Help-seeking Individuals Research Articles

Preventing Child Sexual Abuse and the Use of Child Sexual Abuse Materials: Following up on the German Prevention Project Dunkelfeld

Sexual interest in minors (i.e., pedophilia and hebephilia) is considered a risk factor for Child Sexual Abuse (CSA) and the use of Child Sexual Abuse Material (CSAM). This study examined the long-term development of CSA, CSAM use, associated cognitions, and quality of life among self-referred, help-seeking individuals diagnosed with pedophilic or hebephilic disorder (PHD) outside the judicial system. Of the 110 eligible men who had undergone therapy for PHD due to psychological distress or risk of offending, 56 were available for follow-up assessment 1–11 years after treatment. Behavioral manifestations, offense-supportive cognitions, and quality of life were evaluated using interviews and psychometric measures. At follow-up, 7.7% of participants with a history of CSA had re-offended, whereas 89.1% of previous CSAM users reported recidivism, although with less severe material. No new CSA offenses occurred among those without prior CSA. Treatment led to increased cognitive victim empathy and reductions in CSA-supportive and CSAM-supportive attitudes, but only the latter improvement persisted through follow-up. Participants exhibited elevated CSA-supportive attitudes relative to community norms at all time points and diminished quality of life at follow-up. Pedophilic and hebephilic disorder carry a persistent risk of sexual offending, particularly regarding CSAM use. Therapeutic gains in offense-supportive cognitions may erode over time without ongoing care. A comprehensive public health approach encompassing early detection, prevention, and expanded treatment access that addresses both the risk of reoffending and overall well-being is crucial for reducing sexual victimization and improving mental health outcomes for individuals from this target group.

Factorial structure of the Comprehensive Assessment of At-Risk Mental States in help-seeking individuals: mapping the structure and the prediction of subsequent transition to psychosis

ObjectivesThe aim of the current study was 3-fold: 1) to examine the factorial structure of the Comprehensive Assessment of At-Risk Mental States (CAARMS) in help-seeking individuals undergoing an assessment on suspicion of psychosis risk; 2) to investigate the association of CAARMS factors with functioning; 3) and to test the association of any derived factors with the longitudinal outcome of transition to psychosis.MethodsThe study included 101 patients. First, a principal component analysis (PCA) was conducted using the Varimax rotation method. A minimum initial eigenvalues of greater than or equal to 1.0, analysis of Scree plots, percentage of variance explained by each component, reliability (Cronbach’s alpha) of factors above 0.7 and Parallel Analysis were the criteria used to determine the appropriate number of factors Second, Spearman correlations were run to analyze the relationship between CAARMS factors and sociodemographic and functional variables (i.e. age, schooling, Social and Occupational Functioning Assessment Scale-SOFAS- and Health of the Nation Outcome Scales-HoNOS- scores). Third, we performed a Logistic regression analysis to evaluate the association between baseline CAARMS factors and the risk of transition to psychosis at the 6-month follow-up.ResultsA total of 101 consecutive patiens were recruited. We found that: 1) a 6 factor model solution as the most appropriate, jointly accounting for 65% of the variance; 2) factors 1 (“negative-interpersonal”), 2 (“cognitive-disorganization”), 3 (“positive”), and 4 (“motor-physical changes”) were negatively correlated with SOFAS total score; factors 1, 2, and 3 showed positive correlations with HoNOS total score; factors 2 and 3 present similar patterns of correlations, factor 3 manifesting the strongest association with HoNOS symptoms, HONOS and SOFAS total score. Both factors 5 and 6 show significant associations with HoNOS behavioral impairment; 3) after 6 months 28 participants (30.1%) converted to psychosis. Factors 2 and 3 were positively associated with the risk of transition to psychosis; whereas, the factor 5 (“affective factor”) was negatively associated with the outcome variable.ConclusionsIt is thus crucial to recognize the type and severity of psychopathology in help-seeking individuals in order to intensive clinical monitoring of subclinical psychopathology risk profiles, and design specific care pathways.

