Predicting triage waiting time in maternity emergency care by means of data mining

Healthcare organizations often benefit from information technologies as well as embedded decision support systems, which improve the quality of services and help preventing complications and adverse events. In Centro Materno Infantil do Norte (CMIN), the maternal and perinatal care unit of Centro Hospitalar of Oporto (CHP), an intelligent pre-triage system is implemented, aiming to prioritize patients in need of gynaecology and obstetrics care in two classes: urgent and consultation. The system is designed to evade emergency problems such as incorrect triage outcomes and extensive triage waiting times. The current study intends to improve the triage system, and therefore, optimize the patient workflow through the emergency room, by predicting the triage waiting time comprised between the patient triage and their medical admission. For this purpose, data mining (DM) techniques are induced in selected information provided by the information technologies implemented in CMIN. The DM models achieved accuracy values of approximately 94% with a five range target distribution, which not only allow obtaining confident prediction models, but also identify the variables that stand as direct inducers to the triage waiting times.

Optimization techniques to detect early ventilation extubation in intensive care units

The decision support models in intensive care units are developed to support medical staff in their decision making process. However, the optimization of these models is particularly difficult to apply due to dynamic, complex and multidisciplinary nature. Thus, there is a constant research and development of new algorithms capable of extracting knowledge from large volumes of data, in order to obtain better predictive results than the current algorithms. To test the optimization techniques a case study with real data provided by INTCare project was explored. This data is concerning to extubation cases. In this dataset, several models like Evolutionary Fuzzy Rule Learning, Lazy Learning, Decision Trees and many others were analysed in order to detect early extubation. The hydrids Decision Trees Genetic Algorithm, Supervised Classifier System and KNNAdaptive obtained the most accurate rate 93.2%, 93.1%, 92.97% respectively, thus showing their feasibility to work in a real environment.

A clinical recommendation system to maternity care

Nowadays in healthcare, the Clinical Decision Support Systems are used in order to help health professionals to take an evidence-based decision. An example is the Clinical Recommendation Systems. In this sense, it was developed and implemented in Centro Hospitalar do Porto a pre-triage system in order to group the patients on two levels (urgent or outpatient). However, although this system is calibrated and specific to the urgency of obstetrics and gynaecology, it does not meet all clinical requirements by the general department of the Portuguese HealthCare (Direção Geral de Saúde). The main requirement is the need of having priority triage system characterized by five levels. Thus some studies have been conducted with the aim of presenting a methodology able to evolve the pre-triage system on a Clinical Recommendation System with five levels. After some tests (using data mining and simulation techniques), it has been validated the possibility of transformation the pre-triage system in a Clinical Recommendation System in the obstetric context. This paper presents an overview of the Clinical Recommendation System for obstetric triage, the model developed and the main results achieved.

Retrospective Study of the Survival of Patients who Underwent Cardiopulmonary Resuscitation in an Intensive Care Unit

OBJECTIVE: To evaluate clinical and evolutive characteristics of patients admitted in an intensive care unit after cardiopulmonary resuscitation, identifying prognostic survival factors.METHODS: A retrospective study of 136 patients admitted between 1995 and 1999 to an intensive care unit, evaluating clinical conditions, mechanisms and causes of cardiopulmonary arrest, and their relation to hospital mortality.RESULTS: A 76% mortality rate independent of age and sex was observed. Asystole was the most frequent mechanism of death, and seen in isolation pulmonary arrest was the least frequent. Cardiac failure, need for mechanical ventilation, cirrhosis and previous stroke were clinically significant (p<0.01) death factors.CONCLUSION: Prognostic factors supplement the doctor's decision as to whether or not a patient will benefit from cardiopulmonary resuscitation.

Medical care and deaths due to coronary artery disease in Brazil, 1980-1999

OBJECTIVE: To estimate the frequency of medical care preceding deaths due to coronary artery diseases (CAD) in different Brazilian regions and capitals and to describe trends in medical care from 1980 to 1999. METHODS: Information on medical care preceding deaths due to coronary artery diseases/acute myocardial infarction in adults > 20 years from 1980 to 1999 was collected in the DATASUS, the databank of the Brazilian Health Ministry. Sex, states, and capitals selected for 1999 were analyzed in the study. Medical care was stratified as follows: with, without, and ignored medical care. The descriptive analysis comprised frequencies, ratios of frequency, test for proportions, and increments or reductions in frequencies. RESULTS: Acute myocardial infarction (AMI) represented 75 to 85% of the CAD in the period; the frequency of deaths with medical care ranged from 48.9 to 63%, and that of ignored medical care ranged from 27.2 to 41.5%. The frequency of other CAD with medical care ranged from 56 to 76%. The frequency of deaths preceded by medical care decreased by 17.8%, and that with ignored medical care increased by 36.5% (RF=2). The values for the other CAD were -20.2% and +64.6% (RF=44.4). Deaths preceded by medical care were more frequent in females at all ages and in all Brazilian regions. CONCLUSION: The results show a high frequency of sudden death and suggest errors in diagnosis or codification and overestimation of the statistics about mortality. Validation of the death certificate diagnosis and frequent surveillance are required.

