Validation of the Nurses' Skills to Care for Alcohol-Intoxicated Patients in Emergency Department (NSCAIP-ED) instrument

Aim To report the development and validation of the Nurses' Skills to Care for Alcohol-Intoxicated Patients in Emergency Department instrument, shortened NSCAIP-ED. Methods: A mixed-methods design was used to develop the instrument. It was used to conduct a survey where ED nurses self-evaluated their skills to care for acutely ill alcohol-intoxicated patients (N = 1220, n = 252). The data were utilised to perform instrument validation using confirmatory factor analysis (CFA) and Cronbach's alpha. Results: The construct validity was tested statistically. The CFA model fit indicators showed mostly acceptable fit (chi-square test p < 0.001; RMSEA 0.079; CFI 0.923; TLI 0.918; SRMR 0.084) and instruments' scales had well acceptable Cronbach's alpha values (all alphas were in the range of 0.866-0.912). Conclusions: The NSCAIP-ED is a feasible and reliable instrument that can be used when measuring nurses' skills to care for alcohol-intoxicated patients in the ED. This instrument could be useful for nursing managers in EDs for evaluating their nursing staff's skills in the care area in question, but also for designing continuing education based on the results.

AUD-DSS: a decision support system for early detection of patients with alcohol use disorder

BACKGROUND

Alcohol use disorder (AUD) causes significant morbidity, mortality, and injuries. According to reports, approximately 5% of all registered deaths in Denmark could be due to AUD. The problem is compounded by the late identification of patients with AUD, a situation that can cause enormous problems, from psychological to physical to economic problems. Many individuals suffering from AUD never undergo specialist treatment during their addiction due to obstacles such as taboo and the poor performance of current screening tools. Therefore, there is a lack of rapid intervention. This can be mitigated by the early detection of patients with AUD. A clinical decision support system (DSS) powered by machine learning (ML) methods can be used to diagnose patients' AUD status earlier.

METHODS

This study proposes an effective AUD prediction model (AUDPM), which can be used in a DSS. The proposed model consists of four distinct components: (1) imputation to address missing values using the k-nearest neighbours approach, (2) recursive feature elimination with cross validation to select the most relevant subset of features, (3) a hybrid synthetic minority oversampling technique-edited nearest neighbour approach to remove noise and balance the distribution of the training data, and (4) an ML model for the early detection of patients with AUD. Two data sources, including a questionnaire and electronic health records of 2571 patients, were collected from Odense University Hospital in the Region of Southern Denmark for the AUD-Dataset. Then, the AUD-Dataset was used to build ML models. The results of different ML models, such as support vector machine, K-nearest neighbour, decision tree, random forest, and extreme gradient boosting, were compared. Finally, a combination of all these models in an ensemble learning approach was selected for the AUDPM.

RESULTS

The results revealed that the proposed ensemble AUDPM outperformed other single models and our previous study results, achieving 0.96, 0.94, 0.95, and 0.97 precision, recall, F1-score, and accuracy, respectively. In addition, we designed and developed an AUD-DSS prototype.

CONCLUSION

It was shown that our proposed AUDPM achieved high classification performance. In addition, we identified clinical factors related to the early detection of patients with AUD. The designed AUD-DSS is intended to be integrated into the existing Danish health care system to provide novel information to clinical staff if a patient shows signs of harmful alcohol use; in other words, it gives staff a good reason for having a conversation with patients for whom a conversation is relevant.

