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PURPOSE: Healthcare is a complex adaptive system, requiring agile, innovative leaders to transform care. Clinical nurse specialists (CNSs) are uniquely positioned to influence change and achieve high-quality outcomes. Nurse leaders need strategies to onboard and retain CNSs considering high demand across the nation. The purpose of this program evaluation was to describe the core components and outcomes of CNS fellowship programs. DESIGN: This program evaluation used the Kirkpatrick Model as a framework to assess learning and knowledge translation. METHODS: The study was conducted within 3 Indiana healthcare organizations. Clinical nurse specialist leaders from each organization identified fellowship core components and analyzed team composition (ie, percentage of CNS team that was current/past fellows). Current and past CNS fellows were invited to participate in a survey evaluating program effectiveness, impact on role transition, project leadership, and outcomes achieved. RESULTS: Overlap was identified among 85% (17/20) of the core components, team composition was 71% (25/35) past/current fellows, and retention was 100% (12/12). Of the 23 invited, 18 (78%) participated in the program evaluation. Program effectiveness was evaluated as very/extremely effective by 94% (17/18) of participants. Themes salient to independent practice transition were applying learning, achieving influence, and developing relationally, contributing to incremental gain of the CNS perspective (ie, CNS values and guiding principles influencing critical thinking and behavior). CONCLUSION: Nurse leaders should consider fellowship implementation to recruit and retain CNS talent within organizations.
Subject(s)
Fellowships and Scholarships , Nurse Clinicians , Program Evaluation , Nurse Clinicians/education , Humans , Indiana , Nursing Evaluation Research , Leadership , Outcome Assessment, Health CareABSTRACT
OBJECTIVE: The objective of this study was to determine the effectiveness of an intervention related to social isolation and loneliness among hospitalized patients by improving: 1) social connectedness; 2) anxiety; and 3) loneliness and to evaluate experiences of the connection intervention. BACKGROUND: Social isolation and loneliness can lead to detrimental effects on morbidity/mortality and health indices. A connection intervention was developed by investigators using key strategies to promote connectedness, providing in-person contact for hospitalized patients to meet individual and self-care needs. METHODS: This quasi-experimental study was conducted in a Midwest adult academic health center. Social connectedness, anxiety, and loneliness were evaluated at baseline and postintervention using a paired-sample t test. Experience responses were analyzed using content analysis. RESULTS: There were no significant differences in social connectedness, anxiety, or loneliness when comparing baseline with postintervention. Experience themes included sharing personal stories back and forth, treating me as a person, mitigating loneliness, and finding benefit. CONCLUSION: Despite nonsignificant findings, participants found benefit in filling the social void of being an inpatient. Clinicians should ensure that holistic care is delivered to hospitalized inpatients. Inclusive patient-centered strategies targeted to decrease social isolation and loneliness among acute care inpatients should continue to be developed and tested.
Subject(s)
Loneliness , Social Isolation , Adult , Humans , Anxiety/prevention & controlABSTRACT
BACKGROUND: Alcohol use affects 14.5 million Americans and high prevalence of use and potential for withdrawal among hospitalized patients presents a challenge for health care professionals to anticipate and manage effectively. Due to the acuity and fast-paced nature of the hospital environment, nurses need assessment tools that can be readily completed and drive efficient protocol-based treatment. The purpose of this study was to examine psychometric properties of the alcohol withdrawal assessment tool (AWAT). AIMS: The aims were to examine AWAT (1) reliability, (2) validity, and (3) usability. METHODS: Patients (n = 55) and nurses (n = 47) were recruited from six hospitals within one health care system in the Midwest. Psychometric testing included inter-rater reliability and criterion-related validity testing, using the Clinical Institute Withdrawal Assessment of Alcohol Scale-Revised (CIWA-Ar) as a comparison. Usability was assessed with a 5-item Likert-type scale. RESULTS: Findings supported strong agreement (ICC: .931) between raters on the AWAT and a moderate correlation (Pearson r: .548) between scores on the AWAT and CIWA-Ar. Nurses agreed/strongly agreed that the AWAT took 2 min or less to complete (n = 42; 89%), was easy to use for assessment (n = 42; 89%) was easy to learn (n = 40; 85%), and they were confident using the AWAT (n = 39; 83%). CONCLUSIONS: Study findings provide evidence of reliability, validity, and usability of the AWAT in the hospital setting. The AWAT has potential to improve assessment efficiency and nurses caring for inpatients with mental health disorders should consider implementing the tool into practice.
