Agent based simulation to optimise emergency departments

Nowadays, many of the health care systems are large and complex environments and quite dynamic, specifically Emergency Departments, EDs. It is opened and working 24 hours per day throughout the year with limited resources, whereas it is overcrowded. Thus, is mandatory to simulate EDs to improve qualitatively and quantitatively their performance. This improvement can be achieved modelling and simulating EDs using Agent-Based Model, ABM and optimising many different staff scenarios. This work optimises the staff configuration of an ED. In order to do optimisation, objective functions to minimise or maximise have to be set. One of those objective functions is to find the best or optimum staff configuration that minimise patient waiting time. The staff configuration comprises: doctors, triage nurses, and admissions, the amount and sort of them. Staff configuration is a combinatorial problem, that can take a lot of time to be solved. HPC is used to run the experiments, and encouraging results were obtained. However, even with the basic ED used in this work the search space is very large, thus, when the problem size increases, it is going to need more resources of processing in order to obtain results in an acceptable time.

The rapid urinary drug toxicology screen in the emergency room: a useful tool ?

Intoxications are a frequent problem in the ER. In the vast majorityof cases, supportive treatment is sufficient. Severe intoxications withunknown agents are considered an indication for a urinary drug screen,and are recommended by several toxicology centers. However, theirusefulness for patient management remains uncertain.Study objectives: Evaluation of the impact of a urinary drug screen(Biosite Triage TOX Drug Screen) testing 11 substances(acetaminophen, amphetamines, methamphetamines, barbiturates,benzodiazepines, cocaïne, methadone, opioids, phencyclidine,cannabis, tricyclic antidepressants) on initial adult patient managementin the emergency department of a university hospital with ~35.000annual admissions.Methods: Observational retrospective analysis of all tests performedbetween 09/2009 and 09/2010. A test utility was defined as useful if itresulted in the administration of a specific antidote (Flumazenil/Naloxone), the use of a quantitative confirmatory toxicologic test, or achange in patient's disposition.Results: 57 tests were performed. Patient age was 32 ± 11 (SD) years;58% were men; 30% were also intoxicated with alcohol. Two patientsdied (3.5%): the first one of a diphenhydramin overdose, the other of ahypertensive intracerebral hemorrhage believed to be caused cocaineabuse but a negative urine test. Test indications were: 54% firstpsychotic episode; 25% acute respiratory failure; 18% coma; 12%seizure; 11% opioids toxidrome; 7% sympathicomimetic toxidrome; 5%hypotension; 4% ventricular arrhythmia (VT, VF, torsades de pointes)or long QT. 75% of tests were positives for >=1 substance (mean 1.7 ±0.9). 47% of results were unexpected by history. 18% of resultsinfluenced patient management: 7% had a negative test that confirmedthe diagnosis of endogenous psychosis in a first psychotic episode, andallowed transfer to psychiatry; 5% received flumazenil/naloxone;2% had an acetaminophen blood level after a positive screen; finally,4% had an unexpected methadone abuse that required prolongationof hospital stay.Conclusions: A rapid urinary toxicologic screen was seldom used inour emergency department, and its impact on patient managementwas marginal: only one in 6 tests influenced treatment decisions.

Prognostic accuracy of cerebral blood flow measurement by perfusion computed tomography, at the time of emergency room admission, in acute stroke patients.

The purpose of this study was to determine the prognostic accuracy of perfusion computed tomography (CT), performed at the time of emergency room admission, in acute stroke patients. Accuracy was determined by comparison of perfusion CT with delayed magnetic resonance (MR) and by monitoring the evolution of each patient's clinical condition. Twenty-two acute stroke patients underwent perfusion CT covering four contiguous 10mm slices on admission, as well as delayed MR, performed after a median interval of 3 days after emergency room admission. Eight were treated with thrombolytic agents. Infarct size on the admission perfusion CT was compared with that on the delayed diffusion-weighted (DWI)-MR, chosen as the gold standard. Delayed magnetic resonance angiography and perfusion-weighted MR were used to detect recanalization. A potential recuperation ratio, defined as PRR = penumbra size/(penumbra size + infarct size) on the admission perfusion CT, was compared with the evolution in each patient's clinical condition, defined by the National Institutes of Health Stroke Scale (NIHSS). In the 8 cases with arterial recanalization, the size of the cerebral infarct on the delayed DWI-MR was larger than or equal to that of the infarct on the admission perfusion CT, but smaller than or equal to that of the ischemic lesion on the admission perfusion CT; and the observed improvement in the NIHSS correlated with the PRR (correlation coefficient = 0.833). In the 14 cases with persistent arterial occlusion, infarct size on the delayed DWI-MR correlated with ischemic lesion size on the admission perfusion CT (r = 0.958). In all 22 patients, the admission NIHSS correlated with the size of the ischemic area on the admission perfusion CT (r = 0.627). Based on these findings, we conclude that perfusion CT allows the accurate prediction of the final infarct size and the evaluation of clinical prognosis for acute stroke patients at the time of emergency evaluation. It may also provide information about the extent of the penumbra. Perfusion CT could therefore be a valuable tool in the early management of acute stroke patients.

