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1.
BMC Med Inform Decis Mak ; 24(1): 118, 2024 May 03.
Article En | MEDLINE | ID: mdl-38702739

BACKGROUND: Pneumonia poses a major global health challenge, necessitating accurate severity assessment tools. However, conventional scoring systems such as CURB-65 have inherent limitations. Machine learning (ML) offers a promising approach for prediction. We previously introduced the Blood Culture Prediction Index (BCPI) model, leveraging solely on complete blood count (CBC) and differential leukocyte count (DC), demonstrating its effectiveness in predicting bacteremia. Nevertheless, its potential in assessing pneumonia remains unexplored. Therefore, this study aims to compare the effectiveness of BCPI and CURB-65 in assessing pneumonia severity in an emergency department (ED) setting and develop an integrated ML model to enhance efficiency. METHODS: This retrospective study was conducted at a 3400-bed tertiary medical center in Taiwan. Data from 9,352 patients with pneumonia in the ED between 2019 and 2021 were analyzed in this study. We utilized the BCPI model, which was trained on CBC/DC data, and computed CURB-65 scores for each patient to compare their prognosis prediction capabilities. Subsequently, we developed a novel Cox regression model to predict in-hospital mortality, integrating the BCPI model and CURB-65 scores, aiming to assess whether this integration enhances predictive performance. RESULTS: The predictive performance of the BCPI model and CURB-65 score for the 30-day mortality rate in ED patients and the in-hospital mortality rate among admitted patients was comparable across all risk categories. However, the Cox regression model demonstrated an improved area under the ROC curve (AUC) of 0.713 than that of CURB-65 (0.668) for in-hospital mortality (p<0.001). In the lowest risk group (CURB-65=0), the Cox regression model outperformed CURB-65, with a significantly lower mortality rate (2.9% vs. 7.7%, p<0.001). CONCLUSIONS: The BCPI model, constructed using CBC/DC data and ML techniques, performs comparably to the widely utilized CURB-65 in predicting outcomes for patients with pneumonia in the ED. Furthermore, by integrating the CURB-65 score and BCPI model into a Cox regression model, we demonstrated improved prediction capabilities, particularly for low-risk patients. Given its simple parameters and easy training process, the Cox regression model may be a more effective prediction tool for classifying patients with pneumonia in the emergency room.


Emergency Service, Hospital , Machine Learning , Pneumonia , Severity of Illness Index , Humans , Male , Female , Retrospective Studies , Aged , Middle Aged , Pneumonia/diagnosis , Prognosis , Leukocyte Count , Taiwan , Blood Cell Count , Hospital Mortality , Aged, 80 and over , Adult
3.
Soins Psychiatr ; 45(352): 17-19, 2024.
Article Fr | MEDLINE | ID: mdl-38719354

The psychomotrician is a healthcare professional trained in mind-body approaches. They take into account sensoriality, motor skills, cognition, psyche and emotions in relation to the individual's environment and the expression of disorders. It  is an integral part of the treatment of post-traumatic stress disorder. For some years now, psychomotricians have been part of volunteer teams in medical-psychological emergency units, where they offer an integrative approach. Using the body and mediation as their working tools, they rely on non-verbal communication and body language to bring the patient back to the present moment within a reassuring framework.


Stress Disorders, Post-Traumatic , Humans , Stress Disorders, Post-Traumatic/psychology , Stress Disorders, Post-Traumatic/nursing , Emergency Service, Hospital , Nonverbal Communication/psychology , Mind-Body Relations, Metaphysical , Emergency Services, Psychiatric , Psychiatric Nursing , Interdisciplinary Communication , France , Kinesics , Intersectoral Collaboration
4.
S Afr Fam Pract (2004) ; 66(1): e1-e6, 2024 Apr 19.
Article En | MEDLINE | ID: mdl-38708747

BACKGROUND:  The World Health Organization advocates the early, appropriate provision of palliative care (PC) to patients throughout the life course. Patient consultations to the emergency department (ED) have been recognised as opportunities to initiate or optimise their PC needs. This study aimed to assess the knowledge of and attitudes towards PC among doctors at emergency physician staffed EDs in KwaZulu-Natal, South Africa. METHODS:  A cross-sectional survey was conducted between November 2021 and February 2022 for doctors employed out at emergency physician staffed EDs in KwaZulu-Natal, South Africa, using the validated Palliative Care Attitude and Knowledge questionnaire. The variables assessed were the self-rated and basic knowledge and attitudes towards core domains of PC. Ordinal data were compared using the t-test or ANOVA as appropriate, using MedCalc® Statistical Software version 22.009. RESULTS:  Of the 39 participants, the scores for the knowledge questions showed that 15.3% participants had good knowledge, 53.8% had fair knowledge and 30.7% had poor knowledge. Participants had either favourable (58.8%) or an uncertain (41.0%) attitude towards PC. No correlation was seen between the knowledge and attitudes scores (Spearman's rho = 0.13, 95% CI -0.19 to 0.43, p = 0.43). CONCLUSION:  There appears to be a deficit in knowledge of PC among doctors in the ED and a need for in-service training in PC for emergency care physicians.Contribution: This study provides new knowledge around PC practices at EDs in KwaZulu-Natal, South Africa.