Neurocognition and social cognition in youth and young adults at ultra-high-risk for psychosis and bipolar disorder

BackgroundSchizophrenia and bipolar disorder are associated with significant deficits in neurocognition and social cognition. Unlike the studies in chronic stages of these disorders, very limited information is available regarding neurocognitive and social-cognitive impairment before the onset of bipolar disorder. Our main aim was to investigate the differences in neurocognition and social cognition between individuals at ultra-high risk for psychosis (UHR-P) and bipolar disorder (UHR-BD). MethodsThis study included 152 help-seeking individuals identified as UHR-P (n = 78) and UHR-BD (n = 74), who were compared with a healthy control group (n = 43). A comprehensive neuropsychological battery was administered to all participants. ResultsUHR-P was associated with widespread deficits in all neurocognitive and social-cognitive domains. Effect sizes (Cohen's d) of these deficits ranged from −0.57 to −1.34. UHR-BD was associated with significant deficits in processing speed, executive functions, sustained attention and social cognition (d = −0.48 to-0.70, p < 0.05). UHR-P performed significantly worse than UHR-BD in social cognition, processing speed, verbal memory and executive function domains (d = −0.39 to-0.64, p < 0.05). Negative symptoms were associated with impaired social cognition in the UHR-P group and verbal memory deficits in the UHR-BD group. Cognitive impairment was associated with functional impairment in both groups. ConclusionsWhile UHR-P is associated with more widespread cognitive impairment, deficits in processing speed, executive functions, sustained attention and social cognition might be common features of both UHR groups. In early intervention services, cognition should be considered as a target for assessment and intervention not only for individuals at high risk for psychosis but also for bipolar disorder.

A cross-sectional study of the relationship between frequency of cannabis use and psychiatric symptoms among people seeking mental health and addiction services in Nova Scotia (2019–21)

BackgroundCannabis use may be a modifiable risk factor for mental health problems; however, the role of cannabis use frequency in population seeking mental health and addiction services remains unclear. This study aimed to: 1) compare the prevalence and functional impact of psychiatric symptoms among frequent, infrequent, and non-users of cannabis; and 2) evaluate the associations between cannabis use frequency and functional impact of psychiatric symptoms in help-seeking individuals. MethodsData from the Mental Health and Addictions (MHA) Central Intake system in Nova Scotia, Canada was used. Participants aged 19–64 who received MHA Intake assessments from September 2019 to December 2021 with complete information about substance use were included (N = 20,611). Cannabis use frequency over past 30 days was categorized into frequent (>4 times a month), infrequent (≤4 times a month), and non-use. Psychiatric symptomatology consists of five domains: mood, anxiety, psychosis, cognition, and externalizing behaviors. Multivariate ordinal logistic regression was used to examine the associations between cannabis use frequency and functional impact of psychiatric symptoms. ResultsFrequent and infrequent cannabis users had a higher prevalence of psychiatric symptoms in each domain than non-users, while no significant differences were found between frequent and infrequent users. Frequent cannabis use was associated with greater functional impact of psychiatric symptoms in each domain compared to non-users, while infrequent use was only associated with greater functional impact of externalizing behaviors. ConclusionFrequent cannabis use is associated with increased prevalence and functional impact of psychiatric symptoms among adults seeking mental health services.

The Italian version of the 16-item Prodromal Questionnaire (PQ-16) and its psychometric features in help-seeking ultra-high-risk subjects and in the general population.

Increasing attention to the early stages of psychosis and the identification of symptomatic prodromal states have led to the development of a growing number of screening tools. The 16-item version of the Prodromal Questionnaire (PQ-16) is a worldwide used self-administered tool for this purpose. However, to date, fundamental psychometric properties of PQ-16 were not thoroughly investigated. This study aimed to examine the structural validity, measurement invariance, reliability and other psychometrical properties of the Italian version of the PQ-16 (iPQ-16) in help-seeking individuals and in the general population. The iPQ-16 was administered to 449 young outpatients attending six community mental health services and to 318 control participants enrolled in educational environment. Confirmatory factor analyses (CFAs), measurement invariance (MI) between the help-seeking group and the general population sample, convergent validity, test-retest reliability, internal consistency, and prevalence analyses were performed. Lastly, the validity of the adopted PQ-16 cut-offs through Receiver Operating Characteristic (ROC) curves plotted against CAARMS diagnoses was also tested. CFAs confirmed the single-factor structure for the iPQ-16 and scalar MI was reached. The iPQ-16 showed high internal consistency, test-retest reliability, convergent validity, and acceptable diagnostic accuracy. ROC analysis suggested a score of ≥4 as best cut-off. The iPQ-16 represents a valid and reliable questionnaire for the assessment of high mental risk in both Italian outpatients and general student population. It has good psychometric properties and is easy to implement as UHR screening for clinical as well as research purposes.