Acute pain in adults admitted to the emergency room: development and implementation of abbreviated guidelines.

AIM: Although acute pain is frequently reported by patients admitted to the emergency room, it is often insufficiently evaluated by physicians and is thus undertreated. With the aim of improving the care of adult patients with acute pain, we developed and implemented abbreviated clinical practice guidelines (CG) for the staff of nurses and physicians in our hospital's emergency room. METHODS: Our algorithm is based upon the practices described in the international literature and uses a simultaneous approach of treating acute pain in a rapid and efficacious manner along with diagnostic and therapeutic procedures. RESULTS: Pain was assessed using either a visual analogue scale (VAS) or a numerical rating scale (NRS) at ER admission and again during the hospital stay. Patients were treated with paracetamol and/or NSAID (VAS/NRS <4) or intravenous morphine (VAS/NRS > or =04). The algorithm also outlines a specific approach for patients with headaches to minimise the risks inherent to a non-specific treatment. In addition, our algorithm addresses the treatment of paroxysmal pain in patients with chronic pain as well as acute pain in drug addicts. It also outlines measures for pain prevention prior to minor diagnostic or therapeutic procedures. CONCLUSIONS: Based on published guidelines, an abbreviated clinical algorithm (AA) was developed and its simple format permitted a widespread implementation. In contrast to international guidelines, our algorithm favours giving nursing staff responsibility for decision making aspects of pain assessment and treatment in emergency room patients.

Frequent users of emergency departments present very high prevalence of mental health and substance use disorders, which are largely underdiagnosed by clinicians

Background: The objective of this study was to determine if mental health and substance use diagnoses were equally detected in frequent users (FUs) compared to infrequent users (IUs) of emergency departments (EDs). Methods: In a sample of 399 adult patients (>= 18 years old) admitted to a teaching hospital ED, we compared the mental health and substance use disorders diagnoses established clinically and consigned in the medical files by the ED physicians to data obtained in face-to-face research interviews using the Primary Care Evaluation of Mental Disorders (PRIME-MD) and the Alcohol, Smoking and Involvement Screening Test (ASSIST). Between November 2009 and June 2010, 226 FUs (>4 visits within a year) who attended the ED were included, and 173 IUs (<= 4 visits within a year) were randomly selected from a pool of identified patients to comprise the comparison group. Results: For mental health disorders identified by the PRIME-MD, FUs were more likely than IUs to have an anxiety (34 vs. 16%, Chi2(1) = 16.74, p <0.001), depressive (47 vs. 25%, Chi2(1) = 19.11, p <0.001) or posttraumatic stress (PTSD) disorder (11 vs. 5%, Chi2(1) = 4.87, p = 0.027). Only 3/76 FUs (4%) with an anxiety disorder, 16/104 FUs (15%) with a depressive disorder and none of the 24 FUs with PTSD were detected by the ED medical staff. None of the 27 IUs with an anxiety disorder, 6/43 IUs (14%) with a depressive disorder and none of the 8 IUs with PTSD were detected. For substance use disorders identified by the ASSIST, FUs were more at risk than IUs for alcohol (24 vs. 7%, Chi2(1) = 21.12, p <0.001) and drug abuse/dependence (36 vs. 25%, Chi2(1) = 5.52, p = 0.019). Of the FUs, 14/54 (26%) using alcohol and 8/81 (10%) using drugs were detected by the ED physicians. Of the IUs, 5/12 (41%) using alcohol and none of the 43 using drugs were detected. Overall, there was no significant difference in the rate of detection of mental health and substance use disorders between FUs and IUs (Fisher's Exact Test: anxiety, p = 0.567; depression, p = 1.000; PTSD, p = 1.000; alcohol, p = 0.517; and drugs, p = 0.053). Conclusions: While the prevalence of mental health and substance use disorders was higher among FUs, the rates of detection were not significantly different for FUs vs. IUs. However, it may be that drug disorders among FUs were more likely to be detected.

