FACTORS ASSOCIATED WITH FREQUENT USE OF EMERGENCY SERVICES IN A MEDICAL CENTER

Size: px
Start display at page:

Download "FACTORS ASSOCIATED WITH FREQUENT USE OF EMERGENCY SERVICES IN A MEDICAL CENTER"

Transcription

1 FACTORS ASSOCIATED WITH FREQUENT USE OF EMERGENCY SERVICES IN A MEDICAL CENTER Jin-An Huang, 1 Wen-Chen Tsai, 2 Yin-Chieh Chen, 2 Wei-Hsiung Hu, 1 and Dar-Yu Yang 1 Background and Purpose: Overuse of emergency department (ED) services can result in overcrowding and a substantial increase of health care cost. The purpose of this study was to characterize frequent ED users and to identify the factors associated with frequent ED use in a hospital in Taiwan. Methods: This retrospective study used Andersen s Behavioral Model of Health Service Use as a framework. Frequent ED users ( 4 visits/year) and infrequent ED users (< 4 visits/ year) were selected randomly from patients visiting the adult ED of a medical center in central Taiwan from October 1, 2000 to September 30, Telephone interviews were completed for 200 frequent users and 600 infrequent users. Logistic regression analysis was performed to identify factors associated with frequent ED use. Results: Frequent ED users comprised 3.5% of total ED patients, accounting for 14.3% of the ED visits. Significant factors associated with frequent ED use were: a regular source of care [odds ratio (OR), 2.79; 95% confidence interval (CI), 1.63 to 4.79], alcoholism (OR, 19.4; 95% CI, 3.84 to 98.0), high outpatient clinic use (OR, 2.66; 95% CI, 1.72 to 4.11), previous hospitalization (OR, 3.06; 95% CI, 1.94 to 4.82), chronic disease (OR, 3.07; 95% CI, 1.78 to 5.29), cancer (OR, 4.16; 95% CI, 1.29 to 13.4), gastrointestinal disease (OR, 6.28; 95% CI, 1.95 to 20.2), cardiovascular disease (OR, 8.41; 95% CI, 2.51 to 28.1), pulmonary disease (OR, 4.21; 95% CI, 1.04 to 17.1), low level of emergency (OR, 5.43; 95% CI, 3.40 to 8.68), and dissatisfaction with treatment outcome (OR, 2.62; 95% CI, 1.32 to 5.20). Conclusions: Frequent ED users were responsible for a disproportionate number of the total ED visits. Andersen s need factors were strongly associated with frequent ED use, while the investigated predisposing factors were not significant. Most patients who visited the ED had a low level of emergency. These findings suggest that implementation of an integrated delivery system may decrease ED use. Key words: Emergency services, hospital; Health services, misuse; Health services, research; Risk factors J Formos Med Assoc 2003;102:222-8 Emergency departments (EDs) are being used with increasing frequency, 1 4 and a large portion of this increase is attributed to non-urgent or inappropriate visits. 5 8 Overuse of EDs is considered to result in overcrowding 5,9,10 and to contribute substantially to increased health care costs. 9,10 Overcrowding of EDs has become a significant problem in developed countries 11,12 and is associated with decreased quality of care, including poor outcome, prolonged suffering, long waits, dissatisfaction, staff frustration, and violence. 13,14 The rising cost of emergency medical service is becoming a major concern in Taiwan. In an increasingly cost-conscious health delivery system, inappropriate or non-urgent visits to the ED can be handled more efficiently and at a reduced cost by primary care. 15 Several western studies have demonstrated that a segment of the population uses the ED frequently and constitutes a considerable proportion of the total visits Frequent ED use has been associated with a lack of primary care and complex medical and social problems, 19 such as homelessness and alcoholrelated problems. Three distinctive patient populations were identified as potentially overusing EDs: public aid/uninsured patients, elderly patients, and pediatric patients. 20 No such study of the characteristics of individuals overusing EDs has been conducted in Taiwan. The purpose of this study was to determine the characteristics of frequent ED users, to compare frequent ED users with infrequent ED users, and to determine the factors associated with frequent ED use. 1 Department of Emergency Medicine, Taichung Veterans General Hospital, Taichung; 2 Institute of Health Services Management, China Medical College, Taichung, Taiwan. Received: 15 November 2002 Revised: 19 December 2002 Accepted: 11 February 2003 Reprint requests and correspondence to: Dr. Wen-Chen Tsai, Institute of Health Service Management, China Medical College, 91 Hsueh-Shih Road, Taichung, Taiwan. 222 J Formos Med Assoc 2003 Vol 102 No 4

2 Factors Associated with Frequent ED Use Methods Study design This study was based on Andersen s Behavioral Model of Health Services Use. 21 This model assumes that people s use of health services is a function of their predisposition to use services, factors for enabling use, and their need for use. Among the predisposing characteristics in Andersen s model, demographic factors (gender, age, and marital status) and social structure (level of education and employment status) were included in this study. Enabling resources were obtained for average monthly household income, financial barriers, the distance from hospital, and a regular source of care. Need factors included in this study comprised the following 9 components: subjective health status, alcoholism, high outpatient clinic use (> 24 visits/year, including physician visits in primary health care and hospital outpatient visits), hospital admission (in-hospital care), chronic disease (as designated by the Bureau of National Health Insurance in Taiwan), the most frequent diagnostic group during the successive ED visits, average triage status (high level of emergency as average triage level 1 or 2/low level of emergency as average triage level 3 or 4), average length of ED stay, and reason for ED use. Finally, we added patient satisfaction with the outcome of ED treatment to the list of included need factors. Subjects We conducted the study at Taichung Veterans General Hospital (TCVGH), a public teaching tertiary hospital in central Taiwan, located in a suburban area of Taichung. This hospital has approximately 55,000 visits per year. Any patient who visited the adult (15 years and older) ED from October 1, 2000 to September 30, 2001, was eligible for the study. A frequent ED user was defined as any patient who used the TCVGH ED 4 times or more in the 1-year study period. There were 1096 frequent users, and 29,890 infrequent users. Source of data Information concerning gender, age, chronic disease, diagnostic group, triage status, and length of ED stay was compiled retrospectively from the hospital information system database. One senior emergency physician reviewed the computer-based medical records for diagnostic group and alcoholism. Using a structured questionnaire, a telephone interview was given by using a computer-assisted telephone interview (CATI) system. With the aid of the CATI system, patients were randomly selected and interviewed by specialized investigators. The frequent ED users were interviewed until 200 questionnaires were completed. A total of 701 patients were called. The response rate was 28.5%. Twenty one percent of the patients called had died and were excluded from the analysis. Among the infrequent users, 600 questionnaires were completed for comparison. A total of 2631 patients were called. The response rate was 22.8%; 6.2% of the patients called had died and were excluded from the analysis. The survey was conducted between 9 am and 8 pm, from January 18 to February 5, Statistical analysis All data were managed and analyzed using Statistical Package for the Social Sciences (SPSS) software for Windows (version 10.0, SSPS Inc., Chicago, IL, USA). A frequency distribution was used to describe the demographic characteristics and the distribution of each variable. Chi-squared test was used to determine the differences between frequent ED users and infrequent ED users with regard to each variable. To test the likelihood of frequent ED use, a multiple logistic regression analysis was used with the forward stepwise method, including the likelihood-ratio test for the overall model, Hosmer-Lemeshow model goodness-of-fit analysis, overall percentage correctly predicted, and odds ratios (ORs) with 95% confidence intervals (CIs). A p value of < 0.05 was considered statistically significant. Results Frequent ED users comprised only 3.5% of total patients, but accounted for 14.3% of all visits to the ED. The 10 patients with the greatest number of visits to the ED visited 12 to 23 times each, averaging 16.2 visits. Tables 1 and 2 show the patient characteristics and differences between the frequent and infrequent ED users. Within the frequent ED user group, the proportion of men was insignificantly higher than that of women (χ 2 = 3.155, p = 0.076). There was also no significant difference in distance from the hospital between the frequent and infrequent ED users (χ 2 = 2.424, p = 0.119). All other 17 variables were significantly different between the frequent users and the infrequent users (chi-squared test, p < 0.05), and were entered into a multiple logistic regression analysis that used forward selection with a likelihood ratio test for backward elimination. The logistic regression model for frequent ED use is shown in Table 3. The correlation matrix indicated that there were no high correlations between the explanatory variables in the model. In addition, no significant collinearity between the explanatory J Formos Med Assoc 2003 Vol 102 No 4 223