Cross-cultural adaptation and inter-rater reliability of the Schizophrenia proneness instrument adult version (SPI-A) in the Indonesian context

This study aims to adapt the Schizophrenia Proneness Instrument, Adult Version (SPI-A) for the assessment of basic symptoms to the Indonesian context (culturally and linguistically) and analyze the inter-rater reliability of the translated version. Following a specific methodology for cultural adaptation, direct and back-translations were conducted together with cognitive interviews to analyze the comprehensibility of the translated version. A linguistic expert analyzes the resulting version to determine its grammatical and linguistic adequacy. Finally, the interclass correlation (ICC) of the three expert ratings of the samples (N = 9) was analyzed. The direct and back-translation phases showed good conceptual equivalence to the original version. The cognitive interviews revealed items that were challenging to understand and required revision. The final version also considered the judgments of a linguistic expert for grammatical and conceptual improvements. Inter-rater reliability analysis showed an excellent degree of agreement (ICC value: 0.984; 95% CI: 0.950–0.996). The translated SPI-A fits the Indonesian context and can be used in clinical settings to assess basic symptoms in help-seeking individuals in Indonesia.

A Narrative Review of Early Intervention for Eating Disorders: Barriers and Facilitators.

Eating disorders (EDs) are serious psychiatric illnesses that typically develop during adolescence and emerging adulthood. Early intervention is important for improved outcomes for young people with EDs, yet help-seeking is low and individuals often have a significantly protracted start to treatment, suggesting that early intervention is not well established in the ED field. Previous reviews on facilitators and barriers to early intervention for EDs largely cover perceived barriers related to patient variables and perspectives, whereas clinician-, service-, and healthcare system-related facilitators and barriers are less frequently reviewed. The aim of this review is to synthesize the literature on barriers to and facilitators of early intervention for EDs, regarding patient-, clinician-, service-, and healthcare system-related factors. A narrative review was conducted by searching for relevant peer-reviewed, English-language articles published up until July 2023 on PubMed and PsychINFO. The search was conducted in two steps. First, key search terms were used to identify existing reviews and meta-analyses on facilitators and barriers to early intervention for EDs. Then, additional search terms were added to search for primary and secondary research on patient/family, clinician, service, and healthcare system-related barriers and facilitators. The identified literature shows that, after overcoming intrinsic, motivational barriers (such as self-stigma, denial, and ambivalence), help-seeking individuals may be met with long service waiting lists and limited treatment options. Despite these barriers, there is ongoing research into early intervention in practice, which aims to reach underserved populations and facilitate early intervention despite high service demands and shortages of trained healthcare professionals. Funding for ED research and services has historically been low, and there is also a research-practice gap. This highlights the need for increased consideration of, and funding for early intervention for EDs, to remove barriers as well as facilitate discussions around how to make early intervention programs scalable and sustainable.

Population mental health, help-seeking and associated barriers following the COVID-19 pandemic: Analysis of repeated nationally representative cross-sectional surveys in Czechia

This study investigated the Czech adults’ mental health following the COVID-19 pandemic and the potential influence of data collection methodology on prevalence estimates. Separately, it investigated changes in help-seeking and associated barriers. Data from representative surveys on Czech adults, conducted in November 2017 (n = 3,306), in May (n = 3,021) and November 2020 (n = 3,000), and in November and December 2022 (n = 7,311), were used. Current mental disorders were assessed by the Mini International Neuropsychiatric Interview, and the treatment gap was established in individuals scoring positively. In help-seeking individuals, encountering barriers was investigated. In 2017 and 2022, 20.02 % and 27.22 % of individuals had at least one mental disorder, respectively. The 2022 panel sampling and online and telephone interviewing estimates (34.29 % and 26.7 %) were substantially higher than those from household sampling and personal interviewing (19.9 %). Prevalence rates based on household sampling and personal interviewing were broadly consistent in 2017 and 2022. The treatment gap was around 80 % from 2017 to 2022. More than 50 % of individuals encountered structural barriers in help-seeking in 2022. This study showed that prevalence rates were still elevated in 2022, but suggests that data collection methodology influenced the estimates. Separately, the treatment gap remained consistently very high, and encountering structural barriers in help-seeking was common.

