John Wallert

John Wallert
Karolinska Institutet | KI · Department of Clinical Neuroscience

PhD, clinical psychologist
Stockholm, Sweden

About

72
Publications
6,124
Reads
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371
Citations
Citations since 2017
65 Research Items
371 Citations
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2017201820192020202120222023020406080100
2017201820192020202120222023020406080100
Introduction
Assistant professor and clinical psychologist at Karolinska Institutet interested in causal modelling, predictive modelling, machine learning, behavioural genetics, suicidology, psychological interventions, diagnostics, behavioural cardiology, psychometrics, cognition, intelligence, aging, neuropsychological assessment, mental chronometry, evolutionary psychology, music, and entrainment.
Additional affiliations
April 2019 - April 2019
Uppsala University
Position
  • Workshop leader
Description
  • Workshop in statistical programming with R and RStudio for medical researchers.
September 2017 - January 2018
Uppsala University
Position
  • Teacher
Description
  • Advanced Quantitative Research Methods for MSc students in Global Health.
January 2017 - present
Uppsala University
Position
  • Co-supervisor
Description
  • Co-supervision of MSc students in clinical psychology (Psychologist programme)
Education
June 2020 - June 2022
Karolinska Institutet
Field of study
  • Predictive modelling; Causal modelling; Clinical psychology; Suicidology
September 2015 - September 2019
Uppsala University
Field of study
  • Clinical Psychology, Behavioural Cardiology
August 2008 - June 2013
Umeå University
Field of study
  • Clinical psychologist

