Psychosocial rehabilitation (PSR) is at the core of psychiatric recovery. There is a paucity of evidence regarding how the needs and characteristics of patients guide clinical decisions to refer to PSR interventions. Here, we used explainable machine learning methods to determine how socio-demographic and clinical characteristics contribute to initial referrals to PSR interventions in patients with serious mental illness.

Data were extracted from the French network of rehabilitation centres, REHABase, collected between years 2016 and 2022 and analysed between February and September 2022. Participants presented with serious mental illnesses, including schizophrenia spectrum disorders, bipolar disorders, autism spectrum disorders, depressive disorders, anxiety disorders and personality disorders. Information from 37 socio-demographic and clinical variables was extracted at baseline and used as potential predictors. Several machine learning models were tested to predict initial referrals to four PSR interventions: cognitive behavioural therapy (CBT), cognitive remediation (CR), psychoeducation (PE) and vocational training (VT). Explanatory power of predictors was determined using the artificial intelligence-based SHAP (SHapley Additive exPlanations) method from the best performing algorithm.

Data from a total of 1146 patients were included (mean age, 33.2 years [range, 16–72 years]; 366 [39.2%] women). A random forest algorithm demonstrated the best predictive performance, with a moderate or average predictive accuracy [micro-averaged area under the receiver operating curve from ‘external’ cross-validation: 0.672]. SHAP dependence plots demonstrated insightful associations between socio-demographic and clinical predictors and referrals to PSR programmes. For instance, patients with psychotic disorders were more likely to be referred to PE and CR, while those with non-psychotic disorders were more likely to be referred to CBT and VT. Likewise, patients with social dysfunctions and lack of educational attainment were more likely to be referred to CR and VT, while those with better functioning and education were more likely to be referred to CBT and PE.

A combination of socio-demographic and clinical features was not sufficient to accurately predict initial referrals to four PSR programmes among a French network of rehabilitation centres. Referrals to PSR interventions may also involve service- and clinician-level factors. Considering socio-demographic and clinical predictors revealed disparities in referrals with respect to diagnoses, current clinical and psychological issues, functioning and education.

The COVID-19 pandemic has affected mental health globally, but the impact on referrals and admissions to mental health services remains understudied.

To assess patterns in psychiatric admissions, referrals, and suicidal behavior before and during the COVID-19 pandemic in Denmark.

Utilizing hospital and Emergency Medical Services (EMS) health records covering 46% of the Danish population, we compared psychiatric in-patients, referrals to mental health services and suicidal behavior in years prior to the COVID-19 pandemic to levels during the first lockdown (March 11 – May 17, 2020), inter-lockdown period (May 18 – December 15, 2020), and second lockdown (December 16, 2020 – February 28, 2021) using negative binomial models.

The rate of psychiatric in-patients declined compared to pre-pandemic levels (RR = 0.95, 95% CI = 0.94 – 0.96, p < 0.01). Referrals were not significantly different (RR = 1.01, 95% CI = 0.92 – 1.10, p = 0.91) during the pandemic; neither was suicidal behavior among hospital contacts (RR = 1.04, 95% CI = 0.94 – 1.14, p = 0.48) nor EMS contacts (RR = 1.08, 95% CI = 1.00 – 1.18, p = 0.06). In the age group <18, an increase in the rate of psychiatric in-patients (RR = 1.11, 95% CI = 1.07 – 1.15, p < 0.01) was observed during the pandemic; however, this did not exceed the pre-pandemic, upwards trend in psychiatric hospitalizations in the age group <18 (p = 0.78).

The pandemic was associated with a decrease in psychiatric hospitalizations. No significant change was observed in referrals and suicidal behavior.

No significant relationships.

Over half of patients with mental disorders are seen by primary care physicians. However, as for patients with somatic problems, referral to psychiatrists seems to be sometimes necessary.

The present study aimed to identify reasons and difficulties perceived by general practitioners (GP) in mental health referrals.

A cross-sectional web-based survey was conducted between August 22 and September 23, 2020, so that 47 responses of GP were included.

The mean age of respondents was 37.3 years. Their seniority as doctors was 8 years on average. Among them, only 17% attended a post-university psychiatric training. The participants reported that they refer on average 32.5% of patients with mental disorders to psychiatrist: 85.1% to psychiatric hospital, 40.4% to liberal psychiatrists and 21.3% to clinical psychologists. Regarding the reasons for referral to mental healthcare structures, 70.2% of doctors justified their doing so by their insufficient training in mental healthcare; 66% by a need for hospitalization, 57.4% by the presence of delusions, while in 27.7 % of cases, the transfer was carried out at the request of the patient or his family. The difficulties mentioned by GP were patient refusal to consult a psychiatrist (70.2%) and difficulties related to the management delay (44.7%).

Patient and health system factors, as well as physicians experience seem to have important influences on mental health referral. Open communication and ease of consultation with psychiatrists can make the care of patients with mental health problems even more rewarding to the primary care physician.

The impact of coronavirus disease 2019 extends far beyond the immediate burden on healthcare systems caused by hospitalisation of patients with the disease itself.

To investigate the impact of the coronavirus disease 2019 pandemic on the referral rate of patients to the suspected head and neck cancer two-week-wait clinic.

A multicentre retrospective study was performed investigating data collected for all patients attending the suspected head and neck cancer two-week-wait clinic in ENT departments in the West Midlands.

A total of 509 fast-track referrals were received from February to April in 2019, compared to 399 referrals in 2020. April 2020 saw a 62.4 per cent reduction in referral rate compared to April 2019.

The coronavirus disease 2019 pandemic has resulted in changes to health-seeking behaviours, and healthcare provision and delivery. Urgent policy interventions may be required to compensate for the hidden impact that the coronavirus disease 2019 pandemic has had on those with cancer.