A randomised double-blind placebo-controlled trial of minocycline and/or omega-3 fatty acids added to treatment as usual for at risk Mental States: The NAYAB study

BackgroundInflammatory mechanisms are thought to contribute to the onset of psychosis in persons with an at-risk mental state (ARMS). We investigated whether the anti-inflammatory properties of minocycline and omega-3 polyunsaturated fatty acids (omega-3), alone or synergistically, would prevent transition to psychosis in ARMS in a randomised, double-blind, placebo-controlled trial in Pakistan. Methods10,173 help-seeking individuals aged 16–35 years were screened using the Prodromal Questionaire-16. Individuals scoring 6 and over were interviewed using the Comprehensive Assessment of At-Risk Mental States (CAARMS) to confirm ARMS. Participants (n = 326) were randomised to minocycline, omega-3, combined minocycline and omega-3 or to double placebo for 6 months. The primary outcome was transition to psychosis at 12 months. FindingsForty-five (13.8 %) participants transitioned to psychosis. The risk of transition was greater in those randomised to omega-3 alone or in combination with minocycline (17.3.%), compared to 10.4 % in those not exposed to omega-3; a risk-ratio (RR) of 1.67, 95 % CI [0.95, 2.92] p = 0.07. The RR for transitions on minocycline vs. no minocycline was 0.86, 95 % CI [0.50, 1.49] p > 0.10. In participants who did not become psychotic, CAARMS and depression symptom scores were reduced at six and twelve months (mean CAARMS difference = 1.43; 95 % CI [0.33, 1.76] p < 0.01 in those exposed to omega-3. Minocycline did not affect CAARMS or depression scores. InterpretationIn keeping with other studies, omega-3 appears to have beneficial effects on ARMS and mood symptom severity but it increased transition to psychosis, which may reflect metabolic or developmental consequences of chronic poor nutrition in the population. Transition to psychosis was too rare to reveal a preventative effect of minocycline but minocycline did not improve symptom severity. ARMS symptom severity and transition to psychosis appear to have distinct pathogeneses which are differentially modulated by omega-3 supplementation. FundingThe study was funded by the Stanley Research Medical Institute.

Moderating Role of Sexual Attitudes in the Association between Online Sexual Activity and Problematic Pornography Use: Evidence from the Chinese Community and Help-Seeking Men

Objectives This study aimed to investigate the moderating role of sexual attitudes in the association between online sexual activity (OSA) and problematic pornography use (PPU) in the Chinese context. Specifically, we examined whether incongruence stemming from attitudes (i.e., disapproval of nonmarital and casual sex but engaging in OSA) amplifies the perception of PPU. Methods We recruited two samples of Chinese men, one from the community (N 1 = 525) and the other comprising help-seeking individuals (N 2 = 578). Results Sexual attitudes moderate the relationship between OSA and PPU in both samples, with the predictive influence of OSA on PPU weakening among individuals with a relatively permissive attitude (scored one SD above the mean of sexual attitudes), and strengthened among individuals with a relatively conservative attitude (scored one SD below the mean of sexual attitudes). Conclusions In the conservative sexual cultural context of China, a relatively conservative sexual attitude might strengthen the association between OSA and PPU.

