Automated Behavioral Coding to Enhance the Effectiveness of Motivational Interviewing in a Chat-Based Suicide Prevention Helpline: Secondary Analysis of a Clinical Trial.

BACKGROUND: With the rise of computer science and artificial intelligence, analyzing large data sets promises enormous potential in gaining insights for developing and improving evidence-based health interventions. One such intervention is the counseling strategy motivational interviewing (MI), which has been found effective in improving a wide range of health-related behaviors. Despite the simplicity of its principles, MI can be a challenging skill to learn and requires expertise to apply effectively. OBJECTIVE: This study aims to investigate the performance of artificial intelligence models in classifying MI behavior and explore the feasibility of using these models in online helplines for mental health as an automated support tool for counselors in clinical practice. METHODS: We used a coded data set of 253 MI counseling chat sessions from the 113 Suicide Prevention helpline. With 23,982 messages coded with the MI Sequential Code for Observing Process Exchanges codebook, we trained and evaluated 4 machine learning models and 1 deep learning model to classify client- and counselor MI behavior based on language use. RESULTS: The deep learning model BERTje outperformed all machine learning models, accurately predicting counselor behavior (accuracy=0.72, area under the curve [AUC]=0.95, Cohen κ=0.69). It differentiated MI congruent and incongruent counselor behavior (AUC=0.92, κ=0.65) and evocative and nonevocative language (AUC=0.92, κ=0.66). For client behavior, the model achieved an accuracy of 0.70 (AUC=0.89, κ=0.55). The model's interpretable predictions discerned client change talk and sustain talk, counselor affirmations, and reflection types, facilitating valuable counselor feedback. CONCLUSIONS: The results of this study demonstrate that artificial intelligence techniques can accurately classify MI behavior, indicating their potential as a valuable tool for enhancing MI proficiency in online helplines for mental health. Provided that the data set size is sufficiently large with enough training samples for each behavioral code, these methods can be trained and applied to other domains and languages, offering a scalable and cost-effective way to evaluate MI adherence, accelerate behavioral coding, and provide therapists with personalized, quick, and objective feedback.

"Nothing Was Done": Experiences of continued sexual abuse after disclosing to a mandated reporter among youth in the United States.

BACKGROUND: Disclosing ongoing child sexual abuse (CSA) to a mandated reporter should facilitate youth safety. Unfortunately, youth may continue to experience abuse after disclosure, although little research has examined this phenomenon. OBJECTIVE: We aimed to understand when and why the child protection process fails after youth disclose to a mandated reporter. PARTICIPANTS AND SETTING: Hotline support specialists completed an online survey about 124 anonymous hotline chats with youth whose abuse continued after a prior disclosure to a mandated reporter. METHODS: We thematically analyzed support specialists' open-ended descriptions of information disclosed by the victim in their chat. RESULTS: In most cases (71 %), the abuse was seemingly not reported or not investigated. Mandated reporters' belief of the victim and minimization of abuse affected reporting decisions. Some mandated reporters tried to address the abuse directly with the perpetrators, endangering victims. Rarely, mandated reporters did not report to respect the victim's wishes. In 24 % of cases, the victim described an investigation that did not result in protection. Victims indicated that investigators "sided to the perpetrator" or said there was not enough evidence. Some victims recanted, often in fear. In 6 % of cases, formal actions were taken but did not provide long-term protection. Victims described temporary cessation of abuse that resumed because their guardian(s) allowed the perpetrator to access them. CONCLUSIONS: Disclosing to a mandated reporter can engender traumatic experiences without resulting in long-term safety. Professionals need additional training to increase their knowledge of CSA and respond in ways that prioritize physical and emotional safety.

A "Self-Milieux" perspective on help-seeking: examining the impact of a person's sociocultural background on help-seeking in people with untreated depressive symptoms.