Attitude of Health Personnel , Emergency Service, Hospital , Health Knowledge, Attitudes, Practice , Palliative Care , Physicians , Humans , South Africa , Cross-Sectional Studies , Emergency Service, Hospital/statistics & numerical data , Female , Male , Adult , Surveys and Questionnaires , Physicians/psychology , Middle Aged
5.
S Afr Fam Pract (2004) ; 66(1): e1-e9, 2024 Apr 30.
Article En | MEDLINE | ID: mdl-38708752

BACKGROUND:  Spontaneous abortions occur in 12.5% of pregnancies and have a significant impact on the well-being of women. Dissatisfaction with health services is well-documented, but no studies have been conducted in district health services of the Western Cape. The aim was to explore the lived experiences of women presenting with spontaneous abortions to the emergency department at Helderberg Hospital. METHODS:  A descriptive phenomenological qualitative study used criterion-based purposive sampling to identify suitable participants. Data were collected through semi-structured individual interviews. Atlas-ti (version 22) software assisted with data analysis using the framework method. RESULTS:  A total of nine participants were interviewed. There were four main themes: a supportive environment, staff attitudes and behaviour, the impact of time, and sharing of information. The comfort, cleanliness and privacy of the environment were important. COVID-19 had also impacted on this. Showing interest, demonstrating empathy and being nonjudgemental were important, as well as the waiting time for definitive treatment and the time needed to assimilate and accept the diagnosis. In addition, the ability to give relevant information, explain the diagnosis and help patients share in decision-making were key issues. CONCLUSION:  This study highlighted the need for a more person-centred approach and managers should focus on changes to organisational culture through training and clinical governance activities. Attention should be paid to the physical environment, availability of patient information materials and sequential coordination of care with primary care services.Contribution: This study identifies issues that can improve person-centredness and women's satisfaction with care for spontaneous abortion.


Abortion, Spontaneous , COVID-19 , Hospitals, District , Qualitative Research , Humans , Female , South Africa , Adult , Abortion, Spontaneous/psychology , Pregnancy , COVID-19/epidemiology , COVID-19/psychology , SARS-CoV-2 , Interviews as Topic , Attitude of Health Personnel , Patient Satisfaction , Emergency Service, Hospital , Young Adult
6.
Rev Assoc Med Bras (1992) ; 70(4): e2023075, 2024.
Article En | MEDLINE | ID: mdl-38716931

OBJECTIVE: History, electrocardiogram, age, risk factors, troponin risk score and troponin level follow-up are used to safely discharge low-risk patients with suspected non-ST elevation acute coronary syndrome from the emergency department for a 1-month period. We aimed to comprehensively investigate the 6-month mortality of patients with the history, electrocardiogram, age, risk factors, troponin risk score. METHODS: A total of 949 non-ST elevation acute coronary syndrome patients admitted to the emergency department from 01.01.2019 to 01.10.2019 were included in this retrospective study. History, electrocardiogram, age, risk factors, troponin scores of all patients were calculated by two emergency clinicians and a cardiologist. We compared the 6-month mortality of the groups. RESULTS: The mean age of the patients was 67.9 (56.4-79) years; 57.3% were male and 42.7% were female. Six-month mortality was significantly lower in the high-risk history, electrocardiogram, age, risk factors, troponin score group than in the low- and moderate-risk groups: 11/80 (12.1%), 58/206 (22%), and 150/444 (25.3%), respectively (p=0.019). CONCLUSION: Patients with high history, electrocardiogram, age, risk factors, troponin risk scores are generally treated with coronary angioplasty as soon as possible. We found that the mortality rate of this group of patients was lower in the long term compared with others. Efforts are also needed to reduce the mortality of moderate and low-risk patients. Further studies are needed on the factors affecting the 6-month mortality of moderate and low-risk acute coronary syndrome patients.


Acute Coronary Syndrome , Electrocardiography , Troponin , Humans , Female , Male , Middle Aged , Retrospective Studies , Aged , Acute Coronary Syndrome/mortality , Acute Coronary Syndrome/blood , Risk Factors , Troponin/blood , Risk Assessment/methods , Age Factors , Emergency Service, Hospital/statistics & numerical data , Time Factors , Biomarkers/blood , Medical History Taking
7.
CMAJ ; 196(17): E580-E590, 2024 May 05.
Article En | MEDLINE | ID: mdl-38719223

