand b. As shown in the third column
of Table 5, only psychoanalytic technique but not
number of sessions mediated the differential long-term
effect of psychoanalytic therapy on depressive symp-
toms. For interpersonal problems, neither psychoana-
lytic technique nor number of sessions turned out to
be a signicant mediator. As we did not nd a differen-
tial long-term effect of psychoanalytic therapy for intro-
ject afliation, testing for mediation might seem
unreasonable because there was no total effect that
could be explained. However, Hayes (2009) noted that
even in such cases, mediation can be present as other
mediators might be operating in the opposite direction,
thereby cancelling each other out and reducing the total
effect to zero. Indeed, we found that psychoanalytic
therapy had an indirect effect on long-term outcome
through psychoanalytic technique but not through
number of sessions. Thus, our data were at least par-
tially in line with the hypothesis that the sustained
change induced by psychoanalytic therapy was due to
psychoanalytic technique and not due to a higher num-
ber of sessions. However, it should be noted that we
found specic indirect effects of psychoanalytic therapy
on post-treatment interpersonal problems and post-
treatment introject transmitted by dose (not shown in
Table 5). Thus, the advantage of psychoanalytic therapy
Table 3. Predicting dose and psychoanalytic technique (Path a)
Dose Psychoanalytic technique
BSEβBSEβ
BDI as covariate
Intercept
β
00
2.430*** 0.176 β
10
0.259*** 0.020
Pre-treatment score
β
01
0.016
#
0.008 0.126 β
11
0.002 0.002 0.099
Age
β
02
0 0.010 0.001 β
12
0.003 0.002 0.155
CBT (vs PAT) β
03
1.931*** 0.186 0.857 β
13
0.149*** 0.031 0.543
PDT (vs PAT) β
04
1.588*** 0.207 0.719 β
14
0.072* 0.035 0.267
IIP-C as covariate
Intercept
β
00
2.424*** 0.179 β
10
0.258*** 0.020
Pre-treatment score
β
01
0.029 0.162 0.012 β
11
0.004 0.039 0.014
Age
β
02
0.004 0.010 0.027 β
12
0.003 0.002 0.177
CBT (vs PAT) β
03
1.923*** 0.188 0.853 β
13
0.148*** 0.031 0.538
PDT (vs PAT) β
04
1.576*** 0.217 0.714 β
14
0.072* 0.034 0.266
INTREX as covariate
Intercept
β
00
2.434*** 0.178 β
10
0.257*** 0.021
Pre-treatment score
β
01
0.001 0.001 0.056 β
11
000.031
Age
β
02
0.004 0.010 0.023 β
12
0.003 0.002 0.178
CBT (vs PAT) β
03
1.933*** 0.186 0.858 β
13
0.147*** 0.031 0.536
PDT (vs PAT) β
04
1.596*** 0.210 0.723 β
14
0.070
#
0.037 0.260
N= 77. Dose = number of sessions/100. Psychoanalytic techniqu e = average Fisher-ztransformed prole correlations with the psychoanalytic Psycho-
therapy Process Q-Set prototype. CBT = cognitivebehavioural therapy. PAT = psychoanalytic therapy. PDT = psychodynamic therapy. BDI = Beck De-
pression Inventory. IIP-C = Inventory of Interpersonal ProblemsCircumplex. INTREX = introject afliation at worst.
Represents the estimate for patients receiving psychoanalytic therapy.
Mean centred.
#
p<0.10,
*p<0.05,
**p<0.01,
***p<0.001.
479Is It All about the Higher Dose?