Acceptability Among Frontline Staff Toward Distributing an Anonymous Alcohol Survey in Emergency Departments: A Mixed Methods Study

ABSTRACT

Emergency departments (EDs) serve as the front line when patients encounter the hospital system. Limited data are available of patients' alcohol habits collected during Danish ED visits, and no studies have, to our knowledge, examined frontline staffs' (registered nurses and medical secretaries) acceptability to deliver anonymous alcohol surveys to patients. We aimed at examining the proportion of survey respondents and the prevalence of patients' alcohol habits and also exploring frontline staff acceptability of the distribution of an anonymous survey regarding patients' alcohol habits in EDs. Intendedly, all eligible patients ≥18 years old entering two EDs in March 2019 should receive a survey based on the Alcohol Use Disorder Identification Test. The study was an explanatory, sequential, mixed methods design, and results were analyzed with descriptive statistics and a deductive content analysis based on the theoretical framework of acceptability. In total, 15% (n = 1,305) of the total 8,679 patients in the EDs returned the survey. Qualitative analysis of interviews (n = 31) with staff showed that they had been reluctant to distribute the survey primarily because of ethical concerns of anonymity, freedom of choice, and being nonjudgmental toward patients. Hence, patients with no obvious alcohol problems were more likely to receive the survey. Still, we found that 23% of the respondents had an Alcohol Use Disorder Identification Test score ≥ 8. Results indicate that frontline staffs' recognition of patients' alcohol use is inadequate, and findings show a low degree of acceptability among staff to deliver an anonymous survey, which is in line with earlier described barriers toward screening activities in EDs.

Who benefits from alcohol screening and brief intervention? A mini-review on socioeconomic inequalities with a focus on evidence from the United States

Alcohol-attributable mortality contributes to growing health inequalities. Addressing hazardous alcohol use and alcohol use disorders through alcohol screening and brief intervention is therefore a promising public health strategy to improve health equity. In this narrative mini-review, we discuss the extent to which socioeconomic differences exist in the alcohol screening and brief intervention cascade, highlighting the example of the United States. We have searched PubMed to identify and summarize relevant literature addressing socioeconomic inequalities in (a) accessing and affording healthcare, (b) receiving alcohol screenings, and/or (c) receiving brief interventions, focusing predominantly on literature from the Unites States. We found evidence for income-related inequalities in access to healthcare in the United States, partly due to inadequate health insurance coverage for individuals with low socioeconomic status. Alcohol screening coverage appears to be generally very low, as is the probability of receiving a brief intervention when indicated. However, research suggests that the latter is more likely to be provided to individuals with low socioeconomic status than those with high socioeconomic status. Individuals with low socioeconomic status also tend to benefit more from brief interventions, showing greater reductions in their alcohol use. Once access to and affordability of healthcare is ensured and high coverage of alcohol screening is achieved for all, alcohol screening and brief interventions have the potential to enhance health equity by reducing alcohol consumption and alcohol-related health harms.

Alcohol minimum unit pricing and people experiencing homelessness: A qualitative study of stakeholders' perspectives and experiences

INTRODUCTION

Minimum unit pricing (MUP) may reduce harmful drinking in the general population, but there is little evidence regarding its impact on marginalised groups. Our study is the first to explore the perceptions of MUP among stakeholders working with people experiencing homelessness following its introduction in Scotland in May 2018.

METHODS

Qualitative semi-structured interviews were conducted with 41 professional stakeholders from statutory and third sector organisations across Scotland. We explored their views on MUP and its impact on people experiencing homelessness, service provision and implications for policy. Data were analysed using thematic analysis.

RESULTS

Participants suggested that the introduction of MUP in Scotland had negligible if any discernible impact on people experiencing homelessness and services that support them. Most service providers felt insufficiently informed about MUP prior to its implementation. Participants reported that where consequences for these populations were evident, they were primarily anticipated although some groups were negatively affected. People experiencing homelessness have complex needs in addition to alcohol addiction, and changes in the way services work need to be considered in future MUP-related discussions.

DISCUSSION AND CONCLUSIONS

This study suggests that despite initial concerns about potential unintended consequences of MUP, many of these did not materialise to the levels anticipated. As a population-level health policy, MUP is likely to have little beneficial impact on people experiencing homelessness without the provision of support to address their alcohol use and complex needs. The additional needs of certain groups (e.g., people with no recourse to public funds) need to be considered.