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OBJECTIVE: The purpose of this study was to determine the alignment between the American Nurses Credentialing Center's Magnet Recognition Program® standards and clinical nurse specialist (CNS) practice competencies. BACKGROUND: Despite documentation of CNS contributions to achieving and sustaining Magnet Recognition®, there is a lack of evidence clearly aligning Magnet® standards and CNS practice competencies. METHODS: Using a crosswalk method, an expert panel of CNSs and chief nursing executives analyzed alignment of the 50 Magnet standards with the 44 National Association of Clinical Nurse Specialists core practice competencies. RESULTS: CNS practice competencies are aligned closely with Magnet standards: 86% of the 50 Magnet standards aligned with at least 1 CNS competency and 81.8% of CNS competencies aligned with at least 1 Magnet® standard. CONCLUSIONS: The alignment between Magnet standards and CNS competencies supports evidence of CNS contributions to organizational achievement of Magnet Recognition and will assist nurse executives in identifying a full scope of opportunities for CNSs to contribute to nursing excellence.
Subject(s)
Nurse Administrators , Nurse Clinicians , Credentialing , Humans , United StatesABSTRACT
BACKGROUND: High patient activation is associated with a variety of positive health outcomes. Although increasing patient activation in persons with opioid use disorder (OUD) in intensive outpatient treatment (IOT) programs may increase engagement and improve outcomes, little is known about how patient activation is manifested in these programs. AIMS: To describe types of instances in which persons play an active role in their IOT or show self-determination in their recovery generally (patient activation) and types of instances in which they play a passive role in their IOT or have recovery directed by others (patient nonactivation). METHODS: A qualitative descriptive study using data from a larger grounded theory study was conducted. Interviews were completed with 14 persons with OUD who attended an IOT program within a large health care system in the Midwest. Content analysis was used to create a typology of instances of patient activation or nonactivation in participants' IOT experiences. RESULTS: Six types of instances were identified: (1) making and enacting one's own treatment decisions, (2) actively collaborating with staff, (3) self-determining one's disclosure in groups, (4) making a commitment to treatment, (5) taking responsibility for one's recovery, and (6) taking actions to avoid return to use. CONCLUSIONS: Patient activation is multidimensional and plays a salient role in IOT experiences. IOT staff should engage patients as active participants in their treatment and encourage mutual goal-setting and shared-decision but should be aware that some approaches used too early in treatment may impede recovery.
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OBJECTIVE: Stress among family members of hospitalised intensive care unit patients may be amplified in the context of a global pandemic and strict visitor restrictions. A nurse family liaison role in the COVID-19 units was implemented to serve as a connection between the care team and a designated family member. Our objective was to describe the experience of a nurse family liaison role implemented during the COVID-19 pandemic from the perspective of nurses who functioned in the liaison role and intensive care nurses who worked with the liaisons. RESEARCH METHOD/DESIGN: This was a qualitative study using thematic analysis involving a one-time semi-structured interview. A convenience sample of nurses were invited to participate. The analytic approach involved (1) becoming familiar with the data; (2) finding meaning in the data; (3) organising meaningful statements into patterns to generate themes. SETTING/PARTICIPANTS: Nurses who functioned in the liaison role and intensive care nurses who worked with the liaisons in an adult academic health center in the Midwest United States. MAIN OUTCOME MEASURE: To describe the psychosocial experience of nurse family liaison role implementation. FINDINGS: The sample (n = 11) mean age was 36 years (range 26-49) and the majority were female (n = 10; 90%), White/non-Hispanic (n = 11; 100%), Bachelor prepared (n = 10; 90%), and had an average of 10 years of experience as a nurse (range 4-25). The major themes identified by participants were living in a pandemic, establishing the role and workflow and experiencing human connection. CONCLUSION: Hospital organisations should consider how they can provide family-centred care, specifically within the context of a global crisis such as a pandemic. Participant descriptions of the role indicate that liaison implementation alleviated nurse moral distress and fostered development of close family connections. Findings can help inform implementation of similar roles in hospital settings.