Copyright © 2014 John Wiley & Sons, Ltd. Clin. Psychol. Psychother. 22, 469487 (2015)
Table 4. Predicting outcome and stability of outcome (Path b)
BDI IIP-C INTREX
Model 1 Model 2 Model 1 Model 2 Model 1 Model 2
Fixed effects, intercept
Mean post-treatment status
γ
00
6.781*** (1.117) 5.610*** (1.375) 1.120*** (0.092) 1.345*** (0.124) 29.823* (13.735) 3.273 (15.271)
Pre-treatment score
γ
01
0.327* (0.132) 0.346* (0.131) 0.803*** (0.101) 0.798*** (0.097) 0.638*** (0.106) 0.610*** (0.098)
Age
γ
02
0.043 (0.115) 0.040 (0.122) 0.006 (0.008) 0.003 (0.008) 3.337** (0.988) 3.385** (0.959)
CBT (vs PAT) γ
03
1.842 (1.937) 3.751 (2.583) 0.403** (0.124) 0.008 (0.198) 42.577* (17.597) 1.256 (25.444)
PDT (vs PAT) γ
04
0.079 (1.676) 1.540 (2.136) 0.166 (0.126) 0.129 (0.177) 37.819* (18.264) 0.445 (22.847)
Dose
γ
05
1.017 (0.988) 0.161* (0.076) 25.763* (10.587)
Psychoanalytic technique
γ
06
0.271 (6.866) 0.611 (0.446) 43.286 (50.279)
Fixed effects, slope
Mean rate of change
γ
10
0.667* (0.313) 0.361 (0.481) 0.059** (0.021) 0.040 (0.025) 6.616* (3.181) 8.140 (4.954)
Pre-treatment score
γ
11
0.039 (0.053) 0.058 (0.052) 0.009 (0.033) 0.009 (0.034) 0.073* (0.035) 0.067* (0.033)
Age
γ
12
0.023 (0.045) 0.033 (0.045) 0.001 (0.002) 0.001 (0.003) 0.500 (0.359) 0.610
#
(0.354)
CBT (vs PAT) γ
13
1.576
#
(0.935) 0.209 (1.114) 0.057* (0.028) 0.027 (0.042) 6.839 (5.258) 8.491 (8.611)
PDT (vs PAT) γ
14
1.321* (0.554) 0.039 (0.722) 0.039 (0.043) 0.013 (0.045) 0.876 (5.819) 2.350 (6.854)
Dose
γ
15
0.595 (0.361) 0.016 (0.019) 3.371 (2.868)
Psychoanalytic technique
γ
16
4.184** (1.554) 0.043 (0.132) 38.895* (17.049)
Models with BDI were based on 276 measurement points, models with IIP-C on 270 and models with INTREX on 267. Fixed effects are unstandardized regression coefcients with the
respective robust standard errors in brackets. All models were t with HLM 6.08 (Scientic Software International, Inc.) using restricted maximum likelihood estimation. Model 1 = con-
ditional model with treatment effects and covariates. Model 2 = nal conditional model with mediators. Dose = number of sessions/100. Psychoanalytic technique = average Fisher-z
transformed prole correlations with the psychoanalytic Psychotherapy Process Q-Set prototype. CBT = cognitivebehavioural therapy. PAT = psychoanalytic therapy. PDT = psychody-
namic therapy. BDI = Beck Depression Inventory. IIP-C = Inventory of Interpersonal ProblemsCircumplex. INTREX = introject afliation at worst.
Represents the estimate for patients receiving psychoanalytic therapy.
Grand mean centred.
#
p<0.10,
*p<0.05,
**p<0.01,
***p<0.001.
480 J. Zimmermann et al.
Copyright © 2014 John Wiley & Sons, Ltd. Clin. Psychol. Psychother. 22, 469487 (2015)
Table 5. Relative specic indirect effects transmitting the effect of psychoanalytic therapy to long-term outcome
Psychoanalytic therapy versus CBT Psychoanalytic versus psychodynamic therapy
Path a(SE) Path b(SE)ab [95% CI] Path a(SE) Path b(SE)ab [95% CI]
BDI as outcome
PAT dose slope 1.931 (0.186) 0.595 (0.361) 1.149 [2.572, 0.216] 1.588 (0.207) 0.595 (0.361) 0.945 [2.157, 0.181]
PAT technique slope 0.149 (0.031) 4.184 (1.554) 0.623 [1.207, 0.153] 0.072 (0.035) 4.184 (1.554) 0.301 [0.740, 0.004]
IIP as outcome
PAT dose slope 1.923 (0.188) 0.016 (0.019) 0.031 [0.104, 0.041] 1.576 (0.217) 0.016 (0.019) 0.025 [0.087, 0.034]
PAT technique slope 0.148 (0.031) 0.043 (0.132) 0.006 [0.033, 0.047] 0.072 (0.034) 0.043 (0.132) 0.003 [0.018, 0.027]
INTREX as outcome
PAT dose slope 1.933 (0.186) 3.371 (2.868) 6.516 [17.622, 4.406] 1.596 (0.210) 3.371 (2.868) 5.380 [14.895, 3.513]
PAT technique slope 0.147 (0.031) 38.895 (17.049) 5.718 [0.737, 11.865] 0.070 (0.037) 38.895 (17.049) 2.723 [0.231, 7.294]
Coefcients of Path aequal Band SE of the β
03
,β
13
,β
04
and β
14
parameters in Table 3. We reversed the sign of these coefcients to clarify that they represent increases in mediating var-
iables due to psychoanalytic therapy (as compared with control conditions). Coefcients of Path bequal Band SE of the γ
15
and γ
16
parameters in Table 4. Ninety-ve per cent condence
intervals for the product of aand bwere computed with the Monte Carlo method using 100 000 resamples. Signicant products of aand bare printed in bold. PAT = psychoanalytic ther-
apy. Dose = number of sessions/100. Technique= average Fisher-ztransformed prole correlations with the psychoanalytic Psychotherapy Process Q-Set prototype. Slope =rate of change
per year during follow-up. BDI = Beck Depression Inventory. IIP-C = Inventory of Interpersonal ProblemsCircumplex. INTREX = introject afliation at worst.