Research participation by members of racial or ethnic minority groups continues to be less than optimum resulting in difficulties to generalization of research findings. Community-engaged research that relies on a community health worker (CHW) model has been found effective in building trust in the community, thereby motivating people to participate in health research. The Sentinel Network study aimed at testing the feasibility of utilizing the CHW model to link community members to appropriate health research studies at each of the research sites.

The study was conducted at six Clinical and Translational Science Award institutions (N = 2371) across the country; 733 (30.9%) of the participants were from the University of Florida, 525 (22.0%) were from Washington University in St. Louis, 421 (17.8%) were from the University of California, Davis, 288 (12.1%) were from the University of Michigan, Ann Arbor, 250 (10.5%) were from Rochester, and 154 (6.5%) from Albert Einstein College of Medicine. Trained CHWs from each of these sites conducted regular community outreach where they administered a Health Needs Assessment, provided medical and social referrals, and linked to eligible research studies at each of those sites. A 30-day follow-up assessment was developed to track utilization of services satisfaction with the services and research study participation.

A large majority of people, especially African Americans, expressed willingness to participate in research studies. The top two health concerns reported by participants were hypertension and diabetes.

Findings on the rate of navigation and enrollment in research from this study indicate the effectiveness of a hybrid CHW service and research model of directly engaging community members to encourage people to participate in research.

We aimed to explore access by Black, Asian and minority ethnic (BAME) elders to the memory services in Leicester and Leicestershire, examining any trends over time. We then compared the odds of referral by ethnicity, using observed versus expected referrals for the city of Leicester. We gathered data on a comprehensive county-wide memory clinic used by people with suspected dementia and memory problems from the Trust electronic record system during the period 2011–2017. For Leicester city, we compared referral rates for 2011–2017 and compared observed and expected referral rates with demographics from the UK Census 2011.

In Leicester, there was a significant underrepresentation of referrals from the BAME population as compared with the White population in 2011, 2012 and 2013, when compared with population estimates of those aged ≥60 years from the 2011 UK Census Leicester city data. Data for the Black population were too small for comparisons. The odds of being referred to a memory clinic for the White group was double that of the Asian group in 2011 (odds ratio 2.15, 95% CI 1.52–3.02) and nearly 1.5 times in 2012 (odds ratio 1.40, 95% CI 1.01–1.93). This difference did not persist after 2014. However, this differential odds of referral changes when the age difference between the groups is accounted for. After adjusting for age, there were no differences between the two groups in their odds of referral to the memory clinic from 2011 to 2013, but from 2014 to 2017, members of the Asian group had higher odds of being referred.

The relationship between BAME and access to memory services is complex. The relative lower prevalence of Asian people among referrals to memory services in Leicester from 2011 to 2013 may partly be explained by the lower ages of the Asian population at referral. The higher prevalence of Asian people in 2014–2017 may be owing to use of denominators from the 2011 UK Census, which are likely to be disproportionately low for this group. Further studies are needed to explore any potential barriers to the access of services by BAME communities.

Papillon treatment is a form of contact X-ray brachytherapy (CXB) which is used as an alternative to surgery for rectal cancer. This study aimed to audit patients who were referred for and treated with CXB over a 6-year period against guidelines derived from a critical review of the evidence base.

Patient demographics, tumour characteristics and outcome data were gathered for 31 patients referred for CXB. A critical review of the evidence identified consensus referral criteria and outcome data against which to audit patients.

Referral criteria were derived from six published studies. These applied to patients unfit for surgery or stoma-averse. All referred patients had a visible tumour or scar with a tumour size under 3 cm and sited less than 12 cm from the anal verge. Nodal status varied from N0 to N2, but there was no metastatic disease present. The audited cohort demonstrated demographic equivalence, while the initial clinical complete response and recurrence rates were also comparable.

This audit confirmed the validity of referral and treatment protocols and should guide future referrals until evidence from ongoing studies becomes available. These findings should contribute to the development of robust national guidelines.

In recent decades mental health services have become increasingly community based and multidisciplinary. However, it is unclear if referrals have changed over this period. The aim of this study was to compare referrals to a community mental health service over a 30-year period.

New referrals to a community mental health service were randomly sampled from 4 time points over a 30-year period, 1983, 1993, 2003 and 2013, using a mental health information system. Original referral letters were retrieved and anonymised. Referrals were compared with regard to referral sources, demographics, reason for referral, psychotherapy requests, urgency, risk concerns and subsequent hospital admission.

There was a 20-fold increase in the number of new referrals between 1983 and 2013. Over the 30 years there was a significant decrease in the proportion of referrals expressing concern about psychosis, but an increase in the proportion that were deemed urgent and which were concerned with suicidal risk. Referrals in 2013 were longer and more likely to contain requests for psychotherapy.

The work of community mental health teams is increasingly concerned with emotional crises. Although services are now more multidisciplinary, they have not been adequately resourced to meet these changing demands.

This study addressed factors physicians employ in their communication of a terminal diagnosis and a hospice referral to Hispanic patients.

The research method used was an exploratory qualitative in-depth semi-structured interview with thematic analysis. The interviews were with ten physicians in Central Florida. The interviews were conducted in Spanish and/or English with physicians who serve terminally ill Hispanic patients.

The findings provide vital information on factors that impact communication of diagnosis and hospice referral. Themes emerged relating to role of family members and end-of-life decision-making. Language barriers and limited knowledge of cultural factors and beliefs impacted communication related to end-of-life decisions. Gaps in training and education for physicians were also identified.

These results suggest that discussing end-of-life issues with the diverse category of Hispanic patients and families will be enhanced by eliminating language barriers, increased understanding of the role of family members, and knowledge of cultural factors and beliefs related to end-of-life decisions.