Detecting defense mechanisms from Adult Attachment Interview (AAI) transcripts using machine learning.

OBJECTIVE: Defensive functioning (i.e., unconscious process used to manage real or perceived threats) may play a role in the development of various psychopathologies. It is typically assessed via observer rating measures, however, human coding of defensive functioning is resource-intensive and time-consuming. The purpose of this study was to develop a machine learning approach to automate coding of defense mechanisms from interview transcripts. METHOD: Participants included a clinical sample of women with binge-eating disorder (n = 92) and a community sample without binge-eating disorder (n = 66). We trained and evaluated five RoBERTa-based models to detect the presence of defenses in 16,785 interviewer-participant talk-turn pairs nested within 192 interviews. A model detected the presence of any defense, while four additional models detected the most common defenses in this sample (repression, intellectualization, reaction formation, undoing). RESULTS: The models were capable of distinguishing defenses (ROC-AUC .82-.90) but were not proficient enough to warrant replacing human coders (PR-AUC .28-.60). Follow-up analysis was performed to assess other practical uses of these models. DISCUSSION: Our machine learning models could be used to assist coders. Future research should conduct a deployment study to determine if human coding of defense mechanisms can be expedited using machine learning models.

Higher levels of Depressive Symptoms are Associated with Increased Resting-State Heart Rate Variability and Blunted Reactivity to a Laboratory Stress Task among Healthy Adults.

Laboratory stress tasks induce strong changes in linear and non-linear indices of heart rate variability (HRV) among healthy adults, due to a task-induced parasympathetic withdrawal. Previous findings suggested that negative affectivity and its correlates (i.e., depressive symptoms, anxiety, hostility, type D personality, and situational stress) could profoundly affect autonomic activity. However, to date no studies considered these psychological dimensions simultaneously while trying to disentangle their acute effects on HRV during a laboratory stress task. A total of 65 healthy participants completed a battery of questionnaires and later underwent a psychosocial stress protocol, which involves a stressful and a non-stressful mental arithmetic task, with the latter serving as a control condition for the former. During the entire procedure, autonomic activity was recorded through a portable ECG device. We analysed longitudinal changes in HRV indices using Mixed Models, taking into account respiration rates and the associations between psychophysiological variables through bivariate Pearson's r (partial) correlation indices. We found significant changes in linear (e.g., HF power, RMSSD) and non-linear (e.g., Poincaré Plot and Correlation Dimension D2) HRV indices during the procedure, with the lowest point reached during the stressful mental arithmetic task. Interestingly, only depressive symptomatology was significantly and positively related to a higher resting-state HRV and to a blunted reactivity to the stress task, even after controlling for baseline values. Results suggest that healthy individuals with higher levels of depressive symptoms could experience atypical cardiovascular responses to stressful events: several speculative interpretations, considering autonomic, behavioral, and motivational dysregulations, are discussed.

Persistence of friendly and submissive interpersonal styles among those with binge-eating disorder: Comparisons with matched controls and outcomes after group therapy.

Interpersonal problems play a prominent role in the development of binge-eating disorder (BED), so reducing their intensity may be a key focus of many psychological interventions. In recent years, several interpersonal treatments for BED were developed, which posit that binge eating arises to manage relational problems. However, few studies have evaluated the prototypical interpersonal problems, and no studies evaluated the longitudinal changes in interpersonal functioning after treatment within this population. We investigated the severity and prototypicality of interpersonal problems of 101 overweight women with BED from pre-group psychodynamic-interpersonal psychotherapy (GPIP) to 12 months post-GPIP. At baseline, we compared patients' interpersonal problems with two groups of matched controls (46 overweight and 49 normal weight women without a diagnosis of BED) and examined circular correlations between relational problems, depressive symptoms, and binge-eating frequency. Results showed that participants with BED had significantly higher levels of interpersonal problems compared with the matched control samples, with predominantly nonassertive and exploitable styles. Depressive symptoms were related to the presence of friendly-submissive interpersonal problems only among those with BED. Although the intensity of nonassertive interpersonal problems of patients with BED decreased post-group treatment, their profiles remained prototypically nonassertive and exploitable across all time points. Women with BED experience higher levels of interpersonal difficulties exemplified by an exploitable/nonassertive style that significantly improve but continue to prevail even after treatment. Clinicians might modify interventions to focus on increasing interpersonal skills and decreasing interpersonal dysfunctions among those with BED.