BACKGROUND: Mental illness is a global concern and the leading cause of years lived with disability. Research on help-seeking behaviour has focused on individual factors, but there is still much unexplained variance. Suggesting complex interactions between determinants of human behaviour a new framework called Self-Milieux is proposed to represent a person's sociocultural background. The article introduces a statistical approach to determine Self-Milieux and exemplarily examines its predictive validity for health-related research. METHODS: Self-Milieux are determined through a two-stage clustering method based on the determinants socioeconomic status and self-construal profile. Descriptive analyses are used to compare Self-Milieux characteristics. Hierarchical binary logistic regression models test the association between Self-Milieux and help-seeking behaviour, while controlling for socioeconomic status as an established predictor. RESULTS: The sample size was N = 1535 (Mage = 43.17 and 64.89% female participants). Average depression severity was M = 12.22, indicating mild to moderate symptoms. Six Self-Milieux were determined and named. Participants from privileged (aOR = 0.38) and self-sufficient (aOR = 0.37) milieux were less likely to seek help from a general practitioner than those from the entitled milieu. Participants from privileged (aOR = 0.30), collaborators (aOR = 0.50), disadvantaged (aOR = 0.33), and self-sufficient (aOR = 0.21) milieux were less likely to seek help from family members than those from the entitled and family-bound milieux. DISCUSSION: The study's strengths and limitations, as well as the cluster methodology, are discussed. The comparative results for the six Self-Milieux are interpreted based on current research. For example, participants from some milieux follow a help-seeking process proposed in previous research, while participants from other milieux seem to show a different process, one that ends in informal help-seeking.

Familial transmission of mental health help-seeking: Does it "run in the family"?

Familial transmission of mental illnesses and health behaviors is well established. However, little research has examined familial transmission of mental health help-seeking behaviors despite social science theoretical traditions that support its occurrence including social learning theory and the network episode model. Among parent-adolescent dyads, extant literature supports consideration of adolescent-autonomy versus parent-gatekeeping according to whether or not parents recognize a mental health problem in their adolescent. Given this, we examined familial transmission of self-reported mental health help-seeking among parent-adolescent dyads over an 18-month period from a school-based study (N = 422; Texas, USA). Generalized estimating equations tested the effect of multiple forms of parent help-seeking on similar forms of adolescent help-seeking, controlling for personal/family characteristics. We also examined interaction by parent recognition of a mental health problem in their adolescent to discern unique intergenerational processes across these subgroups of parent-adolescent dyads. Owing to effect modification by parent problem recognition (p<0.01), two unique familial transmission of help-seeking pathways emerged. When parent problem recognition was present, parent self help-seeking history reduced adolescent help-seeking net of controls. In contrast, when parent problem recognition was absent, parent self help-seeking history increased adolescent help-seeking net of controls. Our findings provide evidence of familial transmission of mental health help-seeking behaviors, but the direction of influence fundamentally depends on parent recognition of a mental health problem in their adolescent in order to reveal intergenerationally transmitted processes. The findings support our hypotheses that familial transmission of help-seeking starts early in adolescence and is likely influenced by parent modeling and gatekeeping, though explanations for the patterns observed, such as short- and long-term positive and negative mixed impacts of past help-seeking experiences of parents, require further study to ascertain.

"I didn't even wonder why I was on the floor" - mixed methods exploration of stroke awareness and help-seeking behaviour at stroke symptom onset.