3 Table 1. Differences in patient characteristics between infrequent and frequent emergency department users. Variable Infrequent users Frequent users p Value* (n = 600) [n (%)] (n = 200) [n (%)] Predisposing characteristics Gender Female 265 (44.2) 74 (37.0) Male 335 (55.8) 126 (63.0) Age (years) < (34.5) 28 (14.0) (35.0) 79 (39.5) > (30.5) 93 (46.5) Marital status Married 118 (19.7) 21 (10.5) Single 428 (71.3) 156 (78.0) Others 54 (9.0) 23 (11.5) Level of education Less than high school 232 (38.7) 103 (51.5) High school completed 197 (32.8) 63 (31.5) College or higher 171 (28.5) 34 (17.0) Employment status Working 283 (47.2) 72 (36.0) Not working 317 (52.8) 128 (64.0) Enabling resources Monthly household income (NT$) < 30, (48.5) 128 (64.0) 30,000 59, (30.0) 43 (21.5) 60,000 89, (10.7) 12 (6.0) 90, (10.8) 17 (8.5) Financial barrier No 493 (82.2) 144 (72.0) Yes 107 (17.8) 56 (28.0) Distance from hospital < 30 min 265 (44.2) 101 (50.5) 30 min 335 (55.8) 99 (49.5) Regular source of care < No 216 (36.0) 28 (14.0) Yes 384 (64.0) 172 (86.0) * Pearson s chi-squared test. variables was revealed by the tolerance statistics and the variance inflation factor (VIF). No predisposing factor (age, marital status, education, and employment status) was significantly related to frequent ED use. Of the enabling factors, patients with a regular source of care were more likely to be frequent ED users (OR, 2.79; 95% CI, 1.63 to 4.79). Neither the average monthly household income nor financial barriers had any significant effect on frequent ED use. Predictably, the most important factors related to frequent ED use appeared to be related to the need factors. Patients with potential for frequent ED use were those with alcohol dependence (OR, 19.4; 95% CI, 3.84 to 98.0); high outpatient clinic users (OR, 2.66; 95% CI, 1.72 to 4.11); those who had previously used in-hospital care (OR, 3.06; 95% CI, 1.94 to 4.82); those who had a chronic disease (OR, 3.07; 95% CI, 1.78 to 5.29); those who had cancer (OR, 4.16; 95% CI 1.29 to 13.4), gastrointestinal disease (OR, 6.28; 95% CI, 1.95 to 20.2), cardiovascular disease (OR, 8.41; 95% CI, 2.51 to 28.1) or pulmonary disease (OR, 4.21; 95% CI, 1.04 to 17.1); and those who had a low level of emergency (OR, 5.43; 95% CI, 3.40 to 8.68). Need factors not significantly related to frequent ED use were poor subjective health status, a longer stay in the ED, and reasons for ED use. Patients who were dissatisfied with care on discharge from the ED were also more likely to use the ED frequently (OR, 2.62; 95% CI, 1.32 to 5.20). Discussion Survey data in this study showed that frequent ED users comprised a relatively small number of patients who were responsible for a disproportionate number of total ED visits. The finding that 3.5% of the patients at a hospital ED accounted for 14.3% of the visits in our study is similar to the finding of studies from western countries that defined frequent ED use as 4 or more visits per patient per year. 224 J Formos Med Assoc 2003 Vol 102 No 4

4 Table 2. Differences in needs factors between infrequent and frequent emergency department (ED) users. Factors Associated with Frequent ED Use Variable Infrequent users Frequent users p Value* (n = 600) [n (%)] (n = 200) [n (%)] Subjective health status < Poor 168 (28.0) 96 (48.0) Average 259 (43.2) 73 (36.5) Good 173 (28.8) 31 (15.5) Alcoholism < No 597 (99.5) 189 (94.5) Yes 3 (0.5) 11 (5.5) High outpatient clinic use < No 469 (85.6) 79 (14.4) Yes 131 (52.0) 121 (48.0) In-hospital care < None 348 (58.0) 44 (22.0) Yes 252 (42.0) 156 (78.0) Chronic disease < None 282 (47.0) 31 (15.5) Yes 318 (53.0) 169 (84.5) Diagnostic groups < Trauma 94 (15.7) 5 (2.5) Cancer 33 (5.5) 39 (19.5) Gastrointestinal disease 49 (8.2) 29 (14.5) Cardiovascular disease 32 (5.3) 22 (11.0) Genitourinary disease 35 (5.8) 17 (8.5) Psychiatric disease 25 (4.2) 14 (7.0) Pulmonary disease 20 (3.3) 10 (5.0) Obstetrics and gynecology 14 (2.3) 4 (2.0) Acute upper respiratory tract infection 34 (5.7) 3 (1.5) Non-specific abdominal pain 28 (4.7) 3 (1.5) Others 236 (39.3) 54 (27.0) Average triage status < High level of emergency 369 (61.5) 58 (29.0) Low level of emergency 231 (38.5) 142 (71.0) Average length of ED stay < 48 hours 543 (90.5) 171 (85.5) 48 hours 57 (9.5) 29 (14.5) Reason for ED Doctor s suggestion 47 (7.8) 11 (5.5) ED is faster 25 (4.2) 8 (4.0) Problem was serious 464 (77.3) 174 (87.0) Others 64 (10.7) 7 (3.5) Satisfaction with treatment outcome < Poor 45 (7.5) 32 (16.0) Fair 205 (34.2) 114 (57.0) Good 350 (58.3) 54 (27.0) * Pearson s chi-squared test. As expected, the factors most strongly related to frequent ED use in our model were the indicators of health needs. Review of clinical medical records revealed that frequent ED users showed high rates of multiple chronic medical conditions, including alcohol abuse and psychiatric illness, which is in agreement with previous studies. 25,26 Because patients may have ill-defined conditions or have different reasons for each visit, registering a single diagnosis is difficult. However, we categorized patients by the most frequent diagnoses for patients with successive visits during the study year. Cancers were the single most frequent definitive diagnosis related to frequent ED use, followed by gastrointestinal diseases and cardiovascular diseases. Cancer has been the leading cause of death in Taiwan since 1982, accounting for nearly 1 out of 4 deaths. It is quite obvious that acute care may not be appropriate for terminal cancer patients. Rather, by taking all needs into consideration, hospice care provides a better quality of life for these patients. 27 In contrast to the rapid growth of the hospice movement in the developed countries such as the USA, the UK, and Japan, hospice service has had a low growth rate in Taiwan. 28 Owing to the lack of availability of both hospital-based and home-based hospice care, cancer J Formos Med Assoc 2003 Vol 102 No 4 225