Psychotherapy for eating disorders: A meta-analysis of direct comparisons.

Objective: We conducted a meta-analysis of randomized controlled trials (RCTs) of bona fide psychotherapy for adults with eating disorders (EDs). Method: Thirty-five RCTs with 54 direct comparisons were included. The majority of RCTs included participants with bulimia nervosa and/or binge-ED, while only two RCTs included participants with anorexia nervosa, and three RCTs included participants with an ED not otherwise specified. Results: There was a clear advantage of bona fide psychotherapy over wait-list controls. Bona fide psychotherapy was superior to non-bona fide treatment; however, the majority of results were not stable. There were no significant differences between bona fide cognitive-behavioral therapy (CBT) and bona fide non-CBT, with the exception of bona fide CBT resulting in greater reductions in ED psychopathology assessed by the ED Examination, which primarily assesses maintenance factors according to the CBT model. Conclusions: Generally, the results indicate that any bona fide psychotherapy will be equally effective. While the number of trials remains modest, we hope that as more research becomes available, treatment guidelines can be updated, and more evidence-based treatment options will be available for treating EDs.

Reliability and validity of the Experiences in Close Relationships Scale-12: Attachment dimensions in a clinical sample with eating disorders.

OBJECTIVE: Attachment insecurity is a potential risk factor for the development and maintenance of eating disorders (EDs). To date, there are multiple psychometrically sound questionnaires for the evaluation of attachment in both clinical and healthy populations, such as the Experience in Close Relationships (ECR) scale. Composed by two subscales (i.e., attachment anxiety and avoidance), the ECR scale was recently adapted to a shorter, 12-item version (ECR-12). However, a validation of the ECR-12 among patients with EDs is still lacking. The present study sought to investigate the psychometric properties of the ECR-12, when used in a treatment-seeking sample with EDs. METHOD: A total of 1,262 treatment-seeking patients with various ED diagnoses completed the ECR-12, together with a commonly used measure of ED psychopathology (Eating Disorder Inventory-2). Subsamples also completed the Attachment Style Questionnaire (n = 66) or underwent a Day Hospital Program (n = 128). RESULTS: A multigroup confirmatory factor analysis indicated that the ECR-12 maintained its two-factor structure across the ED diagnostic groups. In addition, the scale demonstrated good convergent validity, internal consistency, concurrent, and incremental validity. Finally, both ECR-12 subscales demonstrated adequate test-retest reliability. DISCUSSION: Our results provide preliminary evidence of the psychometric properties of ECR-12 in assessing attachment anxiety and avoidance among patients with EDs. This short scale could help clinicians tailor interventions for EDs that take into account attachment dimensions.

A group's level of defensive functioning affects individual outcomes in group psychodynamic-interpersonal psychotherapy.

We used an actor-partner interdependence model (APIM) to study the association between the individual group member and other group therapy members' defensive functioning on an individual group member's treatment outcome. We hypothesized that (a) more adaptive individual defensive functioning at pretreatment will be significantly related to better treatment outcomes (i.e., lower binge-eating and interpersonal distress) at 6 months post-treatment; and (b) more adaptive other group members' defensive functioning at pretreatment will be significantly related to better treatment outcomes at 6 months post-treatment. Participants (N = 136) were individuals with BED enrolled in group psychodynamic-interpersonal psychotherapy (GPIP). Participants completed attachment interviews and were assessed on interpersonal distress and days binged at pretreatment and 6 months post-treatment. The interview audio recordings were transcribed and used to code defensive functioning. We found that individual overall defensive functioning (ODF) scores at pretreatment were not significantly associated with binge-eating frequency or interpersonal distress at 6 months post-treatment. Other group members' mean ODF scores at pretreatment were significantly associated with individual interpersonal distress at 6 months post-treatment. However, the other group members' mean ODF scores were not significantly associated with individual binge-eating outcomes at 6 months post-treatment. Defensive functioning of other members of a therapy group may be particularly important for improving interpersonal functioning in individuals with BED. (PsycInfo Database Record (c) 2022 APA, all rights reserved).