BACKGROUND: Emergency departments are a last resort for some socially vulnerable patients without an acute medical illness (colloquially known as "socially admitted" patients), resulting in their occupation of hospital beds typically designated for patients requiring acute medical care. In this study, we aimed to explore the perceptions of health care providers regarding patients admitted as "social admissions." METHODS: This qualitative study was informed by grounded theory and involved semistructured interviews at a Nova Scotia tertiary care centre. From October 2022 to July 2023, we interviewed eligible participants, including any health care clinician or administrator who worked directly with "socially admitted" patients. Virtual or in-person individual interviews were audio-recorded and transcribed, then independently and iteratively coded. We mapped themes on the 5 domains of the Quintuple Aim conceptual framework. RESULTS: We interviewed 20 nurses, physicians, administrators, and social workers. Most identified as female (n = 11) and White (n = 13), and were in their mid to late career (n = 13). We categorized 9 themes into 5 domains: patient experience (patient description, provision of care); care team well-being (moral distress, hierarchy of care); health equity (stigma and missed opportunities, prejudices); cost of care (wait-lists and scarcity of alternatives); and population health (factors leading to vulnerability, system changes). Participants described experiences caring for "socially admitted" patients, perceptions and assumptions underlying "social" presentations, system barriers to care delivery, and suggestions of potential solutions. INTERPRETATION: Health care providers viewed "socially admitted" patients as needing enhanced care but identified individual, institutional, and system challenges that impeded its realization. Examining perceptions of the people who care for "socially admitted" patients offers insights to guide clinicians and policy-makers in caring for socially vulnerable patients.


Attitude of Health Personnel , Qualitative Research , Humans , Female , Male , Nova Scotia , Health Personnel/psychology , Emergency Service, Hospital , Vulnerable Populations/psychology , Adult , Middle Aged , Interviews as Topic , Grounded Theory
8.
JAMA Netw Open ; 7(5): e248895, 2024 May 01.
Article En | MEDLINE | ID: mdl-38713466

Importance: The introduction of large language models (LLMs), such as Generative Pre-trained Transformer 4 (GPT-4; OpenAI), has generated significant interest in health care, yet studies evaluating their performance in a clinical setting are lacking. Determination of clinical acuity, a measure of a patient's illness severity and level of required medical attention, is one of the foundational elements of medical reasoning in emergency medicine. Objective: To determine whether an LLM can accurately assess clinical acuity in the emergency department (ED). Design, Setting, and Participants: This cross-sectional study identified all adult ED visits from January 1, 2012, to January 17, 2023, at the University of California, San Francisco, with a documented Emergency Severity Index (ESI) acuity level (immediate, emergent, urgent, less urgent, or nonurgent) and with a corresponding ED physician note. A sample of 10 000 pairs of ED visits with nonequivalent ESI scores, balanced for each of the 10 possible pairs of 5 ESI scores, was selected at random. Exposure: The potential of the LLM to classify acuity levels of patients in the ED based on the ESI across 10 000 patient pairs. Using deidentified clinical text, the LLM was queried to identify the patient with a higher-acuity presentation within each pair based on the patients' clinical history. An earlier LLM was queried to allow comparison with this model. Main Outcomes and Measures: Accuracy score was calculated to evaluate the performance of both LLMs across the 10 000-pair sample. A 500-pair subsample was manually classified by a physician reviewer to compare performance between the LLMs and human classification. Results: From a total of 251 401 adult ED visits, a balanced sample of 10 000 patient pairs was created wherein each pair comprised patients with disparate ESI acuity scores. Across this sample, the LLM correctly inferred the patient with higher acuity for 8940 of 10 000 pairs (accuracy, 0.89 [95% CI, 0.89-0.90]). Performance of the comparator LLM (accuracy, 0.84 [95% CI, 0.83-0.84]) was below that of its successor. Among the 500-pair subsample that was also manually classified, LLM performance (accuracy, 0.88 [95% CI, 0.86-0.91]) was comparable with that of the physician reviewer (accuracy, 0.86 [95% CI, 0.83-0.89]). Conclusions and Relevance: In this cross-sectional study of 10 000 pairs of ED visits, the LLM accurately identified the patient with higher acuity when given pairs of presenting histories extracted from patients' first ED documentation. These findings suggest that the integration of an LLM into ED workflows could enhance triage processes while maintaining triage quality and warrants further investigation.


Emergency Service, Hospital , Patient Acuity , Humans , Emergency Service, Hospital/statistics & numerical data , Cross-Sectional Studies , Adult , Male , Female , Middle Aged , Severity of Illness Index , San Francisco
9.
Sci Rep ; 14(1): 10493, 2024 05 07.
Article En | MEDLINE | ID: mdl-38714819

The pattern of poisoning varies in different societies. In this study, we investigated the clinical-epidemiological features and outcomes of poisoned patients based on the substances involved, whether pharmaceutical or non- pharmaceutical toxins. This cross-sectional study involved a retrospective chart review of all poisoned patients who presented to the poisoning emergency hospital in the center of Iran between January 2015 and December 2019. We collected data on socio-demographics, the nature of the poisoning, and the outcomes. Backward stepwise binary regression analysis was conducted to predict the mortality. Throughout the study period, 5777 patients with acute poisoning met the inclusion criteria. Of these, 3524 cases (61%) were attributed to pharmaceutical, and 2253 cases (39%) were due to non-pharmaceutical poisoning. The majority of pharmaceutical poisonings (82.9%) were intentional, whereas non-pharmaceutical poisonings accounted for 46.2% of intentional exposures (P < 0.001). Patients with non-pharmaceutical poisoning were predominantly men, older in age, and had a history of addiction compared to those with pharmaceutical poisoning (P < 0.001). In binary logistic regression analysis, patients poisoned by non-pharmaceutical substances had a significantly higher risk of mortality [Odds ratio, 3.14; (95% CI 1.39-7.10); P = 0.006] compared to those poisoned by pharmaceutical substances (P < 0.001). The pattern of poisoning differs in terms of age and gender when comparing pharmaceutical to non-pharmaceutical poisoning. Patients poisoned by non-pharmaceutical may have a worse outcome compared to those poisoned by pharmaceutical substances.