Uncovering mnestic problems in help-seeking individuals reporting subjective cognitive complaints

In individuals with subjective cognitive impairments (SCI) the risk for the development of a neurodegenerative disease is assumed to be increased. However, it is not clear which factors contribute to the expression of SCI: Is it related to the cognitive resources already challenged, or is the psycho-affective state of more relevance? Using a novel online assessment combining self-report questionnaires and neuropsychological psychometric tests, significant predictors for the level of complaints were identified in two samples of elderly individuals: Help-seekers (HS, n = 48) consulting a memory clinic and a matched sample of non-help-seekers (nHS, n = 48). Based on the results of the online assessment, the SCI level was found to be significantly determined by the psycho-affective state (depressive mood) in the nHS group, whereas cognitive performance (cued recall) was the main predictor in the HS group. The predictive value of recall performance, however, is more-strongly expressed in memory tests which reduce the impact of compensatory strategies (face–name-association vs. word lists). Our results indicate that the problem-focused behavior of help-seeking individuals is also associated with a higher sensitivity for cognitive deficits—which can be uncovered with an appropriate psychometric test. Considering these factors, the conversion risk in individuals with SCI can probably be determined more reliably.

Oxytocin as a treatment for high-risk psychosis or early stages of psychosis: a mini review.

Individuals at clinical high risk for psychosis (CHR-P) present as help-seeking individuals with social deficits as well as cognitive and functional impairment and have a 23-36% risk of transition to first-episode psychosis. The therapeutic role of intranasal oxytocin (ΟΤ) in psychiatric disorders has been widely studied during the last decades, concerning its effects on social behavior in humans. A literature search was conducted via Pubmed and Scopus, using the search terms "oxytocin" and "psychosis." Six studies were included in the current review. There were differences in terms of demographics, intervention type, and outcome measures. ΟΤ may affect the social cognition skills of people at prodromal and early stages of psychosis, but its effect on clinical symptoms is ambiguous. Because of the high level of heterogeneity of existing studies, more original studies are needed to examine and clarify whether OT improves high-risk and early psychosis populations.

Psychotic-like experiences and multimorbid psychopathology: The relationship between the 16-item prodromal questionnaire and DSM-IV classifications in a help-seeking population.

Identifying multimorbid psychopathology is necessary to offer more adequate treatment and ultimately reduce the prevalence of persistent mental illnesses. Psychotic symptoms are increasingly seen as a transdiagnostic indicator of multimorbidity, severity and complexity of non-psychotic psychopathology. This study aims to investigate whether psychotic-like experiences and subclinical psychotic symptoms as measured by the 16-item Prodromal Questionnaire are also associated with multimorbid psychopathology. Participants were help-seeking individuals from outpatient mental healthcare settings and intensive home-treatment teams, aged 17-35. Assessment included the 16-item Prodromal Questionnaire to measure psychotic-like experiences, the Structured Clinical Interview for DSM-IV Axis I, and three sections of the Structured Clinical Interview for DSM-IV Axis II Disorders to determine DSM-IV-TR classifications. The final sample comprised of 160 participants who scored above a cutoff of 6 items on the 16-item Prodromal Questionnaire (HIGH-score) and 60 participants who scored below cutoff (LOW-score). A Poisson Regression was executed to determine the association between the PQ-16 and DSM-IV-TR classifications. The HIGH-score group had a mean of 2.76 multimorbid disorders (range 0-7), while the LOW-score group had a mean of 1.45 disorders (range 0-3). Participants with four to seven disorders scored high on the 16-item Prodromal Questionnaire. Our results suggest that psychotic-like experiences are associated with multimorbidity and severity of psychopathology. Screening for psychotic-like experiences via the PQ-16 in a help-seeking population may help prevent under-diagnosis and under-treatment of comorbid psychopathology.

Racial differences in attenuated psychotic symptoms during the COVID-19 pandemic.

Rates of attenuated psychotic symptoms (APS) have increased during the COVID-19 pandemic; however, it is unclear whether this is most evident among individuals from marginalized racial groups. The current study evaluated APS screening data across a six-year period in the state of Georgia in the United States, spanning several years prior to and during the COVID-19 pandemic to evaluate interactions between time and race. Participants included 435 clinical help-seeking individuals. The rate of individuals scoring above the APS screening cut-off was higher during the pandemic compared to pre-pandemic (41% vs 23%). This pandemic-related increase in APS was significant for Black, but not White or Asian participants. Findings indicate APS are increasing during the COVID-19 pandemic among clinical help-seeking populations. Black individuals may be at greater risk for developing a psychotic disorder during the pandemic, suggesting increased need for screening, mental health monitoring, and treatment.