INTRODUCTION: To better target stroke awareness efforts (pre and post first stroke) and thereby decrease the time window for help-seeking, this study aims to assess quantitatively whether stroke awareness is associated with appropriate help-seeking at symptom onset, and to investigate qualitatively why this may (not) be the case. METHODS: This study conducted in a German regional stroke network comprises a convergent quantitative-dominant, hypothesis-driven mixed methods design including 462 quantitative patient questionnaires combined with qualitative interviews with 28 patients and seven relatives. Quantitative associations were identified using Pearson's correlation analysis. Open coding was performed on interview transcripts before the quantitative results were used to further focus qualitative analysis. Joint display analysis was conducted to mix data strands. Cooperation with the Patient Council of the Department of Neurology ensured patient involvement in the study. RESULTS: Our hypothesis that stroke awareness would be associated with appropriate help-seeking behaviour at stroke symptom onset was partially supported by the quantitative data, i.e. showing associations between some dimensions of stroke awareness and appropriate help-seeking, but not others. For example, knowing stroke symptoms is correlated with recognising one's own symptoms as stroke (r = 0.101; p = 0.030*; N = 459) but not with no hesitation before calling help (r = 0.003; p = 0.941; N = 457). A previous stroke also makes it more likely to recognise one's own symptoms as stroke (r = 0.114; p = 0.015*; N = 459), but not to be transported by emergency ambulance (r = 0.08; p = 0.872; N = 462) or to arrive at the hospital on time (r = 0.02; p = 0.677; N = 459). Qualitative results showed concordance, discordance or provided potential explanations for quantitative findings. For example, qualitative data showed processes of denial on the part of patients and the important role of relatives in initiating appropriate help-seeking behaviour on patients' behalf. CONCLUSIONS: Our study provides insights into the complexities of the decision-making process at stroke symptom onset. As our findings suggest processes of denial and inabilities to translate abstract disease knowledge into correct actions, we recommend to address relatives as potential saviours of loved ones, increased use of specific situational examples (e.g. lying on the bathroom floor) and the involvement of patient representatives in the preparation of informational resources and campaigns. Future research should include mixed methods research from one sample and more attention to potential reporting inconsistencies.

Help-Seeking from Victim Services, Personal Networks, and Reporting to Police: Stalking Victim Behaviors from the 2019 NCVS Supplemental Victimization Survey.

Understanding the predictors of stalking victimization, help-seeking behaviors of stalking victims, and their reporting to police can help law enforcement and advocates improve systems and ensure they are accessible and useful to victims. Existing stalking research focuses heavily on campus-based stalking, non-nationally representative populations, and/or dated data collection methods, such as the 2006 National Crime Victimization Survey, Supplemental Victimization Survey (NCVS-SVS), an instrument that has been updated according to current stalking definitions. This study employs the latest 2019 NCVS-SVS to analyze its new stalking screening questions and additional variables. We identified predictors of (a) stalking victimization, (b) help-seeking from victim-serving agencies, (c) help-seeking from personal networks, and (d) reporting to police. Predictors of stalking victimization included younger age, identifying as female, identifying as not heterosexual, household incomes below $50,000, and any college attendance. Victims who knew their offenders (intimate or non-intimate) were more likely than victims of stranger stalking to seek help from victim-serving agencies and personal networks. Younger victims were more likely to seek help from personal networks. None of the variables we examined predicted reporting to police. This study shows the characteristics of stalking victims have stayed consistent over time but highlights an ongoing need for resources for victims of stranger stalking, who may not know about or be able to access stalking services that are offered by intimate partner violence agencies. Future research around stalking victim characteristics should focus on populations that are newly included in national stalking data, such as those who identify as transgender and sexual identity minorities.

A Brief Online Motivational Tool to Promote Early Help-Seeking in Men Using Abuse and Violence in Relationships: A Feasibility Trial.