481Is It All about the Higher Dose?
Copyright © 2014 John Wiley & Sons, Ltd. Clin. Psychol. Psychother. 22, 469487 (2015)
as compared with CBT in terms of post-treatment inter-
personal problems and introject may be primarily due
to the higher dose.
9
Explaining Outcome Differences between
Psychoanalytic and Psychodynamic Therapies
An important limitation of the mediation analyses pre-
sented above is that participants were not randomly
assigned to psychoanalytic therapy versus CBT. Thus, we
repeated the mediation analyses using psychodynamic
therapy as the control condition to ensure full randomiza-
tion of the independent variable (Huber et al., 2013).
Regarding Path a, Table 3 shows that psychoanalytic
therapy comprised a considerably higher number of
sessions than psychodynamic therapy (β
04
) and psychoana-
lytic interventions were more typical for psychoanalytic
therapy than for psychodynamic therapy (β
14
; with the lim-
itation that the latter difference was only marginally signi-
cant when pre-treatment introject afliation was controlled
for). Results for Path bin Table 4 were identical to the results
presented above, as these paths are the same irrespective of
the contrast used in the multicategorical independent vari-
able (Figure 1). Moreover, the direct effects of psychoana-
lytic therapy again were not signicant (γ
04
and γ
14
),
suggesting that the mediating variables were successful at
explaining the total effects. Finally, the 95% Monte Carlo
CIs for the indirect effects shown in the last column of Ta-
ble 5 suggest that psychoanalytic technique mediated the
differential long-term effect of psychoanalytic therapy on
depressive symptoms. The remaining indirect effects were
not signicant.
Exploratory Item-Level Analyses of the Indirect Effect
on Depressive Symptoms
After determining that the psychoanalytic techniques
mediated the differential long-term effect of psychoana-
lytic therapy on depressive symptoms, we needed to
determine which of the prototypical psychoanalytic tech-
niques were responsible for this nding. Thus, we con-
ducted exploratory mediation analyses at the PQS item
level to unpackthe indirect effect of the PA prototype.
Specically, we reran the mediation analyses 40 times,
each time replacing the PA prototype score with one of
the 20 most characteristic and 20 most uncharacteristic
PQS items (Ablon & Jones, 1998). This is an appropriate
exploratory strategy as the PA prototype score is
essentially a weighted average of all 100 PQS items with
higher (absolute) weights for items that are more salient
(i.e., characteristic or uncharacteristic). Three PQS items
describing typical features of psychoanalytic therapies
predicted symptom reduction after therapy (Path b).
These items referred to discussing sexual feelings and
experiences (Item 11), B=0.54, SE = 0.24, patients
dreams or fantasies (Item 90), B=0.34, SE = 0.17, and
memories or reconstructions from infancy and childhood
(Item 91), B=0.36, SE = 0.16, all ps<0.05. In addition,
the last two signicantly mediated the relative effect of
psychoanalytic therapy (as compared with CBT) on long-
term outcome, with ab =0.45, 95% CI [1.09, 0.01],
for dreams or fantasies, and ab =0.48, 95% CI [1.08,
0.05], for memories from infancy and childhood. PQS
items describing uncharacteristic features of psychoana-
lytic therapies did not predict change after therapy, nor
did they mediate the effect of psychoanalytic therapy.