Changes in sexual thoughts and behaviors in a clinical sample of child sexual abuse material users under the COVID-19 pandemic

In this article, we describe a qualitative study in which we examined perceived effects of the COVID-19 pandemic on help-seeking individuals who access child sexual abuse material (CSAM, legally referred to as child pornography). The study recruited 18 participants who were part of the internet based Prevent It Cognitive Behavior Therapy (CBT) clinical trial, which aims to reduce CSAM use and child exploitation, and were willing to answer questions during a semi-structured interview about the perceived impact of the pandemic restrictions on their lives, including their sexual thoughts and behaviors. Key themes that were identified from the participants’ answers included changes in day-to-day life, mental health, sexual thoughts, behaviors or urges, responses and coping strategies used to deal with sexual urges, changes on the forums, positive changes, and how they could best be assisted with coping in this situation. Our qualitative analysis also suggested that the pandemic affected urges to use CSAM, therefore potentially increasing the risk of online sexual offending. These results support that there is a need to investigate this potential negative side effect of quarantines or lockdowns before future pandemics.

Examining Hurricane Ida's Impact on Mental Health: Results From a Quasi-Experimental Analysis.

Limited research has evaluated the mental health effects during compounding disasters (e.g., a hurricane occurring during a pandemic), and few studies have examined post-disaster mental health with alternative data sources like crisis text lines. This study examined changes in crisis help-seeking for individuals in Louisiana, USA, before and after Hurricane Ida (2021), a storm that co-occurred during the COVID-19 pandemic. An interrupted time series analysis and difference-in-difference analysis for single and multiple group comparisons were used to examine pre-and post-changes in crisis text volume (i.e., any crisis text, substance use, thoughts of suicide, stress/anxiety, and bereavement) among help-seeking individuals in communities that received US Federal Emergency Management Agency individual and public assistance following a presidential disaster declaration. Results showed a significant increase in crisis texts for any reason, thoughts of suicide, stress/anxiety, and bereavement in the four-week, three-month, and four-month post-impact period. Findings highlight the need for more mental health support for residents directly impacted by disasters like Hurricane Ida.

Cognitive functioning in a group of adolescents at risk for psychosis.

Cognitive deficits are a core feature of schizophrenia, and impairments are present in groups at-risk for psychosis. Most at-risk studies include young adults and not younger age-groups, such as adolescents. Participants are usually help-seeking individuals, even though risk factors may also be present in non-help seeking adolescents. We aim to explore cognitive functions in a group of non-help-seeking 15-year-old adolescents at risk for psychosis compared to age- and gender matched controls, including particular focus on specific cognitive domains. Hundred participants (mean age = 15.3) were invited after completing the 14-year-old survey distributed by the Norwegian Mother-, Father- and Child Study. At-risk adolescents were selected based on high scores on 19 items assessing both psychotic experiences and anomalous self-experiences. Matched controls were selected from the same sample. Cognitive functioning was assessed using the MATRICS Consensus Cognitive Battery and IQ using Wechsler's Abbreviated Test of Intelligence. We found that the adolescents at-risk for psychosis had significantly poorer scores than controls on the composite score of the MCCB. IQ scores were also significantly lower in the at-risk group. The results highlight general cognitive deficits as central in a group of non-help-seeking adolescents at-risk for psychosis. Results indicate that the development of cognitive impairments starts early in life in at-risk groups. It is still unclear whether specific cognitive domains, such as verbal learning, are related to psychotic symptoms or may be specifically vulnerable to symptoms of depression and anxiety.

Symptoms of problematic pornography use among help-seeking male adolescents: Latent profile and network analysis.