Subject(s)
COVID-19 , Adult , Critical Care , Female , Humans , Male , Middle Aged , Nurse's Role , Pandemics , Qualitative Research , United StatesABSTRACT
INTRODUCTION: Opioid use disorder (OUD) is a public health crisis affecting 2 million Americans. Approximately 80% of people with OUD do not receive treatment, and attrition rates in treatment programs are as high as 80%. Previous research has shown intensive outpatient treatment (IOT) has positive outcomes, but enrollment and retention in programs are problematic. To improve outcomes and increase engagement, more information is needed about how persons experience IOT programs. The purpose of this study is to describe processes that people with OUD undergo as they participate in IOT programs. METHODS: The research team conducted a constructivist grounded theory study in IOT programs at two adult academic health centers within a large Midwest health care system. Study staff conducted interviews with 14 persons to elicit narratives about their experiences in the IOT programs. The team transcribed and analyzed interviews using a four-step process consistent with grounded theory methods. RESULTS: Participants described the process of connecting and disconnecting as central to their IOT experience. The process included eight stages: (1) connecting with drugs, (2) disconnecting from everyday life, (3) connecting with the IOT program, (4) connecting with others in the IOT program, (5) disconnecting from drugs, (6) reconnecting with others, (7) reconnecting with self, and (8) disconnecting from the IOT program. CONCLUSIONS: Connections with the IOT program, other patients, and IOT staff are central to beginning sobriety. Findings indicate that clinicians should foster connections and provide a multi-dimensional experience that enables patients to begin recovery.
Subject(s)
Opioid-Related Disorders , Outpatients , Adult , Ambulatory Care , Delivery of Health Care , Grounded Theory , Humans , Opioid-Related Disorders/drug therapy , United StatesABSTRACT
WHAT IS KNOWN ON THE SUBJECT?: Evidence indicates a strong relationship between patient activation (i.e. confidence, knowledge and skills to self-manage health) and positive health behaviours and outcomes in a variety of clinical populations. Because persons with mental health disorders experience significant disease burden but often underutilize mental health treatment or experience poor treatment outcomes, they would likely benefit from increases in activation. No systematic reviews have been conducted to summarize and synthesize research on patient activation in persons with mental health disorders. WHAT THIS PAPER ADDS TO EXISTING KNOWLEDGE?: To our knowledge, this is the first comprehensive review to identify factors associated with activation and interventions that have shown to be effective in persons with mental health disorders. This integrative review indicates that better health status, less depression, positive health attitudes and behaviours, and higher quality therapeutic relationships may be associated with higher levels of activation in persons with mental health disorders. This review also indicates that a variety of interventions, most notably educational programs, are effective in increasing levels of patient activation in persons with mental health disorders. WHAT ARE THE IMPLICATIONS FOR PRACTICE?: Psychiatric mental health nurses and other clinicians should consider routine assessment of patient activation to inform individualized treatment plans for their clients. Clinicians should aim to form high-quality therapeutic relationships with clients as a way to promote higher levels of activation. Interventions that have been found to be effective in improving activation could be offered in a variety of mental health settings. ABSTRACT: Introduction Patient activation is understanding one's role in the healthcare process and having confidence, knowledge, and skills to self-manage one's health and health care. Researchers have begun to investigate patient activation in persons with mental health disorders, but no systematic reviews have been conducted to summarize and