Change in Defensive Functioning Following Group Psychodynamic-Interpersonal Psychotherapy in Women With Binge-Eating Disorder.

We examined change in defensive functioning following group psychodynamic-interpersonal psychotherapy (GPIP) for binge-eating disorder (BED) compared to a waitlist control. We hypothesized that defensive functioning will improve to a greater extent at posttreatment for those in GPIP compared with those in a waitlist control condition. Participants were women with BED assigned to GPIP (n = 131) or a waitlist control (n = 44) condition in a quasi-experimental design. Those who received GPIP had significantly greater improvements in defensive functioning from pretreatment to six months posttreatment compared to the control group. GPIP may be effective for improving defensive functioning in individuals with BED. A randomized controlled trial is needed to confirm that GPIP is efficacious for addressing defensive functioning among women with BED.

The role of Force Health Protection in the Canadian Armed Forces' response to the COVID-19 pandemic.

Within the Canadian Armed Forces (CAF), public health is managed by the Directorate of Force Health Protection (DFHP), a branch of the Canadian Forces Health Services Group. Since the emergence of the novel coronavirus (SARS-CoV-19), DFHP has become heavily involved in health surveillance, outbreak monitoring, policy development, providing evidence-based guidance and advice, liaising with other national, provincial and territorial, municipal and international public health agencies, and ensuring environmental safety of CAF members. Some specific activities include supporting operations and deployments, amending policies and training and promoting hand hygiene, physical distancing and personal protective equipment use. In addition to taking measures to protect its members, CAF-Department of National Defence has contributed to Canada's national response to coronavirus disease 2019 (COVID-19). The DFHP will be developing training for allied health professionals to assist with contact tracing and follow-up, and will ensure adequate resources are in place to manage surge capacity for COVID-19. With these ongoing efforts, initiatives and lessons learned, DFHP is well placed to carry on with its mandate to protect and promote the health and well-being of CAF members and National Defence civilian employees, assisting Canadians and ensuring that CAF members are ready to serve their missions at home and abroad.

Psychometric properties of the Italian version of the Experience in Close Relationship Scale 12 (ECR-12): an exploratory structural equation modeling study.

The Experiences in Close Relationship Scale (ECR) is one of the most commonly used self-report instruments of adult attachment and has been widely adopted in psychotherapy research. Composed of two subscales, namely Attachment Avoidance and Anxiety, the ECR was recently shortened to a 12-items version, called the ECR-12. Given the importance of extending knowledge on its applicability in understudied populations, our aim was to validate the ECR-12 in a large sample of Italian native-speakers. A total of 1197 participants (73.2% females; mean age=28.53±11.37 years) completed the ECR-12. Each participant also completed other measures of attachment, psychopathology, interpersonal distress, coping strategies, and well-being. An Exploratory Structural Equation Modeling analysis showed an excellent fit of the data, providing support for the two-dimensional orthogonal structure of the ECR-12. In addition, the measurement model was invariant across genders. Both attachment anxiety and attachment avoidance subscales demonstrated good internal reliability, with McDonald's Omegas and Cronbach's Alphas above the suggested 0.8 cut-off. Finally, the Italian version of ECR-12 showed adequate convergent, concurrent, and divergent validity. Highly anxious individuals reported the highest levels of maladaptive interpersonal functioning and coping strategies, resulting in lower well-being. Interestingly, both attachment insecurity dimensions predicted higher levels of psychopathology, even after controlling for demographic variables and levels of self-reported relational difficulties. Given the good psychometric properties of the ECR-12, researchers and practitioners in Italy are encouraged to adopt the ECR-12 in their future research on adult attachment in psychotherapy.

