Preventing suicidal behaviour in a general hospital psychiatric service: priorities for programming

Text mining methods for the characterisation of suicidal thoughts and behaviour

Traditional research methods have shown low predictive value for suicidal risk assessments and limitations to be applied in clinical practice. The authors sought to evaluate natural language processing as a new tool for assessing self-injurious thoughts and behaviors and emotions related. We used MEmind project to assess 2838 psychiatric outpatients. Anonymous unstructured responses to the open-ended question "how are you feeling today?" were collected according to their emotional state. Natural language processing was used to process the patients' writings. The texts were automatically represented (corpus) and analyzed to determine their emotional content and degree of suicidal risk. Authors compared the patients' texts with a question used to assess lack of desire to live, as a suicidal risk assessment tool. Corpus consists of 5,489 short free-text documents containing 12,256 tokenized or unique words. The natural language processing showed an ROC-AUC score of 0.9638 when compared with the responses to lack of a desire to live question. Natural language processing shows encouraging results for classifying subjects according to their desire not to live as a measure of suicidal risk using patients' free texts. It is also easily applicable to clinical practice and facilitates real-time communication with patients, allowing better intervention strategies to be designed.

Implementing changes after patient suicides in mental health services: A systematic review

Suicides by mental health patients account for around a quarter of all suicides (Walby et al, 2018). Within services a range of approaches have been developed and implemented to reduce the risk of patient suicides. After every patient death by suicide, a review is carried out to identify recommendations which may assist in preventing future suicides. It is therefore important to identify the most effective methods for implementing these recommendations. The objective of this systematic review, completed in Northern Ireland, was to identify how recommendations from Serious Adverse Incident (SAI) reviews can be effectively implemented to contribute to reducing deaths by suicide within mental health services. Eleven electronic databases were searched for relevant work from 1 January 2005-30 November 2020. Quantitative, qualitative and mixed methods studies were included. A narrative synthesis was carried out of published and unpublished work on the effectiveness of implementing recommendations, after a death by suicide in mental health services. The review, which includes 41 published papers and reports, found that the literature is focused on producing recommendations to reduce future risk of suicide in mental health services. There is a lack of focus on the extent and effectiveness of the implementation of these. Recommendations have often not been tested or operationalised, limiting the translational value of these contributions. Leadership and culture are also identified as key drivers for change in mental health services. This review demonstrates that high quality research is being complete in this area, however, the majority of published research presents recommendations from reviews of mental health patient suicides. There is a lack of research focusing on implementing recommendations and evaluation of implementation, once recommendations have been made.

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Zusammenfassung. Diese Empfehlungen sollen dazu dienen, Fachpersonen das Wissen über die aktuelle Evidenz von Diagnostik und Therapie der Depression im Alter zur Verfügung zu stellen und damit zur frühzeitigen Erkennung und evidenzbasierten Behandlung beizutragen. Da für einige Behandlungsansätze nur rudimentär kontrollierte Studien vorliegen, wird auch das klinische Expertenwissen in die Beurteilung einbezogen. Im diagnostischen Vorgehen wird die besondere Symptomatik der Depression im Alter beleuchtet, auf die Suizidalität eingegangen und werden die häufig vorkommenden somatischen Komorbiditäten hervorgehoben. Auch Hypothesen zur Pathogenese, wie Neuroendokrinologie, Neurodegeneration und vaskuläre Faktoren, werden erläutert. In der Behandlung gilt heute ein integrierter biopsychosozialer Ansatz mit gezielten psychosozialen Interventionen, spezifischer Psychotherapie und einer antidepressiven Pharmakotherapie bei schweren Depressionen als sinnvoll. Daneben kommen auch chronobiologische oder Neurostimulationsverfahren zum Einsatz.

A Youth Suicide Prevention Plan for Canada: A Systematic Review of Reviews

OBJECTIVE

We conducted an expedited knowledge synthesis (EKS) to facilitate evidence-informed decision making concerning youth suicide prevention, specifically school-based strategies and nonschool-based interventions designed to prevent repeat attempts.

METHODS

Systematic review of review methods were applied. Inclusion criteria were as follows: systematic review or meta-analysis; prevention in youth 0 to 24 years; peer-reviewed English literature. Review quality was determined with AMSTAR (a measurement tool to assess systematic reviews). Nominal group methods quantified consensus on recommendations derived from the findings.