5 Table 3. Logistic regression model for frequent emergency department use (n = 800).*,,, Variable OR 95% CI Regular source of care No Yes Alcoholism No Yes High outpatient clinic use No Yes In-hospital care None Yes Chronic disease None Yes Diagnostic group Cancer Gastrointestinal disease Cardiovascular disease Pulmonary disease Average triage status High level of emergency Low level of emergency Satisfaction with treatment outcome Poor Fair Good - - * Model chi-squared test: χ 2 = , p < Goodness-of-fit test: χ 2 = 3.946, p = Cox and Snell R 2 = 0.334; Nagelkerke R 2 = Overall percentage correctly predicted: 83.6%. Reference group: trauma. OR = odds ratio; 95% CI = 95% confidence interval. patients might be forced to rely on emergency service care and in-hospital care instead. Emergency service care covers a higher proportion of total ambulatory care in some geographic areas, even in a health care system with an adequate supply of primary care physicians and universal insurance. 6 In addition, a subgroup of the population uses the hospital ED as a regular source of care. 29 These factors may explain why the increasing frequency of ED visits is not only associated with increasing percentages of patients who use other health care services besides the ED, but is also associated with increasing frequency of care at other sites. 22 Similarly, as was found in this study, patients who were heavy users of ambulatory care other than EDs were approximately 2.5 times as likely to be frequent ED users. Patients who had any previous use of in-hospital care were also about 3 times as likely to be frequent ED users. That is, high use of health care services other than the ED is strongly associated with frequent use of hospital EDs. Most ED patients, whether frequent ED users or not, thought that their problems were serious and needed immediate medical attention. However, it has been shown that a large portion of ED visits can be categorized as inappropriate or non-urgent use. 5,7 9 The increasing use of the ED is not associated with a change in the proportion of severe cases being seen. 3 Our study demonstrated that patients who visited ED with low level of emergency were more likely be frequent ED users. Patients who frequently seek medical attention at busy or overcrowded EDs for complaints judged by the triage staff to be not emergent, are inevitably given low priority. Olsson and Hansagi have shown that satisfaction with emergency service care is adversely affected by the patient perception that the ED staff have classified their use of the ED as inappropriate or belittled their symptoms. 18 Apart from the risk of overlooking true health emergencies, regarding the conditions of frequent ED users as non-urgent may result in long waiting times and dissatisfied patients. 22 To make matters worse, dissatisfaction is significantly related to increased utilization of emergency services care. In Taiwan, the National Health Insurance is a monopoly and its coverage has reached more than 96% of the population since its implementation in Because the fixed fee for ED care is just US$12 and most patients think their condition is serious, financial barriers are unlikely to underlie the frequent use of the ED. In addition, hospital-based care and primary care have been largely separated from each other in Taiwan, even though a global budget payment system was implemented in Most hospitals have a large outpatient department (OPD). Many patients may visit the ED or OPD in a teaching tertiary hospital merely for a common cold. Andersen showed that patients who had a regular source of care might use health care services more frequently. 21 Thus, patients who had a regular source of care were more likely to be frequent ED users. In this study, age, marital status, level of occupation, and employment status were significantly different between the frequent ED users and infrequent ED users (χ 2 test, p < 0.05). However, no predisposing factor included in the logistic model predicted frequent use of the ED. In Taiwan, older patients tend to have a lower level of education and are likely not to be working. Our analysis showed a high correlation of age and chronic disease. Consequently, frequent ED use in the elderly was significantly correlated with the presence of a chronic disease. Hospitals are now providing post-hospital disease management programs for selected chronic conditions that account for a high volume of repeat ED visits, such as cancer and chronic heart failure. 30 Disease management is a target in cost containment 226 J Formos Med Assoc 2003 Vol 102 No 4