Men's use of domestic violence is a major public health issue globally. However, the potential for technology to address this issue has been limited within research and practice. This study aimed to test the feasibility and acceptability of an online healthy relationship tool (BETTER MAN) for men who have used domestic violence to encourage help-seeking. A pre- and postsurvey with a 3-month follow-up was used. One hundred and forty men enrolled, with retention rates of 79% (111) immediately after BETTER MAN and 62% (86) at 3 months. Participants were diverse men (mean age of 32 years, 33% born outside Australia, 19% in same-sex relationships, and 2% Aboriginal or Torres Strait Islander). The majority (70%, 58) of men reported behaviors classified as moderate risk (e.g., checked partner's phone, picked on partner, and controlled money) and 24% (20) as high-risk behaviors (e.g., scared partner, physical force, and unwanted sexual activities). Post BETTER MAN, there was a significant increase in mean intention to contact counseling service (baseline 5.8, immediately 6.7, and 3-month follow-up 7.2) and mean confidence in the ability to seek help (baseline 3.7, immediately 5.1, and 3-month follow-up 7.2). Men's readiness to make changes in behavior median score significantly moved from baseline (5.9-I am not ready to take action), immediately (6.7-I am ready to make some changes), and 3-month follow-up (7.2-I have begun to change my behavior). At 3-month follow-up, 55% (47/86) of men reported accessing counseling services compared with 34% (46/140) of men at baseline. Findings suggest that it is feasible that BETTER MAN might work to engage men to seek help and is acceptable to men using domestic violence. However, a large-scale randomized controlled trial is needed to determine the effectiveness of BETTER MAN on help-seeking behaviors for men's use of domestic violence.

Anxiety, Depression, and Comorbid Symptomatology: Different Forms and Severity of Intimate Partner Violence Perpetrated by Men Seeking Help.

Intimate partner violence (IPV) is a serious public health issue associated with numerous deleterious outcomes. Previous studies highlighted the relevance of documenting psychological predictors of IPV to identify prevention strategies. This study examined the links between anxious and depressive symptomatology and perpetrated physical, psychological, and sexual violence among 494 French-Canadian men seeking help for IPV-related difficulties. Differences in the frequency of perpetrated IPV were examined across four groups: (a) no anxious or depressive symptoms reaching a cutoff of high distress, (b) symptoms of anxiety, (c) symptoms of depression, and (d) comorbid symptoms. Results highlighted that men with comorbid symptoms perpetrated significantly more severe violent acts compared to the other groups. This study underscores the importance of targeting the reduction of psychological distress when treating men who perpetrated IPV.

The use of online methods to recruit and follow a hard-to-reach population in the Peer Alternatives for Addiction Study 2021 Cohort.

BACKGROUND: Although studies are increasingly adopting online protocols, few such studies in the addiction field have comprehensively described their data review procedures and successes in detecting low-quality/fraudulent data. The current study describes data collection protocols and outcomes of a large, longitudinal study (the PAL Study 2021) that implemented online design elements to study individuals seeking peer support for an alcohol use disorder. METHODS: In 2021, the PAL Study collaborated with mutual-help group (MHG) partners and recovery-related organizations to recruit individuals attending a 12-step group, Women for Sobriety (WFS), LifeRing Secular Recovery, and/or SMART Recovery for an alcohol problem in-person and/or online in the prior 30 days. Participation was solicited both online and in-person. Individuals accessed baseline surveys via an open web link; follow-ups occurred at 6 and 12 months. Analyses included calculating the proportion of surveys eliminated in data quality review; comparing MHG subsamples to internal survey (benchmark) data for Alcoholics Anonymous (AA), WFS, LifeRing, and SMART; and examining response rates and attrition. RESULTS: Although 93% of respondents who opened the baseline survey completed it, 87% of baseline surveys were eliminated in data quality review (final N = 531). Nonetheless, cleaned MHG subsamples were generally similar to benchmark samples on gender, age, race/ethnicity, and education. Follow-up rates for the cleaned sample were 88% (6 months) and 85% (12 months). Analyses revealed some differences in attrition by gender, primary MHG, and lifetime drug problems, but there was no evidence of greater attrition among those in earlier/less stable recovery. CONCLUSIONS: Study methods appear to have produced a valid, largely representative sample of the hard-to-reach target population that was successfully followed across 12 months. However, given the high survey elimination rate and need for extensive data review, we recommend that researchers avoid open-link designs and include comprehensive data review when incorporating online design elements.