synthesize this research. For psychiatric mental health nurses and other clinicians to develop strategies to increase patient activation in this population, more information is needed about factors associated with activation and interventions that increase activation. Review Questions (1) What factors are associated with levels of activation in persons diagnosed with mental health disorders? (2) What interventions have shown to be effective at increasing levels of activation in persons diagnosed with mental health disorders? Method A 5-stage integrative review as described by Whittemore & Knafl. Results Twenty-nine articles were included in the review. Ten provided correlations between activation and other factors, and 20 examined the effects of interventions on activation. Some studies revealed significant correlations between a variety of health and treatment-related factors, and others revealed that some interventions, most notably educational programs, were shown to increase activation. Discussion The findings of this comprehensive review can inform psychiatric mental health nurses and other clinicians in developing strategies to increase activation in the patients with whom they work. More research is needed to provide a deeper understanding of the role of activation in the recovery and treatment of persons with mental health disorders. Implications for Practice Psychiatric nurses and other clinicians should assess for patient activation and incorporate strategies to increase levels of activation in patients in their practice. Positive therapeutic relationships likely enhance activation in persons with mental health disorders.
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Mental Disorders , Psychiatric Nursing , Humans , Mental Disorders/therapy , Mental HealthABSTRACT
BACKGROUND: Screening, Brief Intervention, and Referral to Treatment (SBIRT) is a clinical intervention used to address alcohol and illicit drug use. SBIRT use has resulted in positive health and social outcomes; however, SBIRT implementation remains low. Research on implementing interventions, such as SBIRT, lacks information about challenges and successes related to implementation. The Expert Recommendations for Implementing Change (ERIC) provides a framework to guide comprehension, clarity, and relevance of strategies available for implementation research. This framework was applied to qualitative feedback gathered from site coordinators (SCs) leading SBIRT implementation. The purpose of this study was to describe the SCs' experiences pertaining to SBIRT implementation across a health system. METHODS: Within the context of a larger parent study, a semi-structured interview guide was used to capture 14 SCs' perceptions of the barriers, facilitators, and outcomes pertaining to SBIRT implementation. Qualitative data were analyzed using standard content analytic procedures. A follow-up survey was developed based on 14 strategies identified from qualitative data and was administered electronically to determine the SC's perceptions of the most helpful implementation strategies on a scale of 1 (least helpful) to 5 (most helpful). RESULTS: All 14 invited SCs participated in the SBIRT implementation interview, and 11 of 14 (79%) responded to the follow-up survey. Within the categories of barriers, facilitators, and outcomes, 25 subthemes emerged. The most helpful implementation strategies were reexamining the implementation (M = 4.38; n = 8), providing ongoing consultation (M = 4.13; n = 8), auditing and providing feedback (M = 4.1; n = 10), developing education materials (M = 4.1; n = 10), identifying and preparing champions (M = 4; n = 7), and tailoring strategies (M = 4; n = 7). CONCLUSION: SCs who led implementation efforts within a large healthcare system identified several barriers and facilitators to the implementation of SBIRT. Additionally, they identified clinician-related outcomes associated with SBIRT implementation into practice as well as strategies that were helpful in the implementation process. This information can inform the implementation of SBIRT and other interventions in acute care settings.