6 Factors Associated with Frequent ED Use efforts. Case management has been shown to be a promising and cost-effective means of decreasing visits among frequent ED users. 19,31 This study had several limitations. The sampled hospital is a suburban, tertiary public teaching medical center. The proportion of patients with emergent triage status in the study population may thus have been higher than for other EDs. In addition, the demographic characteristics of the patients may not be representative of patients in other parts of the country. Similarly, infrequent ED users in the sampled hospital may have been frequent ED users in other hospitals. Although the overall response rate for the survey was more than 20%, interviews could not be held for patients who had died or who could not be contacted by telephone. Moreover, 21% of the subjects in the frequent ED group had died, a much higher percentage than that of the infrequent ED group (6.2%). Such differences may have biased the findings. A recall bias may be assumed because of the long lag between ED use and the telephone interview. Furthermore, conducting telephone interviews from 9 am to 8 pm may also have created a selection bias. In summary, frequent ED users accounted for a disproportionate number of the total ED visits. The need factors were strongly associated with frequent use of the ED, while the predisposing factors were not significant in this regard. However, most patients visited the ED with a low level of emergency. Cancer was the leading diagnosis of the frequent ED users. Development of an integrated cancer management program in Taiwan, including both hospital-based and home-based hospice care, may reduce unnecessary use of the ED in these patients. Efforts to facilitate closer contact between general practitioners, the ED, and other hospital departments may also improve quality of care and decrease the number of inappropriate ED visits. ACKNOWLEDGMENT: This study was supported by a grant (TCVGH A) from Taichung Veterans General Hospital, Taichung, Taiwan. References 1. Burt CW, McCaig LF: Trends in hospital emergency department utilization: United States, Vital Health Stat : Capewell S: The continuing rise in emergency admissions. BMJ 1996;312: Santos Eggimann B: Increasing use of the emergency department in a Swiss hospital: observational study based on measures of the severity of cases. BMJ 2002;324: Department of Health: Health and National Health Insurance Annual Statistics. Taipei: DOH, R.O.C; Hu SC: Clinical and demographic characteristics of 13,911 medical emergency patients. J Formos Med Assoc 1991;90: Mustard CA, Kozyrskyj AL, Barer ML, et al: Emergency department use as a component of total ambulatory care: a population perspective. CMAJ 1998;158: Pereira S, Oliveira e Silva A, Quintas M, et al: Appropriateness of emergency department visits in a Portuguese university hospital. Ann Emerg Med 2001;37: Sempere Selva T, Peiro S, Sendra Pina P, et al: Inappropriate use of an accident and emergency department: magnitude, associated factors, and reasons an approach with explicit criteria. Ann Emerg Med 2001;37: Kellermann AL: Nonurgent emergency department visits. Meeting an unmet need. JAMA 1994;271: Baker DW, Stevens CD, Brook RH: Patients who leave a public hospital emergency department without being seen by a physician. Causes and consequences. JAMA 1991;266: Shih FY, Ma MH, Chen SC, et al: ED overcrowding in Taiwan: facts and strategies. Am J Emerg Med 1999;17: Derlet R, Richards J, Kravitz R: Frequent overcrowding in U.S. emergency departments. Acad Emerg Med 2001;8: Miro O, Antonio MT, Jimenez S, et al: Decreased health care quality associated with emergency department overcrowding. Eur J Emerg Med 1999;6: Derlet RW, Richards JR: Overcrowding in the nation s emergency departments: complex causes and disturbing effects. Ann Emerg Med 2000;35: Glick DF, Thompson KM: Analysis of emergency room use for primary care needs. Nurs Econ 1997;15: Lucas RH, Sanford SM: An analysis of frequent users of emergency care at an urban university hospital. Ann Emerg Med 1998;32: Okuyemi KS, Frey B: Describing and predicting frequent users of an emergency department. J Assoc Acad Minor Phys 2001; 12: Olsson M, Hansagi H: Repeated use of the emergency department: qualitative study of the patient s perspective. Emerg Med J 2001;18: Pope D, Fernandes CM, Bouthillette F, et al: Frequent users of the emergency department: a program to improve care and reduce visits. CMAJ 2000;162: Bond TK, Stearns S, Peters M: Analysis of chronic emergency department use. Nurs Econ 1999;17:207-13, Andersen RM: Revisiting the behavioral model and access to medical care: does it matter? J Health Soc Behav 1995;36: Hansagi H, Olsson M, Sjoberg S, et al: Frequent use of the hospital emergency department is indicative of high use of other health care services. Ann Emerg Med 2001;37: Murphy AW, Leonard C, Plunkett PK, et al: Characteristics of attenders and their attendances at an urban accident and emergency department over a one year period. J Accid Emerg Med 1999;16: Malone RE: Heavy users of emergency services: social construction of a policy problem. Soc Sci Med 1995;40: J Formos Med Assoc 2003 Vol 102 No 4 227

7 25. Hansagi H, Allebeck P, Edhag O, et al: Frequency of emergency department attendances as a predictor of mortality: nine-year follow-up of a population-based cohort. J Public Health Med 1990;12: Genell AK, Rosenqvist U: Heavy users of an emergency department a two year follow-up study. Soc Sci Med 1987; 25: Greer DS, Mor V, Morris JN, et al: An alternative in terminal care: results of the National Hospice Study. J Chronic Dis 1986; 39: Lo JC: The impact of hospices on health care expenditures the case of Taiwan. Soc Sci Med 2002;54: Lang T, Davido A, Diakite B, et al: Using the hospital emergency department as a regular source of care. Eur J Epidemiol 1997; 13: Goldstein R: The disease management approach to cost containment. Nurs Case Manag 1998;3: Okin RL, Boccellari A, Azocar F, et al: The effects of clinical case management on hospital service use among ED frequent users. Am J Emerg Med 2000;18: J Formos Med Assoc 2003 Vol 102 No 4

ANALYSIS OF EMERGENCY DEPARTMENT UTILIZATION BY ELDERLY PATIENTS UNDER NATIONAL HEALTH INSURANCE

ANALYSIS OF EMERGENCY DEPARTMENT UTILIZATION BY ELDERLY PATIENTS UNDER NATIONAL HEALTH INSURANCE ANALYSIS OF EMERGENCY DEPARTMENT UTILIZATION BY ELDERLY PATIENTS UNDER NATIONAL HEALTH INSURANCE Jin-An Huang, Rhay-Hung Weng, 1 Wen-Chen Tsai, 2 Wei-Hsiung Hu, and Dar-Yu Yang Department of Emergency

More information

Daniel Boduszek University of Huddersfield

Daniel Boduszek University of Huddersfield Daniel Boduszek University of Huddersfield d.boduszek@hud.ac.uk Introduction to Logistic Regression SPSS procedure of LR Interpretation of SPSS output Presenting results from LR Logistic regression is

More information

Supplementary Information. Statins Improve Long Term Patency of Arteriovenous Fistula for

Supplementary Information. Statins Improve Long Term Patency of Arteriovenous Fistula for Supplementary Information Statins Improve Long Term Patency of Arteriovenous Fistula for Hemodialysis Hao-Hsiang Chang MD, MSc 1,2, Yu-Kang Chang PhD 3, Chia-Wen Lu MD 1, Chi-Ting Huang 3, Chiang-Ting

More information

Access to dental care by young South Australian adults

Access to dental care by young South Australian adults ADRF RESEARCH REPORT Australian Dental Journal 2003;48:(3):169-174 Access to dental care by young South Australian adults KF Roberts-Thomson,* JF Stewart* Abstract Background: Despite reported concern

More information

Safety and health training model It is expected that better recognition of hazards can reduce risks to workers. Course depth and suitable teaching met

Safety and health training model It is expected that better recognition of hazards can reduce risks to workers. Course depth and suitable teaching met Y.J. Hong, Y.H. Lin, H.H. Pai, et al DEVELOPING A SAFETY AND HEALTH TRAINING MODEL FOR PETROCHEMICAL WORKERS Yu-Jue Hong, Ya-Hsuan Lin, Hsiu-Hua Pai, 1 Yung-Chang Lai, 2 and I-Nong Lee 3 Institute of Public