Contextualizing Help-Seeking Attitudes and Help-Seeking Intention: The Role of Superwoman Schema among Black College Women.

Black women are less likely to seek psychological help and underutilize mental health services. Although help-seeking attitudes and intentions are associated in the general population, less is known about this relationship among Black women in college. In this cross-sectional study, we investigated the relationship between help-seeking attitudes and intention among 167 self-identified Black women in college. We also investigated if dimensions of the Superwoman Schema (i.e., an obligation to display strength, resistance to being vulnerable, an obligation to suppress emotions, an intense motivation to succeed despite limited resources, and an obligation to help others) moderated this relationship. Findings indicated a significant positive relationship between help-seeking attitudes and help-seeking intention. Regarding moderation, an obligation to suppress emotions, resistance to vulnerability, and an obligation to help others interacted with help-seeking attitudes in predicting help-seeking intention. Notably, low adherence to an obligation to suppress emotions, resistance to vulnerability, and an obligation to help others were associated with high levels of help-seeking intention. However, more favorable help-seeking attitudes improved help-seeking intention for participants high in adherence to these dimensions. Our findings suggest that understanding the relevance of the Superwoman Schema among Black women is critical for increasing help-seeking behavior.

Acculturation and Depression Help-Seeking Intentions in a Majority Mexican American College Student Sample.

Work has not examined if acculturation or enculturation may predict endorsed benefits, barriers, and intentions to seek mental health services for depression, specifically among Latino students enrolled in a rural and majority Latino immigrant institution of higher education. An improved understanding of factors informing mental health help-seeking is needed to identify possible intervention points to address gaps in accessing depression treatment. Participants (N = 406) read a vignette depicting a person with depressive symptoms. Participants were asked if they would seek help for depression if in the situation described in the vignette. Participants provided text responses about their preferences for managing depression symptoms and their mental health help-seeking history. Additionally, participants completed a self-report depression symptom screener, demographic surveys, acculturation assessment, and questionnaires on perceived benefits and barriers to seeking mental health services. Path analysis was used to test the link between acculturation status and intent to seek services for depression, with benefits and barriers as mediators. The results revealed that higher perceived benefits and lower barriers were directly associated with greater intentions to seek help. Furthermore, an indirect effect of acculturation on help-seeking intentions via higher perceived benefits of seeking care was observed. These findings persisted after controlling for age, gender, depression, and history of seeking care for depression. Future work should test the replicability of this finding with diverse college students living in predominantly immigrant communities. Universities might consider tailoring outreach initiatives to provide information on the range and accessibility of mental health services, the location of mental health service centers, and the procedures for accessing such services.

Self-help groups and opioid use disorder treatment: An investigation using a machine learning-assisted robust causal inference framework.

OBJECTIVES: This study investigates the impact of participation in self-help groups on treatment completion among individuals undergoing medication for opioid use disorder (MOUD) treatment. Given the suboptimal adherence and retention rates for MOUD, this research seeks to examine the association between treatment completion and patient-level factors. Specifically, we evaluated the causal relationship between self-help group participation and treatment completion for patients undergoing MOUD. METHODS: We used the Substance Abuse and Mental Health Services Administration's (SAMHSA) Treatment Episode Data Set: Discharges (TEDS-D) from 2015 to 2019. The data are filtered by the patient's opioid use history, demographics, treatment modality, and other relevant information. In this observational study, machine learning models (Lasso Regression, Decision Trees, Random Forest, and XGBoost) were developed to predict treatment completion. Outcome Adaptive Elastic Net (OAENet) was used to select confounders and outcome predictors, and the robust McNemars test was used to evaluate the causal relationship between self-help group participation and MOUD treatment completion. RESULTS: The machine-learning models showed a strong association between participation in self-help groups and treatment completion. Our causal analysis demonstrated an average treatment effect on treated (ATT) of 0.260 and a p-value < 0.0001 for the robust McNemars test. CONCLUSIONS: Our study demonstrates the importance of participation in self-help groups for MOUD treatment recipients. We found that participation in MOUD along with self-help groups caused higher chances of treatment completion than MOUD alone. This suggests that policymakers should consider further integrating self-help groups into the treatment for OUD to improve the adherence and completion rate.