Poisoning , Humans , Iran/epidemiology , Male , Female , Adult , Poisoning/epidemiology , Middle Aged , Cross-Sectional Studies , Retrospective Studies , Young Adult , Emergency Service, Hospital , Aged , Adolescent , Referral and Consultation
10.
PLoS One ; 19(5): e0303362, 2024.
Article En | MEDLINE | ID: mdl-38718002

The use of physiotherapy (PT) in the hospital emergency department (ED) has shown positive results including improvements in patient waiting time, treatment initiation, discharge type, patient outcomes, safety and acceptability of the intervention by medical staffs. These findings originate from studies that primarily focus on musculoskeletal and orthopaedic conditions. Despite a significant number of people visiting the ED, there is a shortage of literature evaluating PT in the ED for elderly populations. The objective of this study is the evaluate the effect of delivering PT in the ED (versus no delivery) in patients aged 75 and over with 'falls' complaints. The main objective is the evaluate the effect on the discharge disposition (discharge home, hospitalization). Secondarily, we will evaluate the effect delivering PT on patient-length of stay, the number of falls at 7 days after admission to the ED, changes between the initial and final medical decision regarding patient orientation, and medical staff satisfaction. This study will follow a prospective longitudinal design involving participants aged 75 years and over. We plan to recruit a total n = 336 patients admitted to the ED with a 'fall' chief complaint. After consent, participants will be randomized into either the 'PT-group' (receiving a prescription and execution of PT within the ED), or to the 'no-PT group' (no delivery of PT within the ED). The PT intervention will involve a standardized assessment of motor capacities using validated clinical examinations, and the delivery of rehabilitative exercises based on individual needs. Outcomes will be recorded from the patient's medical record, and a phone call at 7 days. A questionnaire will be sent to medical staff. The results of this study will help to determine whether PT might be beneficial for the management of this increasing proportion of individuals who come to the ED. Trial registration: (Trial registration number: ClinicalTrials.gov NCT05753319). https://classic.clinicaltrials.gov/ct2/show/NCT05753319.


Accidental Falls , Emergency Service, Hospital , Physical Therapy Modalities , Humans , Aged , Female , Male , Aged, 80 and over , Prospective Studies , Length of Stay , Randomized Controlled Trials as Topic
11.
PLoS One ; 19(5): e0303270, 2024.
Article En | MEDLINE | ID: mdl-38718063

INTRODUCTION: Demand for urgent and emergency health care in England has grown over the last decade, for reasons that are not clear. Changes in population demographics may be a cause. This study investigated associations between individuals' characteristics (including socioeconomic deprivation and long term health conditions (LTC)) and the frequency of emergency department (ED) attendances, in the Norfolk and Waveney subregion of the East of England. METHODS: The study population was people who were registered with 91 of 106 Norfolk and Waveney general practices during one year from 1 April 2022 to 31 March 2023. Linked primary and secondary care and geographical data included each individual's sociodemographic characteristics, and number of ED attendances during the same year and, for some individuals, LTCs and number of general practice (GP) appointments. Associations between these factors and ED attendances were estimated using Poisson regression models. RESULTS: 1,027,422 individuals were included of whom 57.4% had GP data on the presence or absence of LTC, and 43.1% had both LTC and general practitioner appointment data. In the total population ED attendances were more frequent in individuals aged under five years, (adjusted Incidence Rate Ratio (IRR) 1.25, 95% confidence interval 1.23 to 1.28) compared to 15-35 years); living in more socioeconomically deprived areas (IRR 0.61 (0.60 to 0.63)) for least deprived compared to most deprived,and living closer to the nearest ED. Among individuals with LTC data, each additional LTC was also associated with increased ED attendances (IRR 1.16 (1.15 to 1.16)). Among individuals with LTC and GP appointment data, each additional GP appointment was also associated with increased ED attendances (IRR 1.03 (1.026 to 1.027)). CONCLUSIONS: In the Norfolk and Waveney population, ED attendance rates were higher for young children and individuals living in more deprived areas and closer to EDs. In individuals with LTC and GP appointment data, both factors were also associated with higher ED attendance.


Emergency Service, Hospital , Humans , Emergency Service, Hospital/statistics & numerical data , England , Female , Male , Adult , Middle Aged , Adolescent , Aged , Young Adult , Child, Preschool , Cross-Sectional Studies , Child , Infant , Sociodemographic Factors , Socioeconomic Factors , Aged, 80 and over , Infant, Newborn , General Practice/statistics & numerical data
12.
Ann Fam Med ; 22(3): 223-229, 2024.
Article En | MEDLINE | ID: mdl-38806258