La lógica de la protección: la identificación de los sujetos protegidos por el derecho del trabajo. Los aportes de la enseñanza social de la iglesia a esta rama del derecho. La protección de los trabajadores del sector informal. Realidad y prospectiva.

El nuevo escenario de las relaciones laborales, se afirma, ha puesto en crisis el concepto de “dependencia” el cual no resulta ya eficaz para identificar al sujeto a proteger en el contrato de trabajo. Si la tesis es verdadera se afecta la toma de decisiones institucionales en el derecho del trabajo para el nuevo escenario, desde que aquel concepto tiene la función de individualización del sujeto “trabajador” para la imputación de los derechos y obligaciones. Sin embargo, parecería que lo que está detrás de un aparente problema conceptual tiene que ver más con una decisión valorativa en relación con el alcance de la “protección” que las leyes deberían garantizar a los trabajadores. En otras palabras, las discusiones en torno al concepto de “dependencia” están en función de la elección y configuración de las propiedades relevantes que caracterizan lógicamente al sujeto de protección: según se decida y conozca por “sujeto a proteger”, serán los diferentes modos de entender la “dependencia”. Si lo anterior se acepta, la doctrina social de la Iglesia como una ética crítica (justificada) tiene fuerte razones para intervenir en el debate y en la construcción del concepto de “dependencia” como una aporte a la toma de decisiones institucionales.

Prevalencia de Trastornos Mentales en consultantes de Centros de Atención Primaria de la Ciudad de Córdoba, Argentina.Prevalence of Mental Disorders among Consultants in Primary Health Care Centers of the City of Córdoba, Argentina

El informe de la Organización Mundial de la Salud (2001), refiere que en un plazo de 20 años los trastornos mentales pasarán a ser la segunda causa dentro de la carga de morbilidad a nivel mundial, y en la actualidad una de cada cuatro personas padece de algún trastorno mental en alguna etapa de su vida. Los estudios realizados en diversos países revelan que una proporción importante de los consultantes de la atención primaria en salud presentan algún tipo de trastornos mentales. Desde esta perspectiva, la atención primaria de la salud ofrece una oportunidad de intervenir en el manejo de los trastornos mentales de forma temprana y eficaz. En Argentina, es limitada la información acerca del registro epidemiológico en salud mental, no contando con estudios abordados desde la Atención Primaria en la provincia de Córdoba. El objetivo general del proyecto es estimar la prevalencia de trastornos mentales entre los consultantes de atención primaria por problemas de salud general. Para ello se propone: Estimar la prevalencia de trastornos mentales en una muestra representativa de consultantes adultos por problemas de salud general, de centros de atención primaria de la ciudad de Córdoba, identificar y describir los tipos de trastornos mentales que presentan estos consultantes adultos de centros de atención primaria y analizar la prevalencia de los trastornos mentales por sexo y edad de la población en estudio. Metodología: el estudio se realizará en consultorios de Atención Primaria de Salud distribuídos en todo el éjido de la ciudad, teniendo en cuenta la representación de las 12 zonas de CPC. La muestra es probabilística, estratificada, polietápica de pacientes que consultan en el primer nivel de atención. Se entrevistarán 1200 pacientes utilizando la versión computorizada del CIDI 3.0, que proporciona diagnóstico de acuerdo a la DSM IV y la CIE-10. La confiabilidad y la validez del instrumento ha sido ampliamente documentada y la traducción de la encuesta al español fue realizada conforme a las recomendaciones de la OMS. El análisis efectuado será de prevalencia de Trastornos Mentales y del Comportamiento (TMC),asociación entre factores sociodemográficos y TCM estimados calculando las razones de disparidad (odds ratio), regresión logística a fin de ajustar los resultados por la posible interacción entre variables, análisis de la asociación de todas las variables con los TMC, análisis univariado de la asociación de cada variable con los TMC, controlando sexo y edad, se construirá un modelo de regresión logística. En todos los casos el nivel de significación será de 0,05. El equipo de trabajo, de cooperación internacional entre profesionales de la UNC y de la Universidad de Chile, y con la participación en colaboración de los profesionales dependientes de la Secretaría de Salud de la municipalidad de Córdoba, representa un avance para trabajar en los centros de salud de esta ciudad, constituyéndose en un avance, cualitativo y cuantitativo de la actividad científica en Atención Primaria en salud mental con abordaje epidemiológico. Se espera contribuir al conocimiento acerca de la prevalencia de los problemas de salud mental de esta población en la ciudad de Córdoba, proporcionando información a los funcionarios y responsables por la gestión de las áreas vinculadas a la salud mental, aportando conocimiento que promueva una temprana identificación de riesgos iniciales en salud mental y conductas de cuidado en la población como potencial de bienestar.Así mismo, se espera sistematizar una experiencia que pueda ser replicada en otros sitios geográficos. Por todo lo anterior, esta propuesta permitirá conocer por primera vez en la ciudad de Córdoba la frecuencia y características de los problemas de salud mental entre consultantes de Atención Primaria, información fundamental para el desarrollo posterior de estrategias que busquen mejorar la detección y el tratamiento de estos problemas. According to the WHO Report (2001), in 20 years, mental health disorders (MHDs) will be the world’s second most frequent cause of morbidity. Primary care offers the opportunity to handle MHDs efficiently at an early stage. In Argentina, the epidemiologic data on mental health (MH) is limited, and there are no records for Córdoba. The aim of this project is to assess the prevalence of MHDs among consultants who resort to primary health centers (PHCCs) in the city of Córdoba for common health problems, by using a representative sample of adult consultants, identifying and describing the types of MHDs evinced, and analysing prevalence by sex and age group under study. Methodology:the study will be carried out in PHCCs located in the municipal area of Córdoba, covering the 12 zones corresponding to the CPCs (municipal branch offices for each zone). A multi-stage stratified random sample of 1200 patients will be interviewed using the program CIDI 3.0 to produce a diagnostic according to DSM IV and CIE-10, a tool with proven reliability and validity.The aspects to be analysed are prevalence of mental and behavior disorders, their association with socio-demographic factors estimated by odds ratios, logistic regression for adjustment of potential interaction among variables, association with all variables, and univariate analysis for association with each variable. Significance level will be 0.05 in all cases. The international teamwork including professionals from the Universities of Córdoba, Chile and the Public Health Department of the Municipality of Córdoba constitutes a qualitative and quantitative step forward in the field of primary health care studies with an epidemiologic approach. This project aims at providing administrators in the MH area with data for the early detection of initial risks in MH and the promotion of prevention habits. This will be the first study conducted in Córdoba, and is aimed at facilitating replication in other geographical areas.