Perceived barriers to help-seeking for people who use crystal methamphetamine: Perspectives of people with lived experience, family members and health workers.

INTRODUCTION: Barriers to help-seeking for illicit drug use cross psychosocial (e.g., knowledge of where to seek help, attitudinal beliefs like being afraid of what people will think) and structural (e.g., service availability) domains. Along with people who use illicit drugs, it is important to consider the perspectives of other key groups who are often involved in the help-seeking and recovery process. This study aimed to examine the perceived barriers to help-seeking for people who use crystal methamphetamine ('ice') among key groups (people who use crystal methamphetamine, families and friends, health workers) as well as the general community. METHODS: A cross-sectional online survey open to all Australian residents (aged ≥18 years) was conducted November 2018-March 2019. Four key groups of interest were recruited to examine and compare perceived barriers to help-seeking for crystal methamphetamine use. RESULTS: Participants (n = 2108) included: people who use/have used crystal methamphetamine (n = 564, 39%), health workers (n = 288, 26.8%), affected family/friends (n = 434, 13.7%) and general community (n = 822, 20.6%). People who used crystal methamphetamine demonstrated increased odds of reporting attitudinal (OR 1.35; 1.02-1.80) or structural (OR 1.89; 1.09-3.27) barriers, or a previous negative help-seeking experience (OR 2.27; 1.41-3.66) compared to knowledge barriers. Health workers demonstrated decreased odds of reporting attitudinal compared to knowledge barriers (OR 0.69; 0.50-0.95). DISCUSSION AND CONCLUSIONS: Perceived barriers to seeking help for crystal methamphetamine use differed among key groups involved in treatment and recovery. Acknowledging and addressing the mismatches between key groups, through targeted interventions may better support people to seek help for crystal methamphetamine use.

Psychometric properties of the Knowledge and Attitudes to Mental Health Scales in a Dutch sample (KAMHS-NL): A comprehensive mental health literacy measure in adolescents.

BACKGROUND: Mental health literacy (MHL) is crucial for early recognition of and coping with mental health problems, and for the use and acceptance of mental health services, leading to better health outcomes, especially in adolescence. The prevalence of mental health problems among adolescents is seen as a major public health concern and MHL is an important factor in facilitating positive mental health outcomes. However, the availability of valid measurement instruments for assessing the multifaceted nature of MHL is limited, hindering the ability to make meaningful comparisons across studies. The Knowledge and Attitudes to Mental Health Scales (KAMHS) is a promising comprehensive instrument for measuring adolescents' mental health literacy but its psychometric properties have not been explored in any other contexts than the Welsh. The aim of this study was to translate the KAMHS into Dutch, adapt it in this context, and evaluate its psychometric properties. METHODS: We performed a cross-sectional study with Dutch adolescents between the ages 11-16. We translated the KAHMS and assessed its content validity using cognitive interviewing with n = 16 adolescents. Next, n = 406 adolescents were asked to fill in the translated KAMHS-NL and reference scales, on mental health (SDQ and WHO-5), resilience (BRS), and mental health help-seeking behaviors. We assessed construct validity based on a priori hypotheses regarding convergent and divergent correlations between subscales of KAMHS-NL and the reference scales. Finally, we assessed structural validity via confirmatory factor analysis and exploratory structural equation modeling. RESULTS: The KAMHS-NL showed good content validity and satisfactory construct validity. In total, 28 of the 48 hypotheses regarding convergent and divergent correlations between the KAMHS and reference scales were confirmed. Contrary to our expectations, weak, but significant associations were found between MHL and resilience. The KAMHS showed an acceptable to good internal consistency (McDonald's omega ranging from 0.62 to 0.84). Finally, we could generally confirm the postulated structure of the KAMHS-NL in the Dutch sample with a 5-factor solution (RMSEA = 0.033; CFI = 0.96). CONCLUSIONS: The Dutch version of the KAMHS is a valid measure for detecting differences in MHL levels in adolescents. The KAMHS is a promising instrument for assessing MHL in adolescents in a multifaceted manner in other countries which may facilitate rigorous global MHL research. The instrument therefore deserves further validation research in other settings and comparisons across various cultural contexts.