Identification of clinical factors related to prediction of alcohol use disorder from electronic health records using feature selection methods

BACKGROUND

High dimensionality in electronic health records (EHR) causes a significant computational problem for any systematic search for predictive, diagnostic, or prognostic patterns. Feature selection (FS) methods have been indicated to be effective in feature reduction as well as in identifying risk factors related to prediction of clinical disorders. This paper examines the prediction of patients with alcohol use disorder (AUD) using machine learning (ML) and attempts to identify risk factors related to the diagnosis of AUD.

METHODS

A FS framework consisting of two operational levels, base selectors and ensemble selectors. The first level consists of five FS methods: three filter methods, one wrapper method, and one embedded method. Base selector outputs are aggregated to develop four ensemble FS methods. The outputs of FS method were then fed into three ML algorithms: support vector machine (SVM), K-nearest neighbor (KNN), and random forest (RF) to compare and identify the best feature subset for the prediction of AUD from EHRs.

RESULTS

In terms of feature reduction, the embedded FS method could significantly reduce the number of features from 361 to 131. In terms of classification performance, RF based on 272 features selected by our proposed ensemble method (Union FS) with the highest accuracy in predicting patients with AUD, 96%, outperformed all other models in terms of AUROC, AUPRC, Precision, Recall, and F1-Score. Considering the limitations of embedded and wrapper methods, the best overall performance was achieved by our proposed Union Filter FS, which reduced the number of features to 223 and improved Precision, Recall, and F1-Score in RF from 0.77, 0.65, and 0.71 to 0.87, 0.81, and 0.84, respectively. Our findings indicate that, besides gender, age, and length of stay at the hospital, diagnosis related to digestive organs, bones, muscles and connective tissue, and the nervous systems are important clinical factors related to the prediction of patients with AUD.

CONCLUSION

Our proposed FS method could improve the classification performance significantly. It could identify clinical factors related to prediction of AUD from EHRs, thereby effectively helping clinical staff to identify and treat AUD patients and improving medical knowledge of the AUD condition. Moreover, the diversity of features among female and male patients as well as gender disparity were investigated using FS methods and ML techniques.

Primary Outcome from a cluster-randomized trial of three formats for delivering Community Reinforcement and Family Training (CRAFT) to the significant others of problem drinkers

BACKGROUND

Community Reinforcement and Family Training (CRAFT) is an intervention designed to help the concerned significant others (CSOs) of people with alcohol problems who are reluctant to seek treatment. It aims to improve the well-being of CSOs and teach them how to change their behavior in order to positively influence the "identified patient" (IP) to seek treatment.

METHODS

The aim of the present pragmatic cluster-randomized trial was to compare the effectiveness of three formats for delivering CRAFT in real life settings: group sessions, individual sessions, and written material only (control group). Eighteen public treatment centers for alcohol use disorders were randomly assigned to deliver CRAFT in one of the three formats as part of their daily clinical routine. CSOs were recruited via pamphlets, general practitioners, and advertisements on social media. Trained clinicians delivered CRAFT in individual and group format, and self-administered CRAFT was limited to handing out a self-help book. The primary outcome was treatment engagement of the IP after three months.

RESULTS

A total of 249 CSOs were found to be eligible and randomly assigned to receive CRAFT delivered in group, individual, or self-administered format. The three-month follow-up rate was 60%. At three months follow-up, 29% (n = 32) of the CSOs who received group/individual CRAFT reported that their IP had engaged in treatment. The corresponding rate for the CSOs who received self-administered CRAFT was lower (15%; n = 5) but did not differ significantly from the other group of CSOs (Odds ratio (OR) = 2.27 (95% CI: 0.80, 6.41)).

CONCLUSION

We hypothesized that CSOs receiving CRAFT in a group format would improve the most, but although our findings pointed in this direction, the differences were not statistically significant.

TRIAL REGISTRATION

Clinical trials.gov ID: NCT03281057 . Registration date:13/09/2017.