DISCUSSION
In this study, we tested whether the differential long-term
effect of psychoanalytic therapy (i.e., high-dose LTPP)
reported by Huber, Zimmermann, et al. (2012) and Huber
et al. (2013) would be mediated by the number of sessions
and/or by the features of the respective psychoanalytic
technique. We found partial support for the mediating
effect of psychoanalytic technique: psychoanalytic ther-
apy predicted a more pronounced application of psy-
choanalytic techniques, which in turn predicted more
favourable trajectories of depressive symptoms during
the 3-year follow-up period. Exploratory item analyses
suggested that the effect on depressive symptoms was
primarily driven by the therapists exploration of the
patients fantasy life and discussions of the patients early
memories. In addition, there was some indication for a
similar indirect effect on the improvement of introject
afliation during follow-up, albeit this effect was signi-
cant only when using CBT as the comparison group.
Moreover, we also found support for a mediating effect
of dose on outcome: psychoanalytic therapy was associ-
ated with a strikingly higher number of sessions, which
in turn predicted fewer interpersonal problems and more
afliative introjects directly after treatment. Thus, our
ndings were in line with the prediction that both psycho-
analytic techniques and a higher dose would be involved
in establishing the differential effectiveness of psychoana-
lytic therapy: whereas the higher dose seems to be
9
For the sake of completeness, we also analysed differences between
psychoanalytic therapy and CBT in cognitivebehavioural technique
(Path a) and included the CBT prototype as a Level-2 predictor in
Equation 2 (Path b). Results for Path asuggested that cognitive
behavioural technique was more salient in CBT sessions than in psy-
choanalytic therapy sessions, B= 0.23, SE = 0.03, p<0.001. Results for
Path bsuggested that the application of cognitivebehavioural tech-
nique was positively associated with post-treatment depressive symp-
toms, B= 13.38, SE = 6.40, p<0.05, but unrelated to long-term
outcome and other outcome measures. Note that controlling for
cognitivebehavioural technique in Equation 2 did not substantially
change the results of the effects of the other mediating variables.
482 J. Zimmermann et al.
Copyright © 2014 John Wiley & Sons, Ltd. Clin. Psychol. Psychother. 22, 469487 (2015)
responsible for the fact that psychoanalytic therapy is
effective in helping patients to reduce their interpersonal
problems and improve their self-love during treatment,
psychoanalytic techniques such as explorations of pa-
tientsfantasy lives and discussions of patientsearly
memories seem to facilitate sustained change after
therapy.
Our ndings regarding the positive effect of psychoana-
lytic technique on psychotherapeutic outcome are in line
with a number of previous processoutcome studies that
focused on short-term treatments for depression (Ablon
& Jones, 1998; Gaston et al., 1998; Hilsenroth et al., 2003).
However, our ndings extend such previous studies in
several ways: rst, these previous studies assessed the
association between psychodynamicinterpersonal or
psychoanalytic technique and outcome within specic
treatments and did not test for the mediating role of these
techniques in facilitating the differential effectiveness of
treatments as we did. Thus, our study represents a major
step forward according to current recommendations for
research on psychotherapeutic processes (Kazdin, 2007).
Second, in the current study, psychoanalytic techniques
were assessed using three separate sessions per treatment,
which clearly improved the reliability and representative-
ness of process measurement as compared with assess-
ments using only a single session per treatment. Third,
previous studies focused on the immediate effects on
psychotherapeutic outcome, whereas our study is the rst
to include assessments during a 3-year follow-up period.
Finally, our ndings show that psychoanalytic techniques
are also relevant in long-term treatments, even when
controlling for the higher number of sessions. This has
important implications for interpreting the growing evi-
dence on the effectiveness of LTPP (de Maat et al., 2013;
Leichsenring & Rabung, 2008, 2011; Leichsenring, Abbass,
et al. 2013; Smit et al., 2012). Our study provides the rst
evidence that intensive psychodynamic treatments such
as psychoanalytic therapy are effective not only because
they are intensive but also because they are psychoanalytic.
The exploratory ndings on the PQS item level should
be interpreted with caution as the specic pattern of
results may have been due to chance. Nevertheless, it
seems striking that Slavin-Mulford et al. (2011) identied
very similar items as relevant for signicant clinical
change, namely focusing on wishes, fantasies, dreams
and early memories. The common denominator of these
items seems to be that they do not represent therapist
interventions in a strict sense but rather the contents of
the sessions. From a methodological point of view, this
could be due to the fact that ratings of content are more
reliable than ratings of procedural aspects. A more clinical
explanation would be that psychoanalytic therapies
provide time, space and an interpsychicdimension
(Bolognini, 2004) for reverie and containment so that
patients are more likely to say things that are hard to say
and that are almost never said to anybody else. In turn,
verbalizing ones own dreams, fantasies and early
memories might help a person to reorganize maladaptive
representations of oneself and others and lead to sus-
tained change even after treatment termination. Of course,
this interpretation remains speculative. Further studies are
needed to replicate the relevance of these specic tech-
niques, and, even more important, to explore how they
produce sustained change in patients.