Publications

Publications (72)
Article
Full-text available
BACKGROUND: Machine learning algorithms hold potential for improved prediction of all-cause mortality in cardiovascular patients, yet have not previously been developed with high-quality population data. This study compared four popular machine learning algorithms trained on unselected, nation-wide population data from Sweden to solve the binary cl...
Article
Full-text available
Compared to best performances, worst performances on multi-trial psychometric tests often show stronger correlations with other g-loaded cognitive tests, which is known as the Worst Performance Rule (WPR). While worst performances may be more sensitive or specific to cognitive decline, clinical psychometric research and neuropsychological practice...
Article
Full-text available
BACKGROUND: Psychosocial stress might trigger myocardial infarction (MI). Increased MI incidence coincides with recurrent time-periods during the year perceived as particularly stressful in the population. METHODS: A stress-triggering hypothesis on the risk of MI onset was investigated with Swedish population data on MI hospital admission date an...
Article
Full-text available
BACKGROUND Emotional distress (depression and anxiety) has been known to affect mortality after a myocardial infarction (MI). One possible mechanism is through medication non-adherence. Few studies have investigated the link between statin adherence and emotional distress, and results are not consistent. We aimed to explore whether emotional distre...
Article
Full-text available
BACKGROUND: Cognitive ability (CA) is positively related to later health, health literacy, health behaviours and longevity. Accordingly, a lower CA is expected to be associated with poorer adherence to medication. We investigated the long-term role of CA in adherence to prescribed statins in male patients after a first myocardial infarction (MI)....
Article
Full-text available
Background: Cognitive reserve (CR) is hypothesized to partially explain the discrepancy between Alzheimer's disease related brain pathology and cognitive performance. Educational attainment is often used as a proxy for CR. Objective: To examine the association of years of education and the relationship between atrophy in the medial temporal lobe...
Article
Full-text available
Objective: Investigate associations between prepregnancy participation and performance in a demanding cross-country ski race (proxy for exercise volume and fitness) and perinatal outcomes. Preregistered protocol: osf.io/aywg2. Design: Prospective cohort study. Setting: Based on entire overlap between the Vasaloppet registry and the population-...
Article
Full-text available
Background: Fatigue is a common presenting problem in healthcare settings, often attributed to chronic psychosocial stress. Understanding of fatigue and development of evidence-based treatments is hampered by a lack of consensus regarding diagnostic definitions and outcomes to be measured in clinical trials. This study aimed to map outcome domains...
Conference Paper
Background Patients with myocardial infarction (MI) have a high prevalence of diabetes mellitus (DM). Prognosis in patients with MI and DM is substantially worse than for those without DM. An unacceptably high proportion of patients with DM remain both undiagnosed and undertreated despite follow-up at cardiac rehabilitation (CR) centres. Purpose U...
Article
Full-text available
Background Symptoms related to chronic stress are prevalent and entail high societal costs, yet there is a lack of international consensus regarding diagnostics and treatment. A new stress-related diagnosis, exhaustion disorder, was introduced into the Swedish version of ICD-10 in 2005. Since then, use of the diagnosis has increased rapidly. Aims...
Article
Full-text available
This study applied supervised machine learning with multi-modal data to predict remission of major depressive disorder (MDD) after psychotherapy. Genotyped adult patients ( n = 894, 65.5% women, age 18–75 years) diagnosed with mild-to-moderate MDD and treated with guided Internet-based Cognitive Behaviour Therapy (ICBT) at the Internet Psychiatry C...
Article
Full-text available
Background: Benefits of cardiac rehabilitation (CR) programme components on attaining risk factor targets post-myocardial infarction (MI) and their predictive strength relative to patient characteristics remain unclear. We aimed to identify organizational and patient-level predictors of risk factor target attainment at one-year post-MI. Methods: In...
Article
In clinical trials of obsessive-compulsive disorder (OCD), clinical outcomes are generally measured using lengthy clinician-administered interviews. However, in routine clinical practice, many clinicians lack the time to administer such instruments. This study evaluated cut-offs for treatment response and remission in OCD using the self-rated Obses...
Article
Full-text available
In summary, we provide the field with empirically derived Y-BOCS severity benchmarks across the lifespan which will be useful in research and clinical settings (subclinical OCD: 0-13 points; mild OCD: 14-21 points; moderate OCD: 22-29 points; severe OCD: 30-40 points). However, due to the modest accuracy of the classifications, we caution against t...
Article
Full-text available
Background β-blockers are routinely administered to patients following myocardial infarction (MI), yet their potential effect on health-related quality of life (HRQoL) is not entirely understood. We investigated the relationship between two different doses of β-blockers with HRQoL following MI. Methods and results This nationwide observational stu...
Preprint
Full-text available
In clinical trials of obsessive-compulsive disorder (OCD), clinical outcomes are generally measured using lengthy clinician-administered interviews. However, in routine clinical practice, many clinicians lack the time to administer such instruments. This study evaluated cut-offs for treatment response and remission in OCD using the self-rated Obses...
Preprint
Full-text available
Background: Symptoms related to chronic stress are prevalent and entail high societal costs, yet there is a lack of international consensus regarding diagnostics and treatment. A new stress-related diagnosis, Exhaustion Disorder (ED), was introduced into the Swedish version of ICD-10 in 2005. Since then, use of the diagnosis has increased rapidly....
Preprint