More information

Mental Health in Workplaces in Taipei

Mental Health in Workplaces in Taipei 26 Taiwanese Journal of Psychiatry (Taipei) Vol. 25 No. 1 2011 Original Article Mental Health in Workplaces in Taipei Mei-Ju Chen, M.D. MPH 1,2, Tony Szu-Hsien Lee, Ph.D. 3, Huey-Mei Jeng, Ph.D. 3, Wen-Hsiang

More information

School of Health Science & Nursing, Wuhan Polytechnic University, Wuhan , China 2. Corresponding author

School of Health Science & Nursing, Wuhan Polytechnic University, Wuhan , China 2. Corresponding author 2017 International Conference on Medical Science and Human Health (MSHH 2017) ISBN: 978-1-60595-472-1 Association of Self-rated Health Status and Perceived Risk Among Chinese Elderly Patients with Type

More information

Exploring the Relationship Between Substance Abuse and Dependence Disorders and Discharge Status: Results and Implications

Exploring the Relationship Between Substance Abuse and Dependence Disorders and Discharge Status: Results and Implications MWSUG 2017 - Paper DG02 Exploring the Relationship Between Substance Abuse and Dependence Disorders and Discharge Status: Results and Implications ABSTRACT Deanna Naomi Schreiber-Gregory, Henry M Jackson

More information

Incidence and Risk of Alcohol Use Disorders by Age, Gender and Poverty Status: A Population-Based-10 Year Follow-Up Study

Incidence and Risk of Alcohol Use Disorders by Age, Gender and Poverty Status: A Population-Based-10 Year Follow-Up Study Incidence and Risk of Alcohol Use Disorders by Age, Gender and Poverty Status: A Population-Based-10 Year Chun-Te Lee 1,2, Chiu-Yueh Hsiao 3, Yi-Chyan Chen 4,5, Oswald Ndi Nfor 6, Jing-Yang Huang 6, Lee

More information

Identifying Characteristics of Patients With Low Urgency Emergency Department Visits In a Managed Care Setting

Identifying Characteristics of Patients With Low Urgency Emergency Department Visits In a Managed Care Setting Identifying Characteristics of Patients With Low Urgency Emergency Department Visits In a Managed Care Setting A straightforward method of identifying potentially non-urgent ED visits from administrative

More information

HEALTH CARE EXPENDITURES ASSOCIATED WITH PERSISTENT EMERGENCY DEPARTMENT USE: A MULTI-STATE ANALYSIS OF MEDICAID BENEFICIARIES

HEALTH CARE EXPENDITURES ASSOCIATED WITH PERSISTENT EMERGENCY DEPARTMENT USE: A MULTI-STATE ANALYSIS OF MEDICAID BENEFICIARIES HEALTH CARE EXPENDITURES ASSOCIATED WITH PERSISTENT EMERGENCY DEPARTMENT USE: A MULTI-STATE ANALYSIS OF MEDICAID BENEFICIARIES Presented by Parul Agarwal, PhD MPH 1,2 Thomas K Bias, PhD 3 Usha Sambamoorthi,

More information

Depression among elderly attending geriatric clubs in Assiut City, Egypt

Depression among elderly attending geriatric clubs in Assiut City, Egypt Depression among elderly attending geriatric clubs in Assiut City, Egypt Eman M. Mohamed *1, Mohamed A Abd-Elhamed 2 1 Public Health and Community Medicine Dept., Faculty of Medicine, Assiut University

More information

PREVALENCE OF URINARY INCONTINENCE AND INTENTION TO SEEK TREATMENT IN THE ELDERLY

PREVALENCE OF URINARY INCONTINENCE AND INTENTION TO SEEK TREATMENT IN THE ELDERLY Prevalence of Urinary Incontinence in the Elderly PREVALENCE OF URINARY INCONTINENCE AND INTENTION TO SEEK TREATMENT IN THE ELDERLY I-Jen Tseng, Yen-Ta Chen, Ming-Tan Chen, Hsin-Yi Kou, 1 and Shu-Fen Tseng

More information

The Quality of Life and Survival in Patients with Terminal Cancer

The Quality of Life and Survival in Patients with Terminal Cancer Journal of Applied Medical Sciences, vol. 2, no. 4, 2013, 11-17 ISSN: 2241-2328 (print version), 2241-2336 (online) Scienpress Ltd, 2013 The Quality of Life and Survival in Patients with Terminal Cancer

More information

Pharmaceutical Care of People in the Community for the Recognition Rate and the Pharmaceutical Service Satisfaction Study

Pharmaceutical Care of People in the Community for the Recognition Rate and the Pharmaceutical Service Satisfaction Study Proceedings of the 2010 International Conference on Industrial Engineering and Operations Management Dhaka, Bangladesh, January 9 10, 2010 Pharmaceutical Care of People in the Community for the Recognition

More information

Epidemiology of hepatitis E infection in Hong Kong

Epidemiology of hepatitis E infection in Hong Kong RESEARCH FUND FOR THE CONTROL OF INFECTIOUS DISEASES Epidemiology of hepatitis E infection in Hong Kong DPC Chan *, KCK Lee, SS Lee K e y M e s s a g e s 1. The overall anti hepatitis E virus (HEV) seropositivity

More information

Depressive Symptoms Among Colorado Farmers 1

Depressive Symptoms Among Colorado Farmers 1 February 1995 Depressive Symptoms Among Colorado Farmers 1 L. Stallones, M. Leff, C. Garrett, L. Criswell, T. Gillan 2 ARTICLE ABSTRACT Previous studies have reported farmers to be at higher risk of suicide

More information

Social Inequalities in Self-Reported Health in the Ukrainian Working-age Population: Finding from the ESS

Social Inequalities in Self-Reported Health in the Ukrainian Working-age Population: Finding from the ESS Social Inequalities in Self-Reported Health in the Ukrainian Working-age Population: Finding from the ESS Iryna Mazhak, PhD., a fellow at Aarhus Institute of Advanced Studies Contact: irynamazhak@aias.au.dk

More information

Research. Prevalence of lower-extremity amputation among patients with diabetes mellitus: Is height a factor? Methods

Research. Prevalence of lower-extremity amputation among patients with diabetes mellitus: Is height a factor? Methods Research Prevalence of lower-extremity amputation among patients with diabetes mellitus: Is height a factor? Chin-Hsiao Tseng An abridged version of this article appeared in the Jan. 31, 2006, issue of

More information

UNDERSTANDING FREQUENT EMERGENCY DEPARTMENT USE IN THE MEDICARE POPULATION

UNDERSTANDING FREQUENT EMERGENCY DEPARTMENT USE IN THE MEDICARE POPULATION UNDERSTANDING FREQUENT EMERGENCY DEPARTMENT USE IN THE MEDICARE POPULATION by Erin Murphy Colligan A dissertation submitted to Johns Hopkins University in conformity with the requirements for the degree

More information

Determining Whether or Not Dental Students Will Immediately Enter Private Practice Upon Graduation. Raymond A. Kuthy Sarah E.