Glomérulonéphrite rapidement progressive: une urgence diagnostique et thérapeutique [Rapidly progressive glomerulonephritis: a diagnostic and therapeutic emergency]

Rapidly progressive glomerulonephritis (RPG) is a rare clinical syndrome characterized by kidney damage that can lead to irreversible kidney failure. RPG can be caused by primary glomerular disease or can be part of a systemic autoimmune disorder. All RPG have a similar pathophysiology (proliferation of cells in Bowman's capsule and formation of crescents) and clinical evolution (rapidly progressive kidney failure with proteinuria and an active urine sediment). Immunosuppressive therapy and sometimes plasma exchanges are required. Overall- and kidney survival are closely linked to the blood creatinine level at presentation, the percentage of damaged glomeruli, and to the underlying cause. RPG is therefore a diagnostic and therapeutic emergency that needs quick referral to a nephrologist.

Prevalence of victims of violence admitted to an emergency department.

OBJECTIVE: To collect data on the consultation frequency and demographic profile of victims of violence attending an emergency department (ED) in Switzerland. METHODS: We undertook screening of all admitted adult patients (>16 years) in the ED of the CHUV, Lausanne, Switzerland, over a 1 month period, using a modified version of the Partner Violence Screen questionnaire. Exclusionary criteria were: life threatening injury (National Advisory Committee on Aeronautics score > or =4), or inability to understand or speak French, to give oral informed consent, or to be questioned without a family member or accompanying person being present. Data were collected on history of physical and/or psychological violence during the previous 12 months, the type of violence experienced by the patient, and if violence was the reason for the current consultation. Sociodemographic data were obtained from the registration documents. RESULTS: The final sample consisted of 1602 patients (participation rate of 77.2%), with a refusal rate of 1.1%. Violence during the past 12 months was reported by 11.4% of patients. Of the total sample, 25% stated that violence was the reason for the current consultation; of these, 95% of patients were confirmed as victims of violence by the ED physicians. Patients reporting violence were more likely to be young and separated from their partner. Men were more likely to be victims of public violence and women more commonly victims of domestic violence. CONCLUSIONS: Based on this monthly prevalence rate, we estimate that over 3000 adults affected by violence consult our ED per annum. This underlines the importance of the problem and the need to address it. Health services organisations should establish measures to improve quality of care for victims. Guidelines and educational programmes for nurses and physicians should be developed in order to enhance providers' skills and basic knowledge of all types of violence, how to recognise and interact appropriately with victims, and where to refer these patients for follow up care in their local networks.

Effectiveness of interventions targeting frequent users of emergency departments: a systematic review