Addressing Patients' Alcohol Consumption-A Population-Based Survey of Patient Experiences

Objectives: To identify the proportion of the population that had experienced that alcohol was addressed in health care the previous year, to explore experiences and perceived effects of addressing alcohol, and to investigate the proportion of risky drinkers in the population. Methods: Cross-sectional national web-based survey with 1,208 participants. Socio-demographic data, alcohol consumption (AUDIT-C), and experiences with alcohol conversations were investigated. Results: Approximately four in five respondents had visited health care the past 12 months, and one in six reported having experienced addressing alcohol. Women and older respondents were less likely to report having experienced alcohol conversations compared to other groups. Risky drinkers were not more likely to have experienced an alcohol conversation, but reported longer duration of alcohol conversations and more frequently perceived addressing alcohol as awkward or judgmental. Almost a third of respondents were classified as risky drinkers. Conclusion: The proportion experiencing addressing alcohol in routine health care is low, also among risky drinkers, and risky drinkers more frequently experienced the conversations as judgmental. More sensitive and relevant ways of addressing alcohol in health care is needed.

An Ethnographic study of unhealthy alcohol use in a Danish Emergency Department

Background

Emergency Departments (EDs) are important arenas for the detection of unhealthy substance use. Screening, Brief Intervention, and Referral to Treatment (SBIRT) for unhealthy alcohol use has been used in some ED settings with funding support from external sources. However, widespread sustained implementation is uncommon, and research aimed at understanding culture as a determinant for implementation is lacking. This study aims to explore cultural practices concerning the handling of patients with unhealthy alcohol use admitted to an ED.

Methods

An ethnographic study was conducted in an ED in the Capital Region of Denmark. The data consists of participant observations of Health Care Professionals (HCPs) and semi-structured interviews with nurses. Data was collected from July 2018 to February 2020. A cultural analysis was performed by using Qualitative Content Analysis as an analytic tool.

Results

150 h of observation and 11 interviews were conducted. Three themes emerged from the analysis: (1) Setting the scene describes how subthemes “flow,” “risky environment,” and “physical spaces and artefacts” are a part of the contextual environment of an ED, and their implications for patients with unhealthy alcohol use, such as placement in certain rooms; (2) The encounter presents how patients’ and HCPs’ encounters unfold in everyday practice. Subtheme “Professional differences” showcases how nurses and doctors address patients’ alcohol habits differently, and how they do not necessarily act on the information provided, due to several factors. These factors are shown in remaining sub-themes “gut-feeling vs. clinical parameters,” “ethical reasoning,” and “from compliance to zero-tolerance”; and (3) Collective repertoires shows how language shapes the perception of patients with unhealthy alcohol use, which may cause stigma and stereotyping. Subthemes are “occupiers” and “alcoholic or party animal?”.

Conclusions

Unhealthy alcohol use in the ED is entangled in complex cultural networks. Patients with severe and easily recognizable unhealthy alcohol use—characterized by an alcohol diagnosis in the electronic medical record, intoxication, or unwanted behavior—shape the general approach and attitude to unhealthy alcohol use. Consequently, from a prevention perspective, this means that patients with less apparent unhealthy alcohol use tend to be overlooked or neglected, which calls for a systematic screening approach.

Supplementary Information

The online version contains supplementary material available at 10.1186/s13722-021-00269-z.

Attitudes of Patients and Health Professionals Regarding Screening Algorithms: Qualitative Study

Background

As a preamble to an attempt to develop a tool that can aid health professionals at hospitals in identifying whether the patient may have an alcohol abuse problem, this study investigates opinions and attitudes among both health professionals and patients about using patient data from electronic health records (EHRs) in an algorithm screening for alcohol problems.

Objective

The aim of this study was to investigate the attitudes and opinions of patients and health professionals at hospitals regarding the use of previously collected data in developing and implementing an algorithmic helping tool in EHR for screening inexpedient alcohol habits; in addition, the study aims to analyze how patients would feel about asking and being asked about alcohol by staff, based on a notification in the EHR from such a tool.