RESULTS

No included review addressing school-based prevention (n = 7) reported decreased suicide death rates based on randomized controlled trials (RCTs) or controlled cohort studies (CCSs), but reduced suicide attempts, suicidal ideation, and proxy measures of suicide risk were reported (based on RCTs and CCSs). Included reviews addressing prevention of repeat suicide attempts (n = 14) found the following: emergency department transition programs may reduce suicide deaths, hospitalizations, and treatment nonadherence (based on RCTs and CCSs); training primary care providers in depression treatment may reduce repeated attempts (based on one RCT); antidepressants may increase short-term suicide risk in some patients (based on RCTs and meta-analyses); this increase is offset by overall population-based reductions in suicide associated with antidepressant treatment of youth depression (based on observational studies); and prevention with psychosocial interventions requires further evaluation. No review addressed sex or gender differences systematically, Aboriginal youth as a special population, harm, or cost-effectiveness. Consensus on 6 recommendations ranged from 73% to 100%.

CONCLUSIONS

Our EKS facilitates decision maker access to what is known about effective youth suicide prevention interventions. A national research-to-practice network that links researchers and decision makers is recommended to implement and evaluate promising interventions; to eliminate the use of ineffective or harmful interventions; and to clarify prevention intervention effects on death by suicide, suicide attempts, and suicidal ideation. Such a network could position Canada as a leader in youth suicide prevention.

Implementation of mental health service recommendations in England and Wales and suicide rates, 1997-2006: a cross-sectional and before-and-after observational study

BACKGROUND

Research investigating which aspects of mental health service provision are most effective in prevention of suicide is scarce. We aimed to examine the uptake of key mental health service recommendations over time and to investigate the association between their implementation and suicide rates.

METHODS

We did a descriptive, cross-sectional, and before-and-after analysis of national suicide data in England and Wales. We collected data for individuals who died by suicide between 1997 and 2006 who were in contact with mental health services in the 12 months before death. Data were obtained as part of the National Confidential Inquiry into Suicide and Homicide by People with Mental Illness. When denominator data were missing, we used information from the Mental Health Minimum Data Set. We compared suicide rates for services implementing most of the recommendations with those implementing fewer recommendations and examined rates before and after implementation. We stratified results for level of socioeconomic deprivation and size of service provider.

FINDINGS

The average number of recommendations implemented increased from 0·3 per service in 1998 to 7·2 in 2006. Implementation of recommendations was associated with lower suicide rates in both cross-sectional and before-and-after analyses. The provision of 24 h crisis care was associated with the biggest fall in suicide rates: from 11·44 per 10 000 patient contacts per year (95% CI 11·12-11·77) before to 9·32 (8·99-9·67) after (p<0·0001). Local policies on patients with dual diagnosis (10·55; 10·23-10·89 before vs 9·61; 9·18-10·05 after, p=0·0007) and multidisciplinary review after suicide (11·59; 11·31-11·88 before vs 10·48; 10·13-10·84 after, p<0·0001) were also associated with falling rates. Services that did not implement recommendations had little reduction in suicide. The biggest falls in suicide seemed to be in services with the most deprived catchment areas (incidence rate ratio 0·90; 95% CI 0·88-0·92) and the most patients (0·86; 0·84-0·88).

INTERPRETATION

Our findings suggest that aspects of provision of mental health services can affect suicide rates in clinical populations. Investigation of the relation between new initiatives and suicide could help to inform future suicide prevention efforts and improve safety for patients receiving mental health care.

FUNDING

National Patient Safety Agency, UK.

Suicidal ideation in medical inpatients: psychosocial and clinical correlates

OBJECTIVE

To identify psychosocial and clinical correlates of suicidal ideation in medical inpatients.

METHOD

In a cross-sectional study, all adults consecutively admitted to the medical wards of a University Hospital had their names recorded and were randomized and evaluated during the first week of admission. Suicidal ideation was assessed using Item 9 of Patient Health Questionnaire-9. The Beck Depression Inventory, the Beck Anxiety Inventory, the WHO Subjective well-being scale, the Charlson Comorbidity Index and other numerical rating scales (pain and self-reported physical illness severity) were used. Patients with less than four confidants were considered with poor social support. The Student's t test, Mann-Whitney U test, chi-square test and stepwise logistic regression analysis were used.

RESULTS

Of the 1092 patients who composed the sample, 7.2% reported having suicidal ideation. After adjusting for psychosocial and clinical confounders, prior suicide attempts (OR: 4.41; 95% CI: 2.12-9.15; P<.001), depressive symptoms (OR: 1.11; 95% CI: 1.06-1.17; P<.001), severe anxiety symptoms (OR: 3.04; 95% CI: 1.47-6.26; P=.003) and poor social support (OR: 2.02; 95% CI:1.03-3.96; P=.04) were independently associated with suicidal ideation.