Another implication of our ndings is that dose and
technique have different effects on different outcomes:
whereas improvements in depression and hostility to-
wards the self after treatment were related to psycho-
analytic technique, improvements in interpersonal
problems and hostility towards the self during treatment
were linked to the number of sessions. The former nding
suggests that sustained therapeutic change may depend,
at least to some extent, on the application of specic
strategies that will foster change in the underpinning
intrapsychic structures (e.g., the development of a self-
analytic function; Falkenström, Grant, Broberg, &
Sandell, 2007) that will remain stable even when the
therapist is not actually present. The latter nding
suggests that changes in interpersonal problems and self-
acceptance may simply require that enough time be spent
in a positive and caring therapeutic relationship. This
latter nding is also in line with the meta-analysis by
Leichsenring and Rabung (2011) who reported that treat-
ment duration was more highly correlated with social
functioning than with psychiatric symptoms, and with
doseresponse studies reporting that recovery from acute
distress typically evolves more quickly than recovery from
impairments in social or personality functioning (e.g.,
Kopta et al., 1994).
The present study has several limitations. First, neither
the treatment nor the mediator variables were fully ran-
domized, and thus, causal inferences are questionable
(cf. Bullock, Green, & Ha, 2010; Imai, Keele, & Tingley,
2010). That is, we cannot rule out the possibility that our
ndings were inuenced or biased by other variables that
were not included in our statistical models (e.g., thera-
peutic alliance, therapist competence or early response).
However, patients were at least fully randomized to
psychoanalytic versus psychodynamic therapy, sug-
gesting that the internal validity of the effects pertaining
to these analyses is somewhat higher. Moreover, pre-
dicting changes after treatment clearly ensured that
treatment allocation, mediators and outcome assessment
followed each other in time (i.e., effects of changes after
treatment on mediators were causally impossible). This
suggests that the reported effects of psychoanalytic tech-
nique on outcome during follow-up are methodologically
more convincing than the effects of dose on outcome at
treatment termination, as the latter effects may also work
the other way around (e.g., therapists might prefer to
483Is It All about the Higher Dose?
Copyright © 2014 John Wiley & Sons, Ltd. Clin. Psychol. Psychother. 22, 469487 (2015)
continue therapy with patients who have reduced inter-
personal problems because they regard these sessions as
more comfortable).
10
Second, the use of middle sessions for technique ratings
has drawbacks. One issue is that the application of tech-
niques in middle sessions might be inuenced by prior
symptom change. For example, one might argue that in
therapies with patients who show an early response, it is
easier for therapists to conduct psychoanalytic interven-
tions, and thus, the association between psychoanalytic
technique and long-term outcome might be spurious due
to the inuence of third variables that are responsible for
the early response. However, from a conceptual perspec-
tive, this argument would also apply if early sessions were
used for the technique ratings as only the randomization of
technique warrants causal inferences (e.g., Høglend et al.,
2006). From an empirical perspective, this interpretation
seems rather unlikely because if the application of psycho-
analytic technique were to be associated with changes in
outcome measures during the rst half of the treatment,
one would also expect that it would be associated with
changes during the full treatment, and this was apparently
not the case (i.e., the coefcients for γ
06
were generally not
signicant). A further issue regarding the use of middle
sessions is that the (arithmetic) middle varies across
treatments and is completely confounded with dose. For
example, in CBT, technique was usually assessed in the
25th session, whereas in psychoanalytic therapy, it was,
on average, assessed in the 120th session. Given that
patients are more likely to bring intimate content to
session 120 than to session 25, our measure of psychoana-
lytic technique might simply be a measure of the depth
or progressof treatment and not of the psychoanalytic
technique per se. However, if this alternative interpretation
were valid, one would expect higher PA prototype scores
in middle sessions that occur later (e.g., in the 120th as
compared with the 25th session) irrespective of the
specic treatment modality. In other words, when con-
sidering sessions from the three treatment conditions
separately, the session numbers of the middle sessions in
which psychoanalytic technique was assessed (i.e., half
of the dose) should be positively correlated with the actual
amount of psychoanalytic technique administered. Obvi-
ously, this was not the case, as dose and technique were
uncorrelated when controlling for treatment condition.