Reciprocal influence of distress and group therapeutic factors in day treatment for eating disorders: A progress and process monitoring study.

Eating disorders (EDs) are chronic mental illnesses with high levels of psychological, social, and health burden. Day treatment programs (DTP) are effective group-based partial hospital models that have been used to treat EDs for several decades. However, few studies have examined the factors associated with reduced distress in ED patients who participate in DTP groups. Related to this is whether change in distress is preceded by change in positive group processes, or vice versa. In this study, we examine the reciprocal relationship between growth of group therapeutic factors and change in distress in an ED sample. Participants were patients with an ED (n = 156) who took part in a 12-week DTP at a tertiary care hospital center. On a weekly basis, patients completed progress- and process-monitoring measures. We hypothesized: (a) positive changes in distress and in group therapeutic factors across weeks of DTP and (b) a bidirectional relationship between change in distress and group therapeutic factors. We found a significant growth of group therapeutic factors and decline in distress over the 12 weeks of DTP. We also found evidence for a reciprocal relationship between change in group therapeutic factors and change in distress. Group therapists working in DTPs for patients with EDs can enhance the benefits of treatment by focusing on group therapeutic processes, which in turn reduces distress, which then acts to enhance the ability of an individual to benefit from group interactions. (PsycINFO Database Record

The quality of randomized controlled trials of psychotherapy for eating disorders.

OBJECTIVE: We investigated the quality of randomized controlled trials (RCTs) that included direct comparisons of psychotherapy for adults with an eating disorder (ED). METHOD: Thirty-five direct comparison RCTs of psychotherapy for adults diagnosed with an ED were rated using the Randomized Controlled Trials Psychotherapy Quality Rating Scale (RCT-PQRS). RESULTS: The mean total RCT-PQRS score (mean = 28.26; SD = 7.04) was in line with those that were reported for RCTs of psychotherapy for depression and anxiety disorders. Several standards of quality were unfulfilled by over half of the RCTs of treatment for EDs, including therapist supervision while treatment was being provided (62.9% unfulfilled); outcome assessment performed by raters blind to treatment group/condition (54% unfulfilled); and adequate sample size (66% unfulfilled). More recent RCTs were of higher quality, and higher quality was moderately associated with lower effect sizes. CONCLUSIONS: To improve the quality of RCTs of psychotherapy of EDs, we recommend that researchers address the quality criteria listed in the RCT-PQRS. Psychotherapy trials should be registered, have a published protocol, and be reported following the Consolidated Standards of Reporting Trials guidelines. Authors should take into account the quality of the research when using that research to inform ED treatment guidelines.

Validity and reliability of the attention deficit hyperactivity disorder self-report scale (ASRS-v1.1) in a clinical sample with eating disorders.

Individuals with eating disorders (EDs) commonly experience comorbid attention deficit hyperactivity disorder (ADHD). The shared features of EDs and ADHD, such as inattention, impulsivity and hyperactivity, may exacerbate ED symptomatology and pose challenges to treatment. It is important to screen patients with EDs for symptoms of ADHD to optimize their treatment outcomes. However, the psychometrics of common measures of ADHD have not yet been examined within an ED population. An example of such a measure is the ADHD self-report scale (ASRS-v1.1) symptom checklist, which identifies the presence of ADHD symptoms. This study reports a psychometric study of the ASRS-v1.1 in a clinical sample of 500 adults with an ED. A confirmatory factor analysis indicated the ASRS-v1.1 maintained its two-factor structure of inattention and impulsivity/hyperactivity. The item loadings demonstrated path invariance across ED diagnostic groups indicating construct validity. Further, the subscales exhibited good internal consistency and they were significantly correlated with other measures of impulsivity indicating convergent validity. The ED sample had significantly higher mean scores than published nonclinical norms indicating predictive validity, but the ASRS-v1.1 scores were not significantly different among ED diagnostic groups. Results suggest the ASRS-v1.1 is a valid and reliable screening tool for identifying symptoms of ADHD among adults seeking treatment for ED.