CONCLUSIONS

Three out of the four correlates of suicidal ideation in medical inpatients are potentially modifiable factors: severe anxiety, depressive symptoms and poor social support. The fourth variable, prior suicide attempts, is not modifiable but should serve as a red flag to suspect and investigate current suicide risk. These findings highlight the importance of suicidal ideation as a proxy for the distress that is incumbent upon physicians to manage if they wish to provide excellent and comprehensive inpatient care.

Factors associated with suicide attempts among injection drug users

Injection drug users (IDUs) entering an urban low-threshold opiate detoxification unit in Munich, Germany, between 1991 and 1997 were asked for lifetime suicide attempts and administered a questionnaire, including sociodemographic, IDU-related, and drug user treatment related variables. Among 1,049 participants, 20% had ever tried to commit suicide. In the logistic regression, female gender, older age, drug user treatment experience, lack of drug user counseling, and emergency treatment were associated with attempted suicide. Regular screening for suicidal behavior in IDUs should be undertaken with a special focus to mention risk factors. The study's limitations are noted. This study was partially sponsored by the German Ministry of Health.

Quality of psychosocial care of suicide attempters at general hospitals in Norway--a longitudinal nationwide study

The objective of this study was to identify predictors of a high level of quality of care for suicide attempters at general hospital emergency departments in Norway. Structured interviews with key informants covering the quality of care of patients admitted following attempted suicide were conducted in 1999 and 2006 at 87% of all general hospitals. Hospitals having implemented a chain of care program for suicide attempters in 1999 maintained significantly higher levels on quality of care indicators 7 years later. Predictors of a high quality of care level were training of staff in management and care of suicide attempters and to have written guidelines for the care.

Characteristics and effects of suicide prevention programs: comparison between workplace and other settings

The present study reviews the literature on suicide prevention programs conducted in the workplace and other settings, namely school, the community, medical facilities, jail, and the army, by conducting an electronic literature search of all articles published between 1967 and November 2007. From a total of 256 articles identified, various contents of suicide prevention programs were determined, and in 34 studies, the effect of programs was evaluated. A review of the literature reveals that the common contents of suicide prevention programs in the workplace and other settings are education and training of individuals, development of a support network, cooperation from internal and external resources, as well as education and training of managers and staff. Although the characteristic contents of suicide prevention programs at the workplace aimed at improving personnel management and health care, screening and care for high-risk individuals, as well as improvement of building structures, were not described. Although a reduction in undesirable attitudes and an increase in mental health knowledge and coping skills in the workplace are in agreement with findings in other settings, suicide rate, suicide-associated behavior, and depression, which were assessed in other settings, were not evaluated in the three studies targeting the workplace.

Assessment and emergency management of suicidality in personality disorders

This article examines the association between suicidal behavior and personality disorders. It updates the review of epidemiological evidence for the association between suicidal behavior and suicide in individuals who have a personality disorder diagnosis, particularly in borderline personality disorder (BPD). The second part of the article presents new empirical evidence that characterizes suicidal behavior in patients who have BPD, specifically examining patient characteristics that differentiate patients who have BPD with a history of high versus low lethality suicide attempts. Finally, the article discusses the approach to a patient who has BPD and presents to the emergency department because of an increased risk of suicide.

Suicide risk among inpatients at a university general hospital

OBJECTIVE: To estimate the proportion of inpatients at a university general hospital who are at risk of committing suicide. METHOD: A random sample of 253 patients (57% males) aged 18 years old or older, admitted to surgical and clinical wards, was assessed using the the Mini International Neuropsychiatric Interview, which has a section that evaluates the risk for suicide. Uni- and multivariate analyses were performed. RESULTS: There were 58 (23%) patients with a risk for suicide, 13 (5% of total) of whom presented a high risk. The prevalence of suicide risk was greater in young adult patients, those with no matrimonial relationship and those diagnosed with major depression (univariate analysis, Chi-squared test; p = 0.01, 0.03 and 0.0001, respectively). The multivariate analysis revealed that the risk for suicide in individuals younger than 30 years old was two fold higher than in those individuals between the ages of 30 and 59 years (OR = 0.45, 95% CI = 0.22-0.93; p = 0.03) and four fold greater than in those who were 60 years old or older (OR = 0.25, 95% CI = 0.1-0.64; p = 0.004). CONCLUSION: When young adults are admitted to general hospitals they should receive special attention due to their suicidal potential.