BACKGROUND: Depression and anxiety are known risk factors for patients with myocardial infarction (MI). However, the association of a previous psychiatric diagnosis of depression or anxiety, or such self-reported symptoms, with cardiovascular outcomes and mortality post MI has not previously been examined in the same nationwide cohort. METHODS: Us...
Article
Full-text available
We compared the odds of smoking cessation at 2-months post-myocardial infarction (MI), before and after implementing routines optimizing use of evidence-based smoking cessation methods, with start during admission. The following routines were implemented at six Swedish hospitals: cardiac rehabilitation nurses offering smokers consultation during ad...
Article
Background The benefits of specific cardiac rehabilitation (CR) programme components on patient outcomes after myocardial infarction (MI) remain unclear, as does their relative predictive strength compared to patient-level predictors. Purpose To identify CR organizational and patient-level predictors for reaching risk factor targets at one-year po...
Article
Background For smokers who suffer a myocardial infarction (MI), smoking cessation is the most effective measure to reduce recurrent event risk. Still, evidence-based treatment methods for aiding smoking cessation post-MI are underused. Purpose To compare the odds of smoking cessation at two-months post-MI before and after implementing a set of pre...
Preprint
Full-text available
Background: Evidence-based methods for aiding smoking cessation post-myocardial infarction are effective yet underused in clinical practice. We compared the odds of smoking cessation at 2-months post-myocardial infarction before versus after implementing a set of pre-specified routines optimizing evidence-based treatment methods for smoking cessati...
Article
Full-text available
Objective To assess executive functions (EFs) in patients with body dysmorphic disorder (BDD) and obsessive–compulsive disorder (OCD) compared with healthy controls. Methods Adults diagnosed with BDD (n = 26) or OCD (n = 29) according to the Diagnostic and Statistical Manual of Mental Disorders, Fifth Edition, and healthy controls (n = 28) underwe...
Article
Full-text available
The cause of cognitive dedifferentiation has been suggested as specific to late-life abnormal cognitive decline rather than a general feature of aging. This hypothesis was tested in two large cohorts with different characteristics. Individuals (n = 2710) were identified in the Alzheimer's Disease Neuroimaging Initiative (ADNI) research database (n...
Article
Full-text available
Background: The U-CARE Heart trial was one of the first randomized controlled trials to evaluate the effect of internet-based cognitive behavioral therapy on self-reported symptoms of anxiety or depression for patients with a recent myocardial infarction. While the effects of internet-based cognitive behavioral therapy on Hospital Anxiety and Depre...
Preprint
BACKGROUND: Whether a patient benefits from psychotherapy or not is arguably a complex process and heterogeneous information extracted from process, genetic, demographic, and clinical data could contribute to the prediction of remission status after psychotherapy. This study applied supervised machine learning with such multi-modal baseline data to...
Preprint
Full-text available
Objective To assess executive functions in patients with Body Dysmorphic Disorder (BDD) and Obsessive-Compulsive Disorder (OCD) compared with healthy controls. Methods Adults diagnosed with BDD (n=26) or OCD (n=29) according to DSM-5, and healthy controls (n=28) underwent validated and computerized neuropsychological tests; spatial working memory...
Article
Full-text available
Purpose The study aimed to explore the self-perceived cognitive status and cognitive challenges associated with lifestyle changes in cardiac rehabilitation among elderly myocardial infarction (MI) patients (≥65 years). Further, the study explored coping strategies developed to manage these challenges in the everyday life. Methods Nine patients wer...
Preprint
Full-text available
BACKGROUND: Cognitive dedifferentiation describes the process in which acquired cognitive skills decline in later life making them more similar. The cause of cognitive dedifferentiation has been suggested as specific to late-life abnormal cognitive decline rather than a general feature of aging. This hypothesis was tested in two large cohorts with...
Article
Full-text available
BACKGROUND: Individuals with early phase cognitive impairment are frequently affected by existential distress, social avoidance and associated health issues (including symptoms of stress, anxiety, and depression). The demand for efficient psychological support is crucial from both an individual and a societal perspective. We have developed a novel...
Preprint
Full-text available
Background The U-CARE Heart trial was one of the first randomized controlled trials to evaluate the effect of internet-based cognitive behavioral therapy on self-reported symptoms of anxiety or depression for patients with a recent myocardial infarction. While the effects of internet-based cognitive behavioral therapy on Hospital Anxiety and Depres...
Preprint
BACKGROUND The U-CARE Heart trial was one of the first randomized controlled trials to evaluate the effect of internet-based cognitive behavioral therapy on self-reported symptoms of anxiety or depression for patients with a recent myocardial infarction. While the effects of internet-based cognitive behavioral therapy on Hospital Anxiety and Depres...
Article
Full-text available
AIMS Dose-dependent effects of β-blockers on survival and cardiovascular outcomes after myocardial infarction (MI) are not well understood. We investigated the long-term risk of cardiovascular events in patients with different doses of β-blockers after MI. METHODS AND RESULTS This was a nationwide observational study linking morbidity, mortality,...
Thesis
Full-text available
This thesis is compiled from four studies dealing with the prediction of myocardial infarction (MI) and some associated risk behaviours post MI. Study 1 extends the field of possible psychosocial stress-triggering of MI to Sweden, and to the phenomenon of temporal crests and troughs in national MI rates. These findings are in the present thesis in...
Article
Full-text available
Background: There remains a lack of large-scale clinical studies of cognitive impairment that aim to increase diagnostic and prognostic accuracy as well as validate previous research findings. The MemClin project will amass large quantities of cross-disciplinary data allowing for the construction of robust models to improve diagnostic accuracy, ex...
Article
Full-text available