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Crisis Intervention , Substance-Related Disorders , Humans , Mass Screening , Perception , Referral and Consultation , Substance-Related Disorders/diagnosis , Substance-Related Disorders/therapyABSTRACT
BACKGROUND: Poor surgeons' non-technical skills (NTS) and excessive stress and workload are known contributors to surgical errors. Our aim was to examine the relationship between surgeons' stress and workload, and their observed NTS intraoperatively. METHODS: Surgeon's NTS were rated in the operating room (OR) by trained observers. Surgeon stress, workload, familiarity with the OR team, prior experience, and case difficulty were captured. Relationships between variables were assessed. RESULTS: Fifteen surgeons participated in our study. Agreement among raters was high for NTS observations (ICC range = 0.56-0.96). Stress was negatively correlated with situation awareness, and workload was negatively correlated with decision making. Less familiarity among the team was correlated with higher stress. CONCLUSIONS: Surgeons' stress and workload negatively affected their NTS in the OR. Further, unfamiliarity with the surgical team contributed to surgeon's stress. Methods to reduce surgeons' stress and workload such as mental skills training should be considered.
Subject(s)
Clinical Competence , Occupational Stress/psychology , Operating Rooms , Surgeons/psychology , Awareness , Clinical Decision-Making , Communication , Humans , Leadership , Operating Rooms/standards , Surgeons/standards , Surveys and Questionnaires , WorkloadABSTRACT
BACKGROUND: Measuring behavioral health treatment accessibility requires timely, comprehensive and accurate data collection. Existing public sources of data have inconsistent metrics, delayed times to publication and do not measure all factors related to accessibility. This study seeks to capture this additional information and determine its importance for informing accessibility and care coordination. METHODS: The 2018 National Survey for Substance Abuse and Treatment Services (N-SSATS) data were used to identify behavioral health facilities in Indiana and gather baseline information. A telephone survey was administered to facilities with questions parallel to the N-SSATS and additional questions regarding capacity and patient intake. Quantitative analysis includes chi-square tests. A standard qualitative analysis was used for theming answers to open-ended questions. RESULTS: About 20% of behavioral health facilities responded to the study survey, and non-response bias was identified by geographic region. Among respondents, statistically significant differences were found in several questions asked in both the study survey and N-SSATS. Data gathered from the additional questions revealed many facilities to have wait times to intake longer than 2 weeks, inconsistency in intake assessment tools used, limited capacity for walk-ins and numerous requirements for engaging in treatment. CONCLUSION: Despite the low response rate to this study survey, results demonstrate that multiple factors not currently captured in public data sources can influence coordination of care. The questions included in this study survey could serve as a framework for routinely gathering these data and can facilitate efforts for successful coordination of care and clinical decision-making.
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Mental Health Services/organization & administration , Public Sector/organization & administration , Substance Abuse Treatment Centers/organization & administration , Health Services Accessibility/organization & administration , Humans , Public Sector/standards , United States , United States Substance Abuse and Mental Health Services AdministrationABSTRACT
BACKGROUND: Implementation of evidence-based clinical interventions in real-world settings becomes a futile effort when effective strategies to foster adoption are not used. A toolkit, or a collection of adaptable documents to inform and facilitate implementation, can increase the use of evidence-based interventions. Most available toolkits provide resources about the intervention but lack guidance for adaptation to different contexts or strategies to support implementation. This paper describes the development and use of a toolkit to guide the implementation of an evidence-based intervention to identify and intervene for people with risky substance use. METHODS: A descriptive case study describes the development and use of a toolkit throughout a two-year study. Investigators and site coordinators from 14 acute care hospitals developed tools and engaged external stakeholders as they prepared for implementation, integrated the clinical intervention into practice, and reflected on implementation. RESULTS: The final toolkit included 54 different tools selected or created to define the intervention, engage and communicate with stakeholders, assess for readiness and plan for implementation, train clinical nurses and other stakeholders, evaluate training and implementation effectiveness, create policies and procedures for different contexts, and identify opportunities for reimbursement. Each tool corresponds to one or more implementation strategies. CONCLUSION: The approach used to develop this implementation toolkit may be used to create resources for the implementation of other evidence-based interventions.