Determining Whether or Not Dental Students Will Immediately Enter Private Practice Upon Graduation. Raymond A. Kuthy Sarah E. Determining Whether or Not Dental Students Will Immediately Enter Private Practice Upon Graduation Raymond A. Kuthy Sarah E. Allen Fang Qian Background Unlike our medical colleagues, it is just assumed

More information

The Effects of National Health Insurance Denture Coverage Policies for the Elderly on the Unmet Dental Needs of the Edentulous Elderly

The Effects of National Health Insurance Denture Coverage Policies for the Elderly on the Unmet Dental Needs of the Edentulous Elderly J Dent Hyg Sci Vol. 18, No. 3, 2018, pp.182-187 https://doi.org/10.17135/jdhs.2018.18.3.182 RESEARCH ARTICLE The Effects of National Health Insurance Denture Coverage Policies for the Elderly on the Unmet

More information

THE PREVALENCE OF DEPRESSIVE SYMPTOMS AND POTENTIAL RISK FACTORS THAT MAY CAUSE DEPRESSION AMONG ADULT WOMEN IN SELANGOR

THE PREVALENCE OF DEPRESSIVE SYMPTOMS AND POTENTIAL RISK FACTORS THAT MAY CAUSE DEPRESSION AMONG ADULT WOMEN IN SELANGOR ORIGINAL PAPER THE PREVALENCE OF DEPRESSIVE SYMPTOMS AND POTENTIAL RISK FACTORS THAT MAY CAUSE DEPRESSION AMONG ADULT WOMEN IN SELANGOR Sherina MS*, Rampal L*, Azhar MZ** *Department of Community Health,

More information

An Application of Propensity Modeling: Comparing Unweighted and Weighted Logistic Regression Models for Nonresponse Adjustments

An Application of Propensity Modeling: Comparing Unweighted and Weighted Logistic Regression Models for Nonresponse Adjustments An Application of Propensity Modeling: Comparing Unweighted and Weighted Logistic Regression Models for Nonresponse Adjustments Frank Potter, 1 Eric Grau, 1 Stephen Williams, 1 Nuria Diaz-Tena, 2 and Barbara

More information

Antidepressant Use and Depressive Symptoms in Intensive Care Unit Survivors

Antidepressant Use and Depressive Symptoms in Intensive Care Unit Survivors Antidepressant Use in ICU Survivors 1 Antidepressant Use and Depressive Symptoms in Intensive Care Unit Survivors Sophia Wang, MD, Chris Mosher, MD, Sujuan Gao, PhD, Kayla Kirk, MA, Sue Lasiter, PhD, RN,

More information

Voluntary Mental Health Treatment Laws for Minors & Length of Inpatient Stay. Tori Lallemont MPH Thesis: Maternal & Child Health June 6, 2007

Voluntary Mental Health Treatment Laws for Minors & Length of Inpatient Stay. Tori Lallemont MPH Thesis: Maternal & Child Health June 6, 2007 Voluntary Mental Health Treatment Laws for Minors & Length of Inpatient Stay Tori Lallemont MPH Thesis: Maternal & Child Health June 6, 2007 Introduction 1997: Nearly 300,000 children were admitted to

More information

Chapter V Depression and Women with Spinal Cord Injury

Chapter V Depression and Women with Spinal Cord Injury 1 Chapter V Depression and Women with Spinal Cord Injury L ike all women with disabilities, women with spinal cord injury (SCI) may be at an elevated risk for depression due to the double jeopardy of being

More information

Issue Brief From The University of Memphis Methodist LeBonheur Center for Healthcare Economics

Issue Brief From The University of Memphis Methodist LeBonheur Center for Healthcare Economics Issue Brief From The University of Memphis Methodist LeBonheur Center for Healthcare Economics September 12, 2007 Non-Urgent ED Use in Tennessee, 2004 Peter S. Miller, Rebecca A. Pope and Cyril F. Chang

More information

RESEARCH ARTICLE. Breast Cancer Screening Disparity among Korean American Immigrant Women in Midwest

RESEARCH ARTICLE. Breast Cancer Screening Disparity among Korean American Immigrant Women in Midwest DOI:10.22034/APJCP.2017.18.10.2663 RESEARCH ARTICLE among Korean American Immigrant Women in Midwest Hee Yun Lee 1 *, Mi Hwa Lee 2, Yoo Jeong Jang 3, Do Kyung Lee 4 Abstract Purpose: Using three breast

More information

Papanicolaou smear screening of women with intellectual disabilities: A cross-sectional survey in Taiwan

Papanicolaou smear screening of women with intellectual disabilities: A cross-sectional survey in Taiwan Papanicolaou smear screening of women with intellectual disabilities: A cross-sectional survey in Taiwan Author Lin, Lan-Ping, Lin, Jin-Ding, Sung, Chang-Lin, Liu, Ta-Wen, Liu, Yi-Lian, Chen, Li-Mei, Chu,

More information

Work Loss Associated With Increased Menstrual Loss in the United States

Work Loss Associated With Increased Menstrual Loss in the United States Work Loss Associated With Increased Menstrual Loss in the United States Isabelle Côté, PhD, Philip Jacobs, DPhil, CMA, and David Cumming, MBChB OBJECTIVE: To estimate the effect of increased menstrual

More information

Dental Satisfaction Survey 1999

Dental Satisfaction Survey 1999 Dental Satisfaction Survey 1999 Judy F Stewart A John Spencer AIHW Dental Statistics and Research Unit The University of Adelaide The Australian Institute of Health and Welfare (AIHW) is Australia s national

More information

Identifying Adult Mental Disorders with Existing Data Sources

Identifying Adult Mental Disorders with Existing Data Sources Identifying Adult Mental Disorders with Existing Data Sources Mark Olfson, M.D., M.P.H. New York State Psychiatric Institute Columbia University New York, New York Everything that can be counted does not

More information

Iowa Gambling Treatment Outcomes System: 2014

Iowa Gambling Treatment Outcomes System: 2014 Iowa Gambling Treatment Outcomes System: 2014 Prepared for Iowa Department of Public Health Division of Behavioral Health Office of Problem Gambling Treatment and Prevention Prepared by Ki H. Park Mary

More information

Introduction: Statistics, Data and Statistical Thinking Part II

Introduction: Statistics, Data and Statistical Thinking Part II Introduction: Statistics, Data and Statistical Thinking Part II FREC/STAT 608 Dr. Tom Ilvento Department of Food and Resource Economics Let s Continue with our introduction We need terms and definitions

More information

Medicaid Expansion & Adult Dental Benefits: Access to Dental Care among Low-Income Adults

Medicaid Expansion & Adult Dental Benefits: Access to Dental Care among Low-Income Adults Medicaid Expansion & Adult Dental Benefits: Access to Dental Care among Low-Income Adults Astha Singhal BDS, MPH, PhD Assistant Professor, Health Policy & Health Services Research Boston University Henry

More information

Individuals with psychiatric illnesses represent a significant

Individuals with psychiatric illnesses represent a significant CLINICAL INVESTIGATIONS Emergency Medicine and Psychiatry Agreement on Diagnosis and Disposition of Emergency Department Patients With Behavioral Emergencies Amy M. Douglass, John Luo, MD and Larry J.