Does the provision of full day care improve the quality of life for children and their parents

This study sought to explore and examine if the provision of full day care improves the quality of life for children and their parents. Owing to the effects of the Celtic Tiger, life in Ireland has changed considerably over the past five to ten years. Because of the booming economy there are now 60.8% of women employed in the workforce. This means many changes for children, parents and families. Findings in the literature review are based on international studies. The researcher utilised both qualitative and quantitative research methodologies for the study. She interviewed 31 respondents; 27 childcare managers; 3 politicians and the chairperson of a childcare committee. Furthermore, 325 questionnaires were completed in a survey by working parents in the statutory and voluntary sectors in and around Sligo town and in two childcare facilities in Letterkenny, Co. Donegal. Babies as young as 4 months are being cared for in childcare facilities from 6.45am until 6.pm daily, 5 days per week. Some children are spending up to 11 hours per day in childcare facilities. The study has not categorically concluded that full day care is either positive or negative for children. Childcare facilities are providing good quality childcare encompassing various services; however, 25 out of 27 childcare managers reported to the researcher that they would not leave their child in full day care. Parents are finding it difficult to manage work life balance. Health dominated quality of life issues. Two hundred and thirty five (235) parents reported being stressed. The study also found that 315 working parents feel that the government is not doing enough to support working parents. On a positive note, 241 parents said they are happy in general with the quality of life for them, their family and their children. In addition, the researcher has identified a number of recommendations for future changes in policy and further study.

Critical Care in in Neurology

Neurocritical care is an ever-changing field. The publishers and author of The Flying Publisher Guide to Critical Care in Neurology have made every effort to provide information that is accurate and complete as of the date of publication. However, in view of the rapid changes occurring in medical science, as well as the possibility of human error, this site may contain technical inaccuracies, typographical or other errors. It is the responsibility of the reading physician who must rely on experience and knowledge about the patient to determine the best treatment and care pathway. The information contained herein is provided “as is”, without warranty of any kind. The contributors to this book, including Flying Publisher & Kamps, disclaim responsibility for any errors or omissions or for results obtained from the use of information contained herein.