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BACKGROUND: Injury falls are common, with nearly a million hospitalized patients falling annually. Fall risk identification and prevention are largely clinician-centric, lacking patient input. LOCAL PROBLEM: Our fall rates were below the national mean; however, patients who fell and sustained injury were at or above the mean. We lacked processes that engaged patients as safety collaborators. METHODS: This was a quality improvement study examining the effect of a collaborative fall intervention on (1) patient knowledge in action and (2) incidence of falls. INTERVENTION: The patient fall assessment tool was implemented to facilitate collaborative safety conversations. RESULTS: We achieved a statistically significant improvement (P = .0007) in the patient's participation in the development of the safety plan, with a 25% reduction in total falls and a 67% reduction in injury falls. CONCLUSIONS: The patient fall assessment tool may be a successful strategy to engage patients in the development of their safety plan and positively affect safety partnerships.
Subject(s)
Accidental Falls , Diffusion of Innovation , Patient Participation , Quality Improvement , Risk Assessment , Safety Management , Accidental Falls/prevention & control , Accidental Falls/statistics & numerical data , Aged , Humans , Incidence , Surveys and QuestionnairesABSTRACT
BACKGROUND: Screening, Brief Intervention, and Referral to Treatment (SBIRT) is an evidence-based process to recognize and intervene with people who use substances. Despite evidence to support the SBIRT effectiveness, this process is rarely used in acute care. To facilitate use of SBIRT in acute care, it is important to first understand the implementation processes. PURPOSE: To describe SBIRT processes across 14 acute care facilities. METHODS: A phone interview was conducted with site coordinators at 14 facilities to describe their SBIRT process and clinicians involved in each step. FINDINGS: Seven different SBIRT processes were identified for people that use alcohol and/or drugs, and five different processes were identified for people that use tobacco. The function of SBIRT was consistent throughout facilities, but the form of implementation varied based on organizational context. DISCUSSION: Future SBIRT dissemination efforts will need to first understand the local processes and clinicians involved within each facility to tailor implementation to local context.
Subject(s)
Critical Care/standards , Mass Screening/standards , Practice Guidelines as Topic , Primary Health Care/standards , Referral and Consultation/standards , Substance-Related Disorders/diagnosis , Substance-Related Disorders/therapy , Adult , Aged , Aged, 80 and over , Female , Humans , Male , Middle AgedABSTRACT
Pressure injury development results in significant morbidity and costs. Despite well-defined guidelines, nurses are frequently faced with subtle and overt patient resistance when implementing prevention strategies. Case law and hospital policies guide decision making when confronted with refusal of medical care; however, there are limited recommendations that guide competent patient refusal of nursing care. This article presents findings of an integrative literature review and idea-generating forum about competent patient refusal of nursing care. Emerging topics from the literature review were mirrored in responses generated during the innovation forum; responses from the forum confirmed the clinical relevance of the issue and the lack of resources to guide care in this area for approach.
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Nursing Care/methods , Treatment Refusal/psychology , Decision Making, Shared , Humans , Nursing Care/trendsABSTRACT
PURPOSE/AIMS: The purpose of this study was to validate a tool to assess alcohol withdrawal in acute care patients. Study aims included (1) establish content validity, (2) examine criterion-related validity, (3) test interrater reliability, and (4) assess nurse usability. DESIGN: A psychometric research study was designed to evaluate the Alcohol Withdrawal Assessment Tool. METHODS: Validation was conducted using an expert panel to determine content validity. The Clinical Institute Withdrawal Assessment for Alcohol-Revised was used as comparison for the criterion related validity. Interrater reliability was determined by having 2 investigators simultaneously complete the assessment on the same patients. Usability was determined using a Likert scale survey. RESULTS: The average age of participants was 53 years, with a range of 27 to 81 years. Interrater reliability was supported by a κ statistic range of 0.61 to 0.6957, and content validity was supported by a content validity index of 1.0. Criterion-related validity was supported with a Pearson r correlation of 0.665 (P < .000). Of nurses surveyed, all answered agree or strongly agree to the usability survey. CONCLUSIONS: The assessment tool may be an effective alternative to utilize in the acute care setting. It is easy to use and drives frequency of assessment and appropriate pharmacologic treatment.