More information

Patterns of ADRs and Risk Factors Involved: Study In Cardiology Unit Of An Indian Tertiary Care Center

Patterns of ADRs and Risk Factors Involved: Study In Cardiology Unit Of An Indian Tertiary Care Center ISPUB.COM The Internet Journal of Pharmacology Volume 8 Number 1 Patterns of ADRs and Risk Factors Involved: Study In Cardiology Unit Of An Indian Tertiary Care Center S Kaur, V Kapoor, R Mahajan, M Lal,

More information

Dr. Charles Tobin-West Department of Preventive and Social Medicine College of Health Sciences University of Port Harcourt

Dr. Charles Tobin-West Department of Preventive and Social Medicine College of Health Sciences University of Port Harcourt Dr. Charles Tobin-West Department of Preventive and Social Medicine College of Health Sciences University of Port Harcourt Sexual risk behaviors are among the key drivers of the HIV epidemic in Nigeria,

More information

- Description, Objectives, Operational Framework

- Description, Objectives, Operational Framework 2 1. CNCD - Overview (significance, causes, burden) 2. CDAP - Description, Objectives, Operational Framework 3. Research Findings of Study on CDAP - Research Objectives and Methodology - Limitations and

More information

Emergency Department use for Dental Conditions: Trends over 10 years

Emergency Department use for Dental Conditions: Trends over 10 years Emergency Department use for Dental Conditions: Trends over 10 years Introduction More than a decade ago, the Surgeon General s report on Oral health highlighted the importance of oral health, and the

More information

Does Hysterectomy Lead to Weight Gain or Does Overweight Lead to Hysterectomy?

Does Hysterectomy Lead to Weight Gain or Does Overweight Lead to Hysterectomy? Dr Janneke BERECKI D Fitzgerald, J Berecki, R Hockey and A Dobson 1 1 School of Population Health, Faculty of Health Sciences, University of Queensland, Herston, QLD, Australia Does Hysterectomy Lead to

More information

Association between Traditional Chinese Medicine Use and Liver Cancer in Patients with Liver Cirrhosis: A Population-based Study

Association between Traditional Chinese Medicine Use and Liver Cancer in Patients with Liver Cirrhosis: A Population-based Study Research Article imedpub Journals http://www.imedpub.com/ Journal of Cancer Epidemiology and Prevention Association between Traditional Chinese Medicine Use and Liver Cancer in Patients with Liver Cirrhosis:

More information

The relationship between accessibility of healthcare facilities and medical care utilization among the middle-aged and elderly population in Taiwan

The relationship between accessibility of healthcare facilities and medical care utilization among the middle-aged and elderly population in Taiwan International Journal for Quality in Health Care, 2015, 27(3), 222 231 doi: 10.1093/intqhc/mzv024 Advance Access Publication Date: 28 April 2015 Article Article The relationship between accessibility of

More information

Title:Emergency ambulance service involvement with residential care homes in the support of older people with dementia: an observational study

Title:Emergency ambulance service involvement with residential care homes in the support of older people with dementia: an observational study Author's response to reviews Title:Emergency ambulance service involvement with residential care homes in the support of older people with dementia: an observational study Authors: Sarah Amador (s.amador@herts.ac.uk)

More information

CORRELATES OF DELAYED INITIATION OF TREATMENT AFTER CONFIRMED DIAGNOSIS UNDER RNTCP: A CROSS SECTIONAL STUDY IN AHMEDABAD MUNICIPAL CORPORATION, INDIA

CORRELATES OF DELAYED INITIATION OF TREATMENT AFTER CONFIRMED DIAGNOSIS UNDER RNTCP: A CROSS SECTIONAL STUDY IN AHMEDABAD MUNICIPAL CORPORATION, INDIA Original Article CORRELATES OF DELAYED INITIATION OF TREATMENT AFTER CONFIRMED DIAGNOSIS UNDER RNTCP: A CROSS SECTIONAL STUDY IN AHMEDABAD MUNICIPAL CORPORATION, INDIA Financial Support: None declared

More information

Predictors of Injury Severity for Inpatient Falls in Taiwan: A Retrospective Study

Predictors of Injury Severity for Inpatient Falls in Taiwan: A Retrospective Study Predictors of Injury Severity for Inpatient Falls in Taiwan: A Retrospective Study Ching-Mei Chang 1*, Cheng-Fan Wen 2, Hsien-Feng Lin 3 1 Department of Nursing, Tungs Taichung Metro Harbor Hospital, Taiwan

More information

Relationship between Demographic Factors, Stage of Disease and Adherence among HIV/AIDS Patients Receiving Highly Active Antiretroviral Therapy

Relationship between Demographic Factors, Stage of Disease and Adherence among HIV/AIDS Patients Receiving Highly Active Antiretroviral Therapy Relationship between Demographic Factors, Stage of Disease and Adherence among HIV/AIDS Patients Receiving Highly Active Antiretroviral Therapy Chongthawonsatid S, Ruansawang P, Prasithsirikul W, et al

More information

Fall risk among urban community older persons

Fall risk among urban community older persons Fall risk among urban community older persons Mary Joan Therese Valera University of the Philippines Manila College of Nursing. Corresponding author: maryjoantheresevalera@yahoo.com Abstract. The elderly

More information

CURRICULUM VITAE. Employment Experience Distinguished Professor, Department of Pubic Finance, National Cheng-Chi University

CURRICULUM VITAE. Employment Experience Distinguished Professor, Department of Pubic Finance, National Cheng-Chi University May 2013 CURRICULUM VITAE Name Address Telephone and Email Hsien-Ming Lien Department of Public Finance National Cheng-Chi University 64, Zhi-Nan Road, Sec. 2 Wenshan, Taipei 11623, Taiwan 886-2-9378870;

More information

WELCOME! Lecture 11 Thommy Perlinger

WELCOME! Lecture 11 Thommy Perlinger Quantitative Methods II WELCOME! Lecture 11 Thommy Perlinger Regression based on violated assumptions If any of the assumptions are violated, potential inaccuracies may be present in the estimated regression