Little data exist on exploring the subgroups and characteristics of problematic pornography use (PPU) in help-seeking adolescents. The aims of the study were to classify the subgroups among help-seeking male adolescents, explore their similarities and differences, and uncover their core symptoms. A total of 3,468 Chinese male adolescents (M age = 16.64 years, SD=1.24) who were distressed about their pornography use were recruited. The Problematic Pornography Consumption Scale, the Brief Pornography Screen Scale, and Moral Disapproval of Pornography Use were used to classify them. The General Health Questionnaire, the Pornography Craving Questionnaire, and the Sexual Compulsivity Scale were used to investigate participants' negative consequence related to their pornography use; and the Online Sexual Activity Questionnaire (OSAs) and time spent on pornography use every week were considered as quantitative indicators. Help-seeking male adolescents could be divided into 3 profiles, namely, self-perceived problematic (SP, n = 755), impaired control (IC, n = 1,656), and problematic use groups (PPU, n = 1,057). Frequency of OSAs was important for the identification of SP individuals, while negative consequences were more effective in identifying individuals with objective dysregulated behavior. Salience and mood modification were shared by all groups; however, in addition to this, the SP and PPU groups also showed withdrawal symptoms. This study's results provide support for the presence of different profiles of help-seeking individuals and information on potential intervention targets among adolescents which is lacking in the literature.

Training a machine learning classifier to identify ADHD based on real-world clinical data from medical records

The diagnostic process of attention deficit hyperactivity disorder (ADHD) is complex and relies on criteria sensitive to subjective biases. This may cause significant delays in appropriate treatment initiation. An automated analysis relying on subjective and objective measures might not only simplify the diagnostic process and reduce the time to diagnosis, but also improve reproducibility. While recent machine learning studies have succeeded at distinguishing ADHD from healthy controls, the clinical process requires differentiating among other or multiple psychiatric conditions. We trained a linear support vector machine (SVM) classifier to detect participants with ADHD in a population showing a broad spectrum of psychiatric conditions using anonymized data from clinical records (N = 299 participants). We differentiated children and adolescents with ADHD from those not having the condition with an accuracy of 66.1%. SVM using single features showed slight differences between features and overlapping standard deviations of the achieved accuracies. An automated feature selection achieved the best performance using a combination 19 features. Real-world clinical data from medical records can be used to automatically identify individuals with ADHD among help-seeking individuals using machine learning. The relevant diagnostic information can be reduced using an automated feature selection without loss of performance. A broad combination of symptoms across different domains, rather than specific domains, seems to indicate an ADHD diagnosis.

Factors influencing UK residents’ preferences in how psychologists present themselves online: a conjoint analysis during the early months of the COVID-19 pandemic

BackgroundThe COVID-19 pandemic has led to a surge in mental health issues in the UK and worldwide, yet many UK residents have not received the help they have needed. Earlier research has indicated that accommodating client preferences leads to better therapeutic outcomes, however, little is known about preferences in how psychologists present themselves online and what might facilitate or slow help-seeking individuals’ decision about whom to seek help from. Based on literature suggesting personal branding as an effective way for clients to choose between psychologists, we sought to investigate UK residents’ preferences for specialization and self-disclosure in online presentations of psychologists based on level of fear of COVID-19 and diagnostic status.MethodsA sample of 187 UK residents were surveyed mid-April 2020 and analyzed using a rating-based conjoint analysis with a fractional factorial design consisting of 22 profiles. Each profile consisted of six attributes (Years of experience, area of expertise, gender, self-disclosure, training institution and facial trustworthiness). Analyses of variance (ANOVA) were used to explore preferences for area of expertise and self-disclosure depending on fear of COVID-19. An independent sample t-test was done to explore preference for self-disclosure among diagnosed residents.ResultsThe conjoint model yielded a good fit (Kendall’s tau = .90, p < .001). Relative importance scores (RI) were highest for years of experience (RI = 28.84) and area of expertise (RI = 22.78). Residents with a high fear of COVID-19 preferred psychologists specialized in anxiety disorders and fear (also fear of COVID-19) more than residents with a low fear of COVID-19 (MD = .92, 95% CI = [.198, 1.64], p = .013). Residents with a high fear of COVID-19 also preferred self-disclosing psychologists more than residents with a low fear of COVID-19 (MD = 1.05, 95% CI = [.184, 1.92], p = .013). Diagnostic status was not associated with preference for self-disclosure.ConclusionsListing de facto specialization in psychologist profiles might facilitate prospective clients’ decision-making process. Self-disclosure appears to be important for some clients, but more research is warranted.