Managed Care in der Schweiz : eine empirische Analyse des Verhaltens von Allgemeinmedizinern

Managed Care, physicians' behavior, primary practice, efficiency, econometric analysis

Comparison of Cardiovascular Risk Factors in Different Areas of Health Care Over a 20-Year Period

Background:Cardiovascular diseases (CVDs) are the leading cause of death worldwide. Knowledge about cardiovascular risk factors (CVRFs) in young adults and their modification over time are measures that change the risks and prevent CVDs.Objectives:To determine the presence of CVRFs and their changes in different health care professionals over a period of 20 years.Methods:All students of medicine, nursing, nutrition, odontology, and pharmacy departments of Federal University of Goiás who agreed to participate in this study were evaluated when they started their degree courses and 20 years afterward. Questionnaires on CVRFs [systemic arterial hypertension (SAH), diabetes mellitus, dyslipidemia, and family history of early CVD, smoking, alcohol consumption, and sedentarism] were administered. Cholesterol levels, blood sugar levels, blood pressure, weight, height, and body mass index were determined. The Kolmogorov-Smirnov test was used to evaluate distribution, the chi-square test was used to compare different courses and sexes, and the McNemar test was used for comparing CVRFs. The significance level was set at a p value of < 0.05.Results:The first stage of the study included 281 individuals (91% of all the students), of which 62.9% were women; the mean age was 19.7 years. In the second stage, 215 subjects were reassessed (76% of the initial sample), of which 59.07% were women; the mean age was 39.8 years. The sample mostly consisted of medical students (with a predominance of men), followed by nursing, nutrition, and pharmacy students, with a predominance of women (p < 0.05). Excessive weight gain, SAH, and dyslipidemia were observed among physicians and dentists (p < 0.05). Excessive weight gain and SAH and a reduction in sedentarism (p < 0.05) were observed among pharmacists. Among nurses there was an increase in excessive weight and alcohol consumption (p < 0.05). Finally, nutritionists showed an increase in dyslipidemia (p < 0.05).Conclusion:In general, there was an unfavorable progression of CVRFs in the population under study, despite it having adequate specialized knowledge about these risk factors.

I Brazilian Registry of Heart Failure - Clinical Aspects, Care Quality and Hospitalization Outcomes

Background:Heart failure (HF) is one of the leading causes of hospitalization in adults in Brazil. However, most of the available data is limited to unicenter registries. The BREATHE registry is the first to include a large sample of hospitalized patients with decompensated HF from different regions in Brazil.Objective:Describe the clinical characteristics, treatment and prognosis of hospitalized patients admitted with acute HF.Methods:Observational registry study with longitudinal follow-up. The eligibility criteria included patients older than 18 years with a definitive diagnosis of HF, admitted to public or private hospitals. Assessed outcomes included the causes of decompensation, use of medications, care quality indicators, hemodynamic profile and intrahospital events.Results:A total of 1,263 patients (64±16 years, 60% women) were included from 51 centers from different regions in Brazil. The most common comorbidities were hypertension (70.8%), dyslipidemia (36.7%) and diabetes (34%). Around 40% of the patients had normal left ventricular systolic function and most were admitted with a wet-warm clinical-hemodynamic profile. Vasodilators and intravenous inotropes were used in less than 15% of the studied cohort. Care quality indicators based on hospital discharge recommendations were reached in less than 65% of the patients. Intrahospital mortality affected 12.6% of all patients included.Conclusion:The BREATHE study demonstrated the high intrahospital mortality of patients admitted with acute HF in Brazil, in addition to the low rate of prescription of drugs based on evidence.

Prevalence of Risk for Obstructive Sleep Apnea Syndrome and Association With Risk Factors in Primary Care

Abstract Background: Obstructive sleep apnea syndrome (OSAS) is a chronic, progressive disease with high morbidity and mortality. It is underdiagnosed, especially among women. Objective: To study the prevalence of high risk for OSAS globally and for the Berlin Questionnaire (BQ) categories, and to evaluate the reliability of the BQ use in the population studied. Methods: Observational, cross-sectional study with individuals from the Niterói Family Doctor Program, randomly selected, aged between 45 and 99 years. The visits occurred between August/2011 and December/2012. Variables associated with each BQ category and with high risk for OSAS (global) were included in logistic regression models (p < 0.05). Results: Of the total (616), 403 individuals (65.4%) reported snoring. The prevalence of high risk for OSA was 42.4%, being 49.7% for category I, 10.2% for category II and 77.6% for category III. Conclusion: BQ showed an acceptable reliability after excluding the questions Has anyone noticed that you stop breathing during your sleep? and Have you ever dozed off or fallen asleep while driving?. This should be tested in further studies with samples mostly comprised of women and low educational level individuals. Given the burden of OSAS-related diseases and risks, studies should be conducted to validate new tools and to adapt BQ to better screen OSAS.

Durchführbarkeit-Sicherheit-Effektivität telemedizinisch initiierter Akutschlaganfallbehandlung im "Telemedical Acute Stroke Care"-Netzwerk TASC

Magdeburg, Univ., Med. Fak., Diss., 2015