L'article publié de le cadre de cette thèse est intitulé "Effectiveness of interventions targeting frequent users of emergency departments: A systematic review." Il a été publié par les "Annals of Emergency Medicine (AEM)" en juillet 2011. Le titre en français pourrait être: "Efficacité des interventions ciblant les utilisateurs fréquents des services d'urgence: Une revue systématique." Le titre du journal américain pourrait être: "Annales de Médecine d'Urgence". Il s'agit du journal du "Collège Américain des Médecins d'Urgence", en anglais "American College of Emergency Physicians (ACEP)". L'article a été soumis à l'AEM en raison de l'intérêt que ses rédacteurs en chef portent pour le sujet des utilisateurs fréquents des services d'urgence, démontré depuis plus de dix ans par la publication de nombreux articles dans ce domaine. Le facteur d'impact de l'AEM est de surcroît le plus important des journaux d'urgence, assurant ainsi une large diffusion des articles publiés. Lors de sa publication, l'article a été accompagné d'un éditorial signé par le Docteur Maria C. Raven, médecin au Centre Hospitalier de Bellevue à New York, Etats-Unis.¦Contexte et enjeux¦La Direction Générale du Centre Hospitalier Vaudois (CHUV) finance, dans le cadre du plan stratégique 2009-2013, un axe "populations vulnérables". Cet axe est porté en grande partie par des projets développés au sein de la Policinlique Médicale Universitaire et l'Unité des Populations Vulnérables qui prend en charge, enseigne la prise en charge et s'interroge sur la prise en charge des personnes les plus vulnérables. C'est dans ce contexte que nous avons été amenés à réfléchir à l'existence éventuelle de marqueurs de vulnérabilité; l'utilisation fréquente des services d'urgence par certains individus constitue à n'en pas douter l'un de ces marqueurs. Il existe une importante littérature décrivant en détail ces utilisateurs fréquents des services d'urgence, raison pour laquelle nous avons décidé de faire un pas supplémentaire et de nous interroger sur l'efficacité des interventions (quelle qu'elles soient) ciblant cette population particulière. Nous avons ainsi entrepris une revue systématique de la littérature scientifique médicale et sociale pour approfondir cette question, et c'est précisément le résultat de cette recherche qui constitue ce travail de thèse.¦Conclusions et perspectives¦Les utilisateurs fréquents des services d'urgence sont des individus particulièrement vulnérables, et ce aussi bien aux Etats-Unis, qu'en Europe ou en Australie: ils présentent par exemple une mortalité supérieure aux autres utilisateurs des urgences; ils sont également plus à risque de présenter une consommation abusive d'alcool ou de drogues, une maladie mentale, ou une maladie chronique. Ils sont plus souvent sans abri, sans assurance et d'un statut socio-économique bas.¦De nombreuses interventions on été développées pour prendre en charge les utilisateurs fréquents des urgences. Le but de ces interventions est d'une part de réduire la consommation des services d'urgence et d'autre part d'améliorer la santé au sens large de ces patients vulnérables. C'est en ces termes (réduction de la fréquence d'utilisation des services d'urgence et amélioration de la santé) que l'efficacité d'une intervention est mesurée.¦Parmi l'ensemble des interventions étudiées, l'une semble particulièrement efficace pour réduire le nombre de visites aux urgences et améliorer un certain nombre de marqueurs sociaux (accès à un logement ou à une assurance-maladie). Cette intervention est appelée "case management" (ou "gestion de cas", difficile tentative de traduction de ce concept en français), et consiste en une approche multidisciplinaire (médecins, infirmiers, assistants sociaux) fournissant un service individualisé, dans le cadre de l'hôpital et souvent également dans la communauté. L'approche consiste à évaluer les besoins précis du patient, à l'accompagner dans son parcours de soin, à l'orienter si nécessaire et à mettre en place autour de lui un réseau communiquant de manière adaptée.¦Le "case management" ayant montré son efficacité dans la prise en charge des utilisateurs fréquents des services d'urgence, y-compris en termes de coûts, notre conclusion va dans le sens d'encourager les hôpitaux à évaluer l'importance de ce phénomène dans leur propre pratique et à mettre en place des équipes de prise en charge de ces patients, dans le double but de soutenir des patients particulièrement vulnérables et de réduire la consommation des services d'urgence. Suite à la réflexion suscitée par ce travail de thèse, une telle équipe a été mise en place en 2010, dans un cadre de recherche-action, au niveau du CHUV. Ce projet est dirigé par le Dr Patrick Bodenmann, responsable de l'Unité Populations Vulnérables de la Policlinique Médicale Universitaire de Lausanne. Le Dr Bodenmann est également le directeur de cette thèse et le dernier auteur de la revue systématique.

Efficacité a court et moyen termes des traitements d'urgence-crise pour couples et families: résultats et perspectives [Short and medium-term effectiveness of the emergency-crisis treatments for couples and families: results and perspectives].

From 2007 to 2010, the emergency-crisis unit of the Couple and Family Consultation Unit -UCCF (West Psychiatric Service, Prangins Psychiatric Hospital, Psychiatric Department of CHUV) has carried out a research about the relevance and usefulness of emergency-crisis, systemic-oriented treatments, for deeply distressed couples and families. Besides epidemiologic data, we present results demonstrating the efficiency of those treatments, both at short-term and at a one year's range. The global impact of such treatments in terms of public health, but also economical issues, make us believe that they should be fully included in the new trend of psychiatric ambulatory care, into the social net.

Acute Hospital Portfolio - Accicent & Emergency in Northern Ireland Regional Summary (PDF 80 KB)

October 2003 - main findings arising from the study and the key conclusions