Subject(s)
Alcohol Withdrawal Delirium/diagnosis , Critical Care , Surveys and Questionnaires , Adult , Aged , Aged, 80 and over , Critical Care Nursing , Female , Humans , Male , Middle Aged , Psychometrics , Reproducibility of ResultsABSTRACT
Hospitalized patients with persistent pain are among the most challenging populations to effectively manage because of coexistence with acute pain. Nurses play a vital role in pain management; however, gaps in knowledge and detrimental attitudes exist. The purpose of this study was to evaluate the effectiveness of a targeted evidence-based pain education program to increase nurses' knowledge and attitudes about pain management. One group, paired, pretest/posttest educational intervention. A convenience sample of nurses from three medical and surgical inpatient units were recruited. Participants completed a pretest, the Knowledge and Attitudes Survey Regarding Pain Scale, to assess education needs. Identified gaps were targeted during program design. The program consisted of two 30-minute interactive educational sessions approximately 1 month apart. The first session, delivered by a pharmacist, covered pharmacology and pathophysiology content. The second session, delivered by trained registered nurses, used case studies paired with video scenarios. A total of 51 nurses completed the pretest. The final sample consisted of 24 nurses who completed both the pretest and posttest. The mean age was 30 years; 88% were female, and 92% were baccalaureate prepared. Paired t tests indicated higher posttest total scores (p < .001) after the education program compared with pretest scores. Overall program satisfaction was positive. This study found improvement in persistent pain management knowledge and attitudes among direct care nurses caring for hospitalized patients. A targeted educational program may be an effective and efficient delivery method.
Subject(s)
Attitude of Health Personnel , Nurses/psychology , Nursing Care/standards , Pain Management/nursing , Pain Management/standards , Pain/nursing , Adult , Female , Hospitals/trends , Humans , Male , Middle Aged , Nursing Care/psychology , Surveys and QuestionnairesABSTRACT
BACKGROUND & AIMS: In outpatients undergoing endoscopic retrograde cholangiopancreatography (ERCP) with anesthesia, rates of and risk factors for admission are unclear. We aimed to develop a model that would allow physicians to predict hospitalization of patients during postanesthesia recovery. METHODS: We conducted a retrospective study of data from ERCPs performed on outpatients from May 2012 through October 2013 at the Indiana University School of Medicine. Medical records were abstracted for preanesthesia, intra-anesthesia, and early (within the first hour) postanesthesia characteristics potentially associated with admission. Significant factors associated with admission were incorporated into a logistic regression model to identify subgroups with low, moderate, or high probabilities for admission. The population was divided into training (first 12 months) and validation (last 6 months) sets to develop and test the model. RESULTS: We identified 3424 ERCPs during the study period; 10.7% of patients were admitted to the hospital, and 3.7% developed post-ERCP pancreatitis. Postanesthesia recovery times were significantly longer for patients requiring admission (362.6 ± 213.0 minutes vs 218.4 ± 71.8 minutes for patients not admitted; P < .0001). A higher proportion of admitted patients had high-risk indications. Admitted patients also had more severe comorbidities, higher baseline levels of pain, longer procedure times, performance of sphincter of Oddi manometry, higher pain during the first hour after anesthesia, and greater use of opiates or anxiolytics. A multivariate regression model identified patients who were admitted with a high level of accuracy in the training set (area under the curve, 0.83) and fair accuracy in the validation set (area under the curve, 0.78). On the basis of this model, nearly 50% of patients could be classified as low risk for admission. CONCLUSION: By using factors that can be assessed through the first hour after ERCP, we developed a model that accurately predicts which patients are likely to be admitted to the hospital. Rates of admission after outpatient ERCP are low, so a policy of prolonged observation might be unnecessary.