Methods

Using semistructured interviews, we interviewed 9 health professionals and 5 patients to explore their opinions and attitudes about an algorithm-based helping tool and about asking and being asked about alcohol usage when being given a reminder from this type of tool. The data were analyzed using an ad hoc method consistent with a close reading and meaning condensing.

Results

The health professionals were both positive and negative about a helping tool grounded in algorithms. They were optimistic about the potential of such a tool to save some time by providing a quick overview if it was easy to use but, on the negative side, noted that this type of helping tool might take away the professionals’ instinct. The patients were overall positive about the helping tool, stating that they would find this tool beneficial for preventive care. Some of the patients expressed concerns that the information provided by the tool could be misused.

Conclusions

When developing and implementing an algorithmic helping tool, the following aspects should be considered: (1) making the helping tool as transparent in its recommendations as possible, avoiding black boxing, and ensuring room for professional discretion in clinical decision making; and (2) including and taking into account the attitudes and opinions of patients and health professionals in the design and development process of such an algorithmic helping tool.

Health Professionals' Experiences Regarding Alcohol Consumption and Its Relation to Older Care Recipient's Health and Well-Being

BACKGROUND

Alcohol consumption among older people is expected to increase in the years ahead. Health professionals' experiences of, and reflections on, alcohol consumption and its relation to well-being are thus important to the provision of adequate and high-quality treatment and care.

AIM

To investigate health professionals' experiences and reflections about alcohol consumption among older people and how it is related to their health and well-being.

METHODS

A case study design approach was adopted, incorporating three qualitative studies involving Norwegian health professionals. The health professionals interviewed included workers in nursing homes, home care professionals and general practitioners.

RESULTS

The study revealed a diversity of views and reflections on alcohol consumption, its facilitation, and the impact on the health and well-being of older patients and care recipients. Six themes were revealed by the three studies: (i) the facilitation of alcohol consumption to promote and normalize life in nursing homes, (ii) the restriction of unhealthy alcohol consumption, (iii) attempts to discuss alcohol consumption with care recipients, (iv) the initiation of collaboration with informal caregivers in restricting alcohol consumption, (v) minimalizing the dialogue regarding alcohol consumption to guard patient privacy and (vi) a desire for joint action and a national political strategy.

CONCLUSION

Health professionals working in NHs, in-home and GPs find it difficult to discuss the use and elevated use of alcohol with older people for whom they have care and treatment responsibilities. In general, they are concerned that such conversations infringe on the principles governing an individual's autonomy. However, because they are aware that elevated alcohol intake may have a negative impact on health and well-being, they also express a need for guidelines how they in a better and open minded way can discuss the use and elevated use of alcohol with the patients they care for.

Systematic Review of Clinician-Reported Barriers to Provision of Brief Advice for Alcohol Intake in Hospital Inpatient and Emergency Settings

Hospital inpatient and emergency care settings provide frequent opportunities for clinicians to screen and provide brief interventions to patients who engage in the harmful use of alcohol. However, these services are not always provided, with several reasons given in different studies. We aimed to systematically review clinician-reported barriers in the provision of brief alcohol screening, brief advice, and intervention specific to hospital inpatient and emergency department (ED) settings. A systematic literature review was conducted in MEDLINE, PsycINFO, and CINAHL to identify the barriers perceived by healthcare workers in the provision of alcohol screening and brief intervention. These barriers were then categorized according to the capability, opportunity, and motivation (COM-B) model of behavior change theory. Twenty-five articles were included in this study, which involved questionnaires, surveys, interviews, and conference call discussions. The most commonly cited barriers (i.e., greater than half of the studies) were related to capability (lack of knowledge cited in 60% of studies); opportunity (lack of time and resources, 76 and 52% of studies, respectively); and motivation (personal discomfort in 60% of studies). Twenty-two other barriers were reported but with lower frequency. Clinicians cite a multitude of factors that impede their delivery of alcohol screening and brief interventions in the hospital inpatient and ED settings. These barriers were explored further under the framework of the COM-B model, which allows for intervention design. As such, changes can be made at the policy, managerial, and educational levels to address these barriers and help improve the self-efficacy and knowledge of clinicians who counsel patients on alcohol use.