BACKGROUND: The Heart School is a standard component of cardiac rehabilitation after myocardial infarction in Sweden. The group-based educational intervention aims to improve modifiable risks, in turn reducing subsequent morbidity and mortality. However, an evaluation with respect to mortality is lacking. AIMS: Using linked population registries,...
Article
Full-text available
Background: Patients with symptoms of depression and/or anxiety - emotional distress - after a myocardial infarction (MI) have been shown to have worse prognosis and increased healthcare costs. However, whether specific subgroups of patients with emotional distress are more vulnerable is less well established. The purpose of this study was to iden...
Data
Graphical depiction of model training, testing, and validation.
Article
Full-text available
BACKGROUND Patients with first-time myocardial infarction (MI) and diabetes mellitus (DM) constitute a vulnerable subgroup of cardiovascular (CV) patients for which secondary prevention is particularly important. We investigated if patients with versus without DM differ in attaining four main lifestyle-related cardiac rehabilitation (CR) targets,...
Article
Full-text available
BACKGROUND: Low adherence to recommended treatments is a multifactorial problem for patients in rehabilitation after myocardial infarction (MI). In a nationwide trial of internet-delivered cognitive behavior therapy (iCBT) for the high-risk subgroup of patients with MI also reporting symptoms of anxiety, depression, or both (MI-ANXDEP), adherence w...
Article
BACKGROUND: The heart school is an educational intervention offered in comprehensive cardiac rehabilitation (CR) in Sweden after suffering myocardial infarction (MI). The intervention aims to reduce modifiable risk factors and thereby also mortality and morbidity post-MI, yet has not been investigated with respect to hard endpoints. PURPOSE: We e...
Article
Full-text available
BACKGROUND: Psychotherapeutic treatment for the subgroup of patients with MI that also suffer from comorbid symptoms of anxiety and/or depression (MI-ANXDEP) is part of cardiac rehabilitation (CR). Adherence to a range of treatments and lifestyle advice is crucial for risk reduction in these patients. Understanding the relative importance of predic...
Poster
Full-text available
BACKGROUND: Cognitive ability is substantially hereditary and predicts socioeconomic status (SES), health behaviours, physical health, and longevity. The robustness and mediation of the CA – mortality association is however insufficiently understood. Our previous findings suggest that the effect of early-in-life CA on later-in-life mortality also h...
Article
BACKGROUND: Low adherence to recommended treatments is a multifactorial problem in rehabilitation for patients with myocardial infarction (MI). In a nationwide trial of internet-delivered cognitive behavior therapy (iCBT) for the high-risk subgroup of patients with MI also reporting symptoms of anxiety, depression, or both (MI-ANXDEP), adherence wa...
Data
Supplemental material for Factors associated with emotional distress in patients with myocardial infarction: Results from the SWEDEHEART registry
Article
Full-text available
BACKGROUND: Mild Cognitive Impairment (MCI) and dementia differ in important ways yet share a future of increased prevalence. Separating these conditions from each other, and from Subjective Cognitive Impairment (SCI), is important for clinical prognoses and treatment, socio-legal interventions, and family adjustments. With costly clinical investig...
Article
Full-text available
Background Emotional distress, symptoms of depression and anxiety, is common among patients after a myocardial infarction (MI), and is associated with an increased risk of cardiovascular morbidity. Real world population data on factors associated with emotional distress in MI patients are scarce. The aim was to determine factors associated with inc...
Article
Full-text available
BACKGROUND: Symptoms of depression and anxiety are common after a myocardial infarction (MI). Internet-based cognitive behavioral therapy (iCBT) has shown good results in other patient groups. OBJECTIVE: The aim of this study was to evaluate the effectiveness of an iCBT treatment to reduce self-reported symptoms of depression and anxiety among pat...
Article
Full-text available
Background: General cognitive ability (CA) is positively associated with later physical and mental health, health literacy, and longevity. We investigated whether CA estimated approximately 30 years earlier in young adulthood predicted lifestyle-related risk factors and two-year survival in first myocardial infarction (MI) male patients. Methods:...
Conference Paper
Introduction: Statin use after a myocardial infarction (MI) has been shown to effectively reduce cardiovascular events and mortality and is first line therapy. However, evidence shows suboptimal treatment adherence. Emotional distress (ED) has been found to affect adherence to cardiac medication, but less has been done to assess its influence in ad...
Conference Paper
INTRODUCTION: General cognitive ability (CA) estimated early in life is positively associated with later physical and mental health, health literacy, and longevity. METHODS: We investigated young adulthood CA as a long-term risk indicator for the lifestyle factors smoking, diabetes, hypertension, obesity, and two-year mortality in the largest samp...
Conference Paper
Full-text available
Introduction and purpose: Psychological stress may trigger a cardiovascular event, such as acute myocardial infarction (MI). Increased MI incidence coincides with recurrent time ­periods during the year perceived as particularly stressful. We evaluated an Artificial Time­-Constraint (ATC) model which postulates that the incidence of cardiovascular...
Article
Full-text available
Physical prowess is associated with rapid recovery from exhaustion. Here we examined whether recovery from aerobic exercise could be manipulated with a rhythmic sound pattern that either decreased or increased in tempo. Six men and six women exercised repeatedly for 6 min on a cycle ergometer at 60 percent of their individual maximal oxygen consump...
Article
Full-text available
The feminist movement purports to improve conditions for women, and yet only a minority of women in modern societies self-identify as feminists. This is known as the feminist paradox. It has been suggested that feminists exhibit both physiological and psychological characteristics associated with heightened masculinization, which may predispose wom...

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