More information

Strategies for data analysis: case-control studies

Strategies for data analysis: case-control studies Strategies for data analysis: case-control studies Gilda Piaggio UNDP/UNFPA/WHO/World Bank Special Programme of Research, Development and Research Training in Human Reproduction World Health Organization

More information

address: (K. R. Lebeta), (Z. Argaw), (B. W. Birhane)

address: (K. R. Lebeta), (Z. Argaw), (B. W. Birhane) American Journal of Health Research 2017; 5(2): 38-43 http://www.sciencepublishinggroup.com/j/ajhr doi: 10.11648/j.ajhr.20170502.13 ISSN: 2330-8788 (Print); ISSN: 2330-8796 (Online) Prevalence of Diabetic

More information

Epidemiology of Asthma. In the Western Michigan Counties of. Kent, Montcalm, Muskegon, Newaygo, and Ottawa

Epidemiology of Asthma. In the Western Michigan Counties of. Kent, Montcalm, Muskegon, Newaygo, and Ottawa Epidemiology of Asthma In the Western Michigan Counties of Kent, Montcalm, Muskegon, Newaygo, and Ottawa Elizabeth Wasilevich, MPH Asthma Epidemiologist Bureau of Epidemiology Michigan Department of Community

More information

Evolution of the Hospital Capacity for SARS in Taipei

Evolution of the Hospital Capacity for SARS in Taipei HRC for SARS 26 Evolution of the Hospital Capacity for SARS in Taipei Tzong-Luen Wang, MD, PhD; Kuo-Chih Chen, MD; I-Yin Lin, MD; Chien-Chih Chen, MD; Chun-Chieh Chao, MD; Hang Chang, MD, PhD Abstract

More information

Experiences of occupational violence in Australian urban general practice: a cross-sectional study of GPs

Experiences of occupational violence in Australian urban general practice: a cross-sectional study of GPs Experiences of occupational violence in Australian urban general practice: a cross-sectional study of GPs Parker J Magin, Jon Adams, David W Sibbritt, Elyssa Joy and Malcolm C Ireland Workplace violence

More information

LUCAS COUNTY TASC, INC. OUTCOME ANALYSIS

LUCAS COUNTY TASC, INC. OUTCOME ANALYSIS LUCAS COUNTY TASC, INC. OUTCOME ANALYSIS Research and Report Completed on 8/13/02 by Dr. Lois Ventura -1- Introduction -2- Toledo/Lucas County TASC The mission of Toledo/Lucas County Treatment Alternatives

More information

Infertility services reported by men in the United States: national survey data

Infertility services reported by men in the United States: national survey data MALE FACTOR Infertility services reported by men in the United States: national survey data John E. Anderson, Ph.D., Sherry L. Farr, Ph.D., M.S.P.H., Denise J. Jamieson, M.D., M.P.H., Lee Warner, Ph.D.,

More information

Department of Preventive Medicine and Public Health 3 University of Kansas School of Medicine-Kansas City

Department of Preventive Medicine and Public Health 3 University of Kansas School of Medicine-Kansas City Prevalence and Predictors of Social Support Utilization among Cancer Patients Undergoing Treatment John Hunninghake, M.D. 1, Fanglong Dong, Ph.D. 2, Robert B. Hines, Ph.D. 2, Elizabeth Ablah, Ph.D. 2,

More information

weight perception, weight reduction, telephone interview 183 (16.8 ) 411 (37.7 ) (40.9 ) (31.8 ) (30.4 ) 8.5 ( 2001; 11: )

weight perception, weight reduction, telephone interview 183 (16.8 ) 411 (37.7 ) (40.9 ) (31.8 ) (30.4 ) 8.5 ( 2001; 11: ) 1 2 2 2 2 2 weight perception, weight reduction, telephone interview 90 12 22 23 20 49 1091 ( 78.3 ) 554 (50.8 ) 537 (49.2 ) 1091 183 (16.8 ) 50 133 101 (9.3 ) 31 70 411 (37.7 ) 180 231 (40.9 ) (31.8 )

More information

PSYCHOMETRIC ASSESSMENT OF THE CHINESE LANGUAGE VERSION OF THE ST. GEORGE S RESPIRATORY QUESTIONNAIRE IN TAIWANESE PATIENTS WITH BRONCHIAL ASTHMA

PSYCHOMETRIC ASSESSMENT OF THE CHINESE LANGUAGE VERSION OF THE ST. GEORGE S RESPIRATORY QUESTIONNAIRE IN TAIWANESE PATIENTS WITH BRONCHIAL ASTHMA St. George's Respiratory Questionnaire PSYCHOMETRIC ASSESSMENT OF THE CHINESE LANGUAGE VERSION OF THE ST. GEORGE S RESPIRATORY QUESTIONNAIRE IN TAIWANESE PATIENTS WITH BRONCHIAL ASTHMA Kwua-Yun Wang, Chi-Hue

More information

Analysis of Long-stay Patients in the Hospice Palliative Ward of a Medical Center

Analysis of Long-stay Patients in the Hospice Palliative Ward of a Medical Center ORIGINAL ARTICLE Analysis of Long-stay Patients in the Hospice Palliative Ward of a Medical Center Ming-Hwai Lin, Pin-Yuan Wu, Tzeng-Ji Chen*, Shinn-Jang Hwang Department of Family Medicine, Taipei Veterans

More information

HealthStats HIDI JUNE 2014 MEN S HEALTH MONTH

HealthStats HIDI JUNE 2014 MEN S HEALTH MONTH HIDI HealthStats Statistics and Analysis From the Hospital Industry Data Institute According to the Centers for Disease Control and Prevention, the top four causes of death in the United States are heart

More information

Biostats Final Project Fall 2002 Dr. Chang Claire Pothier, Michael O'Connor, Carrie Longano, Jodi Zimmerman - CSU

Biostats Final Project Fall 2002 Dr. Chang Claire Pothier, Michael O'Connor, Carrie Longano, Jodi Zimmerman - CSU Biostats Final Project Fall 2002 Dr. Chang Claire Pothier, Michael O'Connor, Carrie Longano, Jodi Zimmerman - CSU Prevalence and Probability of Diabetes in Patients Referred for Stress Testing in Northeast

More information

Alcohol Consumption and Mortality Risks in the U.S. Brian Rostron, Ph.D. Savet Hong, MPH

Alcohol Consumption and Mortality Risks in the U.S. Brian Rostron, Ph.D. Savet Hong, MPH Alcohol Consumption and Mortality Risks in the U.S. Brian Rostron, Ph.D. Savet Hong, MPH 1 ABSTRACT This study presents relative mortality risks by alcohol consumption level for the U.S. population, using

More information

Aalborg Universitet. Statistical analysis plan Riis, Allan; Karran, E. L. ; Jørgensen, Anette