PURPOSE: Continuity of care is broadly associated with better patient health outcomes. The relative contributions of continuity with an individual physician and with a practice, however, have not generally been distinguished. This retrospective observational study examined the impact of continuity of care for patients seen at their main clinic but by different family physicians. METHODS: We analyzed linked health administrative data from 2015-2018 from Alberta, Canada to explore the association of physician and clinic continuity with rates of emergency department (ED) visits and hospitalizations across varying levels of patient complexity. Physician continuity was calculated using the known provider of care index and clinic continuity with an analogous measure. We developed zero-inflated negative binomial models to assess the association of each with all-cause ED visits and hospitalizations. RESULTS: High physician continuity was associated with lower ED use across all levels of patient complexity and with fewer hospitalizations for highly complex patients. Broadly, no (0%) clinic continuity was associated with increased use and complete (100%) clinic continuity with decreased use, with the largest effect seen for the most complex patients. Levels of clinic continuity between 1% and 50% were generally associated with slightly higher use, and levels of 51% to 99% with slightly lower use. CONCLUSIONS: The best health care outcomes (measured by ED visits and hospitalizations) are associated with consistently seeing one's own primary family physician or seeing a clinic partner when that physician is unavailable. The effect of partial clinic continuity appears complex and requires additional research. These results provide some reassurance for part-time and shared practices, and guidance for primary care workforce policy makers.


Continuity of Patient Care , Emergency Service, Hospital , Hospitalization , Primary Health Care , Humans , Alberta , Retrospective Studies , Continuity of Patient Care/statistics & numerical data , Female , Male , Primary Health Care/statistics & numerical data , Middle Aged , Emergency Service, Hospital/statistics & numerical data , Adult , Hospitalization/statistics & numerical data , Aged , Physicians, Family/statistics & numerical data , Young Adult , Adolescent , Ambulatory Care Facilities/statistics & numerical data
13.
BMC Geriatr ; 24(1): 465, 2024 May 28.
Article En | MEDLINE | ID: mdl-38807046

BACKGROUND: Care home residents aged 65 + years frequently experience acute health issues, leading to emergency department visits. Falls and associated injuries are a common cause of these visits and falls in a geriatric population can be a symptom of an incipient acute illness such as infection. Conversely, the traumatic event can cause illnesses to arise due to consequences of the fall, e.g. delirium or constipation due to opioid use. We hypothesised that a traumatic event treat-and-release emergency department visit serves as an indicator for an upcoming acute hospital admission due to non-trauma-related conditions. METHODS: We studied emergency department visits for traumatic events among all care home residents aged 65+ (n = 2601) living in Southern Jutland, Denmark, from 2018 to 2019. Data from highly valid national registers were used to evaluate diagnoses, mortality, and admissions. Cox Regression was used to analyse the hazard of acute hospital admission following an emergency department treat-and-release visit. RESULTS: Most visits occurred on weekdays and during day shifts, and 72.0% were treated and released within 6 h. Contusions, open wounds, and femur fractures were the most common discharge diagnoses, accounting for 53.3% of all cases (n = 703). In-hospital mortality was 2.3%, and 30-day mortality was 10.4%. Among treat-and-release visits (n = 506), 25% resulted in a new hospital referral within 30 days, hereof 13% treat-and-release revisits (duration ≤ 6 h), and 12% hospital admissions (duration > 6 h). Over half (56%) of new hospital referrals were initiated within the first seven days of discharge. Almost three-fourths of subsequent admissions were caused by various diseases. The hazard ratio of acute hospital admissions was 2.20 (95% CI: 1.52-3.17) among residents with a recent traumatic event treat-and-release visit compared to residents with no recent traumatic event treat-and-release visit. CONCLUSION: Traumatic event treat-and-release visits among care home residents serve as an indicator for subsequent hospitalisations, highlighting the need for a more comprehensive evaluation, even for minor injuries. These findings have implications for improving care, continuity, and resource utilisation. TRIAL REGISTRATION: Not relevant.


Emergency Service, Hospital , Hospitalization , Registries , Humans , Denmark/epidemiology , Male , Female , Aged , Emergency Service, Hospital/trends , Aged, 80 and over , Hospitalization/trends , Wounds and Injuries/epidemiology , Wounds and Injuries/therapy , Cohort Studies , Accidental Falls , Nursing Homes/trends , Homes for the Aged/trends , Emergency Room Visits
14.
Crit Care Clin ; 40(3): 497-506, 2024 Jul.
Article En | MEDLINE | ID: mdl-38796223

Boarding of critically ill patients in the Emergency Department (ED) has increased over the past 20 years, leading hospital systems to explore ED-focused models of critical care delivery. ED-critical care delivery models vary between health systems due to differences in hospital resources and the needs of the critically ill patients boarding in the ED. Three published systems include an ED critical care intensivist consultation model, a hybrid model, and an ED-intensive care unit model. Paraphrasing the Greek philosopher, Plato, "necessity is the mother of invention." This proverb rings true as EDs are facing an increasing challenge of caring for boarding patients, especially those who are critically ill.