In any case, further investigations of a broader and more
balanced sample of sessions from the MPS is clearly
needed and currently underway (e.g., early sessions after
axed number of sessions or sessions with signicant
eventsbased on therapistsprocess ratings).
Third, the naturalistic setting of this study poses further
threats to the validity of our conclusions. For example,
due to the lack of manuals and quality checks, we cannot
be sure that therapists applied the techniques equally com-
petently in the different treatment conditions. Moreover,
although our ndings suggest that treatment adherence
was adequate (e.g., the application of psychoanalytic
technique was most salient in the psychoanalytic therapy
sessions), the PA prototype scores were generally lower
than in former studies (Ablon & Jones, 2005). One
explanation for this could be that the therapists in the
MPS who delivered the psychoanalytic and psychody-
namic treatments adhered less stringently to the principles
of psychoanalytic therapy than their American colleagues
in the studies analysed by Ablon and Jones (1998, 2005).
Another explanation could be that raters, as they had no
psychotherapeutic expertise and showed rather modest
inter-rater reliability, might have systematically over-
looked the application of some psychoanalytic techniques.
Obviously, further research is needed to investigate the
effects of psychoanalytic techniques on outcome using
highly controlled efcacy designs.
Fourth, the majority of authors involved in conducting
this study had an allegiance to psychoanalytic therapy
(e.g., according to prior publications, clinical training and
professional afliations). As researcher allegiance carries
a risk of bias in psychotherapy research (Munder et al.,
2013), we cannot rule out that this kind of bias inuenced
our results. Fifth, sample size was probably sufcient only
for detecting indirect effects of a medium effect size (Fritz
& MacKinnon, 2007). For example, dose might indeed
have a small effect on long-term change in depressive
symptoms, as the respective effect γ
15
just missed statistical
signicance, with p= 0.10. Finally, outcome was assessed
using self-report questionnaires, and technique was
assessed using observer reports. Additional observer-rated
outcome and patient-rated process variables would have
provided a more holistic and in-depth view into ongoing
changes (Löfer-Stastka, 2011).
Despite these limitations, the present study provides an
important step towards empirically unravelling the
effectiveness of LTPP. Our results tentatively suggest that
10
It should be noted that a causal interpretation of the mediating ef-
fect of dose could also be questioned on conceptual grounds. One as-
sumption of causal mediation analysis is that the treatment must be
independent of all potential values of the mediating variable (i.e., that
each treatment in theory can receive any level of the mediator; Imai
et al., 2010). This assumption might not hold for number of sessions
as treatments such as low-dose psychoanalytic therapyor high-
dose CBTmight seem conceptually unreasonable. In other words,
number of sessions might be conceived of as a dening feature of
the treatments as opposed to an intermediate variable that is manip-
ulated by the treatments. However, although patients received, on av-
erage, strikingly higher numbers of sessions in psychoanalytic
therapy than in psychodynamic therapy and CBT, the distributions
of the three groups clearly overlapped. That is, from an empirical per-
spective, number of sessions cannot be simply regarded as a proxy for
treatment. Moreover, even when one disregards dose as a potential
causal mediator, our main nding that psychoanalytic techniques
predict long-term outcome above and beyond dose would still be
valid.
484 J. Zimmermann et al.
Copyright © 2014 John Wiley & Sons, Ltd. Clin. Psychol. Psychother. 22, 469487 (2015)
psychoanalytic techniques play a more prominent role in
establishing sustained changes in patients with major
depression than has been previously thought. That is,
intensive psychodynamic treatments such as psychoana-
lytic therapy seem to be effective not only because they
are intensive but also because they are psychoanalytic.We
are aware of the fact that this conclusion is highly prelim-
inary and that further studies replicating our ndings are
urgently needed. In this regard, we hope that our study
will encourage researchers to investigate psychotherapeu-
tic processes in long-term treatments and to gauge
whether their effects outweigh their higher costs across
long-term follow-up periods (e.g., Benecke et al., 2014;
Beutel et al., 2012). Although such studies are expensive,
time-consuming and at odds with the current publish-or-
perish practice, they may be the only way to empirically
address some of the most troubling questions of our eld:
the how and when of sustained therapeutic change.
AKNOWLEDGEMENTS
This study was supported by grants from the Research
Advisory Board of the International Psychoanalytic
Association (IPA) and from the Dr. Zita und T. V. Steger
Foundation. The authors thank Simone Wieser for her
help with digitizing the audio tapes, Christine Rohm
and Christian Hau for conducting the PQS ratings, and
Jane Zagorski for proofreading the article.
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