Perceived discrimination, mental health help-seeking attitudes, and suicide ideation, planning, and attempts among black young adults.

BACKGROUND: Developing an understanding of the negative impact of discrimination is critical when examining the suicidality of Black young adults in the US. Suicide rates among Black young adults have increased at alarming rates. One of the reasons for this increase is the disparities related to access to mental health services, which has long-term health consequences. This study addresses a significant gap in the literature by examining associations between experiences of everyday discrimination, attitudes towards mental health help-seeking attitudes, on the outcomes suicide ideation, planning to die by suicide, and suicide attempts. METHODS: The data came from a national study of the experiences of Black young adults regarding mental, physical, and sexual health. Participants were recruited from across the Midwestern region of the United States through Qualtrics Panels, an online survey delivery service used to recruit study participants. The total sample for this study was N = 362, and the average age of the sample was 21 (SD: 1.96). We used a logistic regression analysis to examine the role of everyday discrimination, mental health support-seeking attitudes, and covariates on the outcomes: suicide ideation, planning to die by committing suicide, and suicide attempts. RESULTS: Black young adults with positive mental health help-seeking attitudes were 34% less likely to attempt suicide (OR = 0.66; 95% CI: 0.46, 0.96) and 35% less likely to experience suicide ideation (OR = 0.65; 95% CI: 0.47, 0.89). However, those young adults who experienced discrimination daily were more likely to report having attempted suicide (OR = 1.70; 95% CI: 1.34, 2.15). CONCLUSIONS: Our findings offer valuable insights into the complex interplay between experiences of discrimination, attitudes toward seeking mental health support, and suicidal behaviors. However, our research also underscores how experiences of discrimination can significantly exacerbate feelings of isolation, hopelessness, and inadequacy, further contributing to suicidal behaviors in this population. By promoting positive mental health help-seeking behaviors, actively addressing discrimination, and applying an intersectional approach to suicide prevention efforts, we can take significant strides towards building a more supportive and inclusive society. This approach aims to empower individuals to seek help, reduce the risk of suicidal behaviors, and create a more welcoming environment for all members of our community.

Understanding Help-Seeking Behavior Among Intimate Partner Violence Victims in Nigeria.

This study sought to examine help-seeking behaviors among Nigerian women who had experienced intimate partner violence (IPV). Out of 3,802 women who reported that they had experienced IPV in the past year, two-thirds (67%) of the women did not seek any help, 31% sought informal help, and only 1.9% sought formal help. A multinomial regression was run in order to examine factors associated with seeking formal help or informal help, with seeking no help used as the reference group. Higher education, witnessing their father hit their mother, husband's controlling behaviors, experiencing physical IPV, and having a physical injury were all related to informal help-seeking compared to seeking no help. Witnessing their father hit their mother, experiencing physical IPV, and physical injury were associated with formal help-seeking. The results of this study can potentially be used to reduce barriers to help-seeking among women who have experienced IPV in Nigeria. Implications are discussed.

Association between help-seeking and motivation for completing a couple relationship education program across service modality.