Critical Care , Emergency Service, Hospital , Intensive Care Units , Humans , Emergency Service, Hospital/organization & administration , Intensive Care Units/organization & administration , Critical Care/organization & administration , Critical Care/standards , Critical Illness/therapy , Models, Organizational
15.
Front Public Health ; 12: 1362246, 2024.
Article En | MEDLINE | ID: mdl-38807993

Objective: To evaluate the extent to which patient-users reporting symptoms of five severe/acute conditions requiring emergency care to an AI-based virtual triage (VT) engine had no intention to get such care, and whose acuity perception was misaligned or decoupled from actual risk of life-threatening symptoms. Methods: A dataset of 3,022,882 VT interviews conducted over 16 months was evaluated to quantify and describe patient-users reporting symptoms of five potentially life-threatening conditions whose pre-triage healthcare intention was other than seeking urgent care, including myocardial infarction, stroke, asthma exacerbation, pneumonia, and pulmonary embolism. Results: Healthcare intent data was obtained for 12,101 VT patient-user interviews. Across all five conditions a weighted mean of 38.5% of individuals whose VT indicated a condition requiring emergency care had no pre-triage intent to consult a physician. Furthermore, 61.5% intending to possibly consult a physician had no intent to seek emergency medical care. After adjustment for 13% VT safety over-triage/referral to ED, a weighted mean of 33.5% of patient-users had no intent to seek professional care, and 53.5% had no intent to seek emergency care. Conclusion: AI-based VT may offer a vehicle for early detection and care acuity alignment of severe evolving pathology by engaging patients who believe their symptoms are not serious, and for accelerating care referral and delivery for life-threatening conditions where patient misunderstanding of risk, or indecision, causes care delay. A next step will be clinical confirmation that when decoupling of patient care intent from emergent care need occurs, VT can influence patient behavior to accelerate care engagement and/or emergency care dispatch and treatment to improve clinical outcomes.


Referral and Consultation , Triage , Humans , Female , Male , Referral and Consultation/statistics & numerical data , Middle Aged , Adult , Early Diagnosis , Patient Acuity , Emergency Service, Hospital , Aged , Emergency Medical Services , Patient Acceptance of Health Care/statistics & numerical data
16.
JAMA Netw Open ; 7(5): e2413754, 2024 May 01.
Article En | MEDLINE | ID: mdl-38809552

Importance: People with kidney failure receiving maintenance dialysis visit the emergency department (ED) 3 times per year on average, which is 3- to 8-fold more often than the general population. Little is known about the factors that contribute to potentially preventable ED use in this population. Objective: To identify the clinical and sociodemographic factors associated with potentially preventable ED use among patients receiving maintenance dialysis. Design, Setting, and Participants: This cohort study used linked administrative health data within the Alberta Kidney Disease Network to identify adults aged 18 years or older receiving maintenance dialysis (ie, hemodialysis or peritoneal dialysis) between April 1, 2010, and March 31, 2019. Patients who had been receiving dialysis for more than 90 days were followed up from cohort entry (defined as dialysis start date plus 90 days) until death, outmigration from the province, receipt of a kidney transplant, or end of study follow-up. The Andersen behavioral model of health services was used as a conceptual framework to identify variables related to health care need, predisposing factors, and enabling factors. Data were analyzed in March 2024. Main Outcomes and Measures: Rates of all-cause ED encounters and potentially preventable ED use associated with 4 kidney disease-specific ambulatory care-sensitive conditions (hyperkalemia, heart failure, volume overload, and malignant hypertension) were calculated. Multivariable negative binomial regression models were used to examine the association between clinical and sociodemographic factors and rates of potentially preventable ED use. Results: The cohort included 4925 adults (mean [SD] age, 60.8 [15.5] years; 3071 males [62.4%]) with kidney failure receiving maintenance hemodialysis (3183 patients) or peritoneal dialysis (1742 patients) who were followed up for a mean (SD) of 2.5 (2.0) years. In all, 3877 patients had 34 029 all-cause ED encounters (3100 [95% CI, 2996-3206] encounters per 1000 person-years). Of these, 755 patients (19.5%) had 1351 potentially preventable ED encounters (114 [95% CI, 105-124] encounters per 1000 person-years). Compared with patients with a nonpreventable ED encounter, patients with a potentially preventable ED encounter were more likely to be in the lowest income quintile (38.8% vs 30.9%; P < .001); to experience heart failure (46.8% vs 39.9%; P = .001), depression (36.6% vs 32.5%; P = .03), and chronic pain (60.1% vs 54.9%; P = .01); and to have a longer duration of dialysis (3.6 vs 2.6 years; P < .001). In multivariable regression analyses, potentially preventable ED use was higher for younger adults (incidence rate ratio [IRR], 1.69 [95% CI, 1.33-2.15] for those aged 18 to 44 years) and patients with chronic pain (IRR, 1.35 [95% CI, 1.14-1.61]), greater material deprivation (IRR, 1.57 [95% CI, 1.16-2.12]), a history of hyperkalemia (IRR, 1.31 [95% CI, 1.09-1.58]), and historically high ED use (ie, ≥3 ED encounters in the prior year; IRR, 1.46 [95% CI, 1.23-1.73). Conclusions and Relevance: In this study of adults receiving maintenance dialysis in Alberta, Canada, among those with ED use, 1 in 5 had a potentially preventable ED encounter; reasons for such encounters were associated with both psychosocial and medical factors. The findings underscore the need for strategies that address social determinants of health to avert potentially preventable ED use in this population.