The Lived Experience of Alcohol Dependence: A Reflective Lifeworld Research among Outpatients in Alcohol Treatment

Alcohol dependence is a major health problem. Existing literature is sparse on the lived experience of alcohol dependency. Nurses may find it difficult to care for patients with alcohol dependence. The purpose of this study was to explore the lived experience of alcohol dependence among outpatients in alcohol treatment to get a comprehensive understanding from the patients' perspective. The study used a phenomenological descriptive approach and in-depth interviews were conducted with five patients in outpatient alcohol treatment. Five constituents illuminated the essence. Alcohol dependence is associated with physical, psychological and relational suffering: feelings of shame emerged as a significant theme.

Making a bridge between general hospital and specialised community-based treatment for alcohol use disorder-A pragmatic randomised controlled trial

AIM

To investigate if more patients in the intervention group attended specialized alcohol treatment compared with a treatment-as-usual group (TAU).

METHODS

Pragmatic randomized controlled trial where consecutive patients, admitted to somatic hospitals, filled out a lifestyle questionnaire with the Alcohol Use Disorder Identification Test (AUDIT) embedded. Patients scoring 8+ on AUDIT were included in the study. Included patients were randomized to either a Danish screening brief intervention and referral to treatment (SBIRT) called the Relay model or TAU depending on date of admission. The Relay group was offered a brief alcohol intervention by an outreach alcohol therapist. Patients scoring 16 points and above on the AUDIT test also received referral to alcohol treatment. Outcome was attendance at specialized outpatient alcohol treatment centres after discharge from hospital. Information on patients was gathered from municipal databases at 18 months follow-up.

RESULTS

A total of 3534 patients completed the questionnaire, and 609 patients (17%) scored AUDIT 8+. 48 patients were lost to follow-up, and the final sample had 561 patients. Only 33 patients (6%) attended outpatient treatment at 18-months follow-up, but significantly more patients in the Relay group sought alcohol treatment than in the TAU group (OR = 2.5 [1.2;5.2] (p = 0.017)). Number needed to treat (NNT) was 20 [95% CI 11.2;112.3].

CONCLUSION

The Relay intervention was associated with more patients attending specialized treatment, but further research is needed to establish if general hospitals are an excellent platform for performing SBIRT.

Assessment of alcohol and psychotropic drug use among old-age psychiatric patients in Norway: Experiences of health professionals

BACKGROUND

Increased awareness among health professionals regarding older people's alcohol and prescribed psychotropic drug use may be beneficial for reducing their unhealthy consumption among elderly.

AIM

This study explores how health professionals experienced their participation in a study in which they collected data on alcohol and psychotropic drug use among patients treated in old-age psychiatry departments and, subsequently, how they experienced their work day after the study ended.

METHOD

Focus-group and individual interviews with 15 professionals in specialist psychiatric hospitals were performed in 2016. The data were analysed using content analysis.

RESULTS

Two themes emerged from the data: the informants' "experiences with participation" and "consequences of participation". These themes described how the informants had experienced their participation in the study and whether these experiences subsequently affected their work routines. The first theme included two subthemes: "approaching the topic" covered the challenges and "applying assessment scales" described the participants' opinions about the scales. Two subthemes were included in the second theme: "increasing knowledge", which covered their reflections on new knowledge; and "influencing work routines", which described their new approach to the topic.

CONCLUSION

Study participation positively affected the informants' work routines regarding alcohol and psychotropic drug use. The results of this study may contribute to a better understanding, development, and organization of services for people with increased substance use and thus may more holistically promote the health of older people.