Levels of motivation and help-seeking impact the effectiveness of couple relationship education (CRE), as those with greater help-seeking and motivation are more likely to attend more sessions and remain engaged. Less is known about what impacts the association between motivation and help-seeking between partners in a couple engaging in CRE. The current study aims to examine (a) the effect of couples' self-stigma for help-seeking on their own or partner's motivation to complete the relationship education program and (b) whether the effects differ between service modality (i.e., online and in-person). We sampled 276 heterosexual couples who participated in a relationship education program. A multiple-group actor-partner interdependence model analysis revealed that women and men with higher self-stigma for seeking help exhibited lower motivation to complete the program in both settings. Higher self-stigma in men for help-seeking significantly enhanced the motivation of their female partners to complete the online relationship education program.

Facilitators and barriers of help-seeking for persons with dementia in Asia-findings from a qualitative study of informal caregivers.

Background and aim: The deterioration in cognition of persons with dementia (PWD) makes their caregivers key players in their help-seeking process. This study aimed to identify the facilitators and barriers of help-seeking for persons with dementia in Asia from the perspective of their informal caregivers. Methods: A qualitative methodology was adopted in the current study. Twenty-nine informal caregivers of PWD in Singapore were interviewed between April 2019 and December 2020. All interviews were audio-recorded and transcribed verbatim for the analysis. Results: The transcripts were analyzed using inductive thematic analysis. The results revealed four major themes with 12 sub-themes, including (1) Barriers to diagnosis-seeking (i.e., lack of knowledge and awareness of dementia, emotional denial, resistance from PWD, and delays in the healthcare system); (2) Facilitators of diagnosis-seeking (i.e., synergy between awareness of dementia and an active diagnosis-seeking intention and incidental diagnosis resulting from seeking treatment for comorbid conditions); (3) Barriers to treatment-seeking (i.e., challenges from PWD and disease, challenges faced by caregivers when seeking treatment for PWD, and challenges imposed by the COVID-19 pandemic); (4) Facilitators of treatment-seeking (i.e., caregivers' capabilities of handling PWD, cooperation/compliance from PWD, and an integrated care plan for PWD). Conclusion: The findings highlight the importance of raising public awareness, enabling health professionals to tailor psychosocial interventions better, and improving community support through dementia awareness and education.

A qualitative exploration of the impact of educational social fields on mental health help-seeking in post-primary schools in Northern Ireland.

In a study of post-primary students in Northern Ireland, Bourdieu's concepts of cultural capital, habitus and fields are used to explore attitudes towards help-seeking from general practitioners (GPs). Findings from Grammar and Secondary Modern School students are compared using the role of educational fields in influencing help-seeking behaviours for mental health problems. Focus groups were conducted of 54 students at 10 post-primary schools in Northern Ireland, each consisting of 5-7 pupils, stratified by age (13-17 years) and gender. The data were analysed thematically to assess attitudinal and belief patterns within school environments. Participants from both types of schools expressed reluctance to seek help from GPs for mental health concerns. However, the attitudes towards help seeking differ between grammar schools (GSs) and secondary modern schools with regards to (a) the act of help-seeking; (b) service knowledge and medical professionalism; and (c) trust and disclosure. The field of GSs appears to produce students who feel more able and, importantly, more entitled to mental health support from health professionals. While this apparent conference of cultural norms increases some individuals' access to services, work is required to build help-seeking pathways which are responsive to diverse young people.

Predicting the Information Need for Domestic Violence Survivors Based on the Fine-Tuned Large Language Model.

Women with domestic violence experiences often refuse to seek help face-to-face due to embarrassment. They begin to share their emotions and seek help from online health communities. Understanding and responding to these posts can be crucial in providing timely support to the victims. We proposed a fine-tuned large language model (LLM) capable of accurately predicting the informational need based on the content of postings. We fine-tuned the LAMMA2-7B-chat model based on the guidance of identifying the information need and a dataset comprising 273 posts from Reddit, which are manually annotated by domain experts. Furthermore, we evaluated the performance of our model using a random sample of 15 posts, and 66.6% were accurately predicted. The results demonstrate that our model can rapidly capture the information needs expressed in the posts, enabling healthcare providers to provide timely and useful support based on our predictions.