Emergency Service, Hospital , Renal Dialysis , Humans , Male , Female , Emergency Service, Hospital/statistics & numerical data , Middle Aged , Renal Dialysis/statistics & numerical data , Aged , Alberta/epidemiology , Adult , Cohort Studies , Kidney Failure, Chronic/therapy , Kidney Failure, Chronic/epidemiology
17.
Crit Pathw Cardiol ; 23(2): 58-72, 2024 Jun 01.
Article En | MEDLINE | ID: mdl-38781079

OBJECTIVE: To verify the incidence of bleeding events in patients on ongoing anticoagulant treatment in the real world and compare the results of different reversal or repletion strategies currently available for pharmacological treatment. METHODS: Patients managed in the emergency department (ED) with major bleeding events, on ongoing anticoagulation were stratified according to bleeding site and reversal or repletion therapy with andexanet alfa (ADX), idarucizumab (IDA), prothrombin complex concentrate (PCC), and vitamin K (Vit-K). ENDPOINT: Death at 30 days was compared in the subgroups with cerebral hemorrhage (CH) and gastrointestinal (GI) bleeding. RESULTS: Of the 809,397 visits in the years 2022-2023 at 6 EDs in the northwestern health district of Tuscany, 5372 patients with bleeding events were considered; 3740 were excluded due to minor bleeding or propensity score matching. Of the remaining 1632 patients with major bleeding, 548 on ongoing anticoagulation were enrolled; 334 received reversal or repletion agents. Patients with CH (n = 176) and GI bleeding (n = 108) represented the primary analysis cohorts in the study's strategic treatment assessment. Overall, 30-day survival of patients on ongoing aFXa treatment receiving on-label ADX versus off-label PCC showed a relative increase of 71%, while 30-day survival of patients on ongoing aFII receiving on-label IDA versus off-label PCC showed a relative increase of 30%; no substantial difference was found when comparing on-label PCC combined with Vit-K versus off-label Vit-K alone. Indeed, patients undergoing on-label ADX or IDA showed a statistically significant difference over off-label PCC (ADX vs. PCC: n = 15, events = 4, mean ± SD 82.50 ± 18.9, vs. 49, 13, 98.82 ± 27, respectively; analysis of variance [ANOVA] variance 8627; P < 0.001; posthoc test diff 32, 95% confidence interval: 28-35; P < 001; IDA vs. PCC: 20, 5, 32.29 ± 15.0 vs. 2, 1, 28.00 ± 0.0, respectively; ANOVA 1484; P < 0.001; posthoc test -29, -29 -29, respectively; P = n.d.). On-label PCC combined with Vit-K showed overall a slight statistically significant difference versus off-label Vit-K alone (52, 16, 100.58 ± 22.6 vs. 53, 11, 154.62 ± 29.8, respectively; ANOVA 310; P < 0.02; posthoc test 4, 0.7-7.2, respectively; P < 0.02). Data were confirmed in the group of patients with CH (ADX vs. PCC: n = 13, events = 3, mean ± SD 91.55 ± 18.6 vs. 78, 21, 108.91 ± 20.9, respectively; ANOVA variance 10,091, F = 261; P < 0.001; posthoc difference test 36, 95% confidence interval: 30-41; P < 0.001; IDA vs. PCC: 10, 2, 4.50 ± 2.5 vs. 78, 21, 108.91 ± 20.9, respectively; ANOVA 16,876,303, respectively; P < 0.001; posthoc test 41, 34-47, respectively; P < 0.001). On-label PCC combined with Vit-K showed an overall slight statistically significant difference compared with off-label Vit-K alone (P < 0.01 and P < 0.001 in the subgroups of CH and GI bleeding). CONCLUSIONS: Patients undergoing specific reversal therapy with on-label ADX or IDA, when treated with aFXa or aFII anticoagulants, respectively, showed statistically elevated differences in 30-day death compared with off-label repletion therapy with PCC. Overall, 30-day survival of patients on ongoing aFXa or aFII receiving on-label reversal therapy with ADX or IDA compared with off-label PCC repletion agents showed an increase of 71% and 30%, respectively.


Anticoagulants , Blood Coagulation Factors , Emergency Service, Hospital , Humans , Male , Female , Aged , Italy/epidemiology , Blood Coagulation Factors/therapeutic use , Anticoagulants/therapeutic use , Anticoagulants/adverse effects , Recombinant Proteins/therapeutic use , Antibodies, Monoclonal, Humanized/therapeutic use , Vitamin K/antagonists & inhibitors , Middle Aged , Factor Xa Inhibitors/therapeutic use , Factor Xa Inhibitors/adverse effects , Aged, 80 and over , Hemorrhage/chemically induced , Hemorrhage/epidemiology , Retrospective Studies , Gastrointestinal Hemorrhage/chemically induced , Gastrointestinal Hemorrhage/epidemiology , Incidence , Cerebral Hemorrhage/chemically induced , Cerebral Hemorrhage/epidemiology , Cerebral Hemorrhage/drug therapy , Cerebral Hemorrhage/mortality , Treatment Outcome , Factor Xa
18.
J Acquir Immune Defic Syndr ; 96(2): 147-155, 2024 Jun 01.
Article En | MEDLINE | ID: mdl-38771753

BACKGROUND: Emergency departments (EDs) provide care to patients at increased risk for acquiring HIV, and for many of them, the ED serves as their sole point of entry into the healthcare system. We implemented the HIV PreventED Program to increase access to HIV prevention services for ED patients. SETTING: ED in Oakland, CA with an annual census of 57,000 visits. METHODS: This cross-sectional study evaluated the first 9 months of the HIV PreventED Program. In this program, a navigator surveyed adult ED patients who tested HIV negative to determine their risk for acquiring HIV infection, incorporating HIV prevention counseling into their assessments. Patients at higher risk for acquiring HIV were referred to outpatient prevention services, if interested. The primary outcome measure was the number and proportion of ED patients at higher risk for acquiring HIV who followed up for outpatient prevention services. RESULTS: In this study, 1233 patients who tested HIV negative were assessed by the navigator and received ED-based HIV prevention counseling. Of these, 193 (15.7%) were identified at higher risk and offered an outpatient referral for prevention services, of which 104 accepted (53.9%), 23 (11.9%) attended the referral, and 13 (6.7%) were prescribed preexposure prophylaxis (PrEP). The median time to linkage was 28 days (interquartile range 15-41 days). CONCLUSION: A navigator focused on providing ED-based HIV prevention counseling and linkage to outpatient services is feasible. Strategies to more efficiently identify ED patients at higher risk for HIV acquisition, such as automated identification of risk data from the electronic health record, and policies to improve follow-up and the receipt of PrEP, such as same-day PrEP initiation, should be prospectively evaluated.


Emergency Service, Hospital , HIV Infections , Humans , HIV Infections/prevention & control , Male , Adult , Emergency Service, Hospital/statistics & numerical data , Female , Cross-Sectional Studies , Middle Aged , Young Adult , Ambulatory Care , Outpatients
19.
Eur Rev Med Pharmacol Sci ; 28(9): 3297-3302, 2024 May.
Article En | MEDLINE | ID: mdl-38766786

OBJECTIVE: One of the most important parts of accurate wound definition is wound depth. In our study, we aimed to reveal the deficiencies in the depth of wound definition in the general forensic examination forms prepared in the emergency services and to increase the awareness of the physicians responsible for preparing the general forensic examination form. MATERIALS AND METHODS: In our study, we included cases from the years 2020 to 2021 that were evaluated by our team upon seeking assistance from the Department of Forensic Medicine at Tokat Gaziosmanpasa University Medical School. These cases involved requests for final forensic reports following injuries. The general forensic reports of the cases were scrutinized concerning wound identification and whether they provided information regarding wound depth in the identification process. RESULTS: It was observed that 97 of 770 general forensic examination reports included a definition of wound depth. In only 27 of these cases, it was determined that the wound depth was specified in centimeters. CONCLUSIONS: The lack of definition of wound depth in forensic examination reports is an important deficiency. Physicians working in the emergency department are required to provide detailed information about the depth of the wound when preparing a general forensic examination report since it affects criminal law. In cases where it is not possible to measure the depth, at least information should be given about the condition of the muscle and fascia and the subcutaneous course of the wound.


Forensic Medicine , Humans , Retrospective Studies , Wounds and Injuries/diagnosis , Emergency Service, Hospital
20.
PLoS One ; 19(5): e0303859, 2024.
Article En | MEDLINE | ID: mdl-38771835

INTRODUCTION: The COVID-19 outbreak disrupted regular health care, including the Emergency Department (ED), and resulted in insufficient ICU capacity. Lockdown measures were taken to prevent disease spread and hospital overcrowding. Little is known about the relationship of stringency of lockdown measures on ED utilization. OBJECTIVE: This study aimed to compare the frequency and characteristics of ED visits during the COVID-19 outbreak in 2020 to 2019, and their relation to stringency of lockdown measures. MATERIAL AND METHODS: A retrospective multicentre study among five Dutch hospitals was performed. The primary outcome was the absolute number of ED visits (year 2018 and 2019 compared to 2020). Secondary outcomes were age, sex, triage category, way of transportation, referral, disposition, and treating medical specialty. The relation between stringency of lockdown measures, measured with the Oxford Stringency Index (OSI) and number and characteristics of ED visits was analysed. RESULTS: The total number of ED visits in the five hospitals in 2019 was 165,894, whereas the total number of visits in 2020 was 135,762, which was a decrease of 18.2% (range per hospital: 10.5%-30.7%). The reduction in ED visits was greater during periods of high stringency lockdown measures, as indicated by OSI. CONCLUSION: The number of ED visits in the Netherlands has significantly dropped during the first year of the COVID-19 pandemic, with a clear association between decreasing ED visits and increasing lockdown measures. The OSI could be used as an indicator in the management of ED visits during a future pandemic.


COVID-19 , Emergency Service, Hospital , Humans , COVID-19/epidemiology , COVID-19/prevention & control , Emergency Service, Hospital/statistics & numerical data , Netherlands/epidemiology , Female , Male , Retrospective Studies , Middle Aged , Adult , Aged , Pandemics , Quarantine/statistics & numerical data , SARS-CoV-2 , Adolescent , Young Adult , Child , Aged, 80 and over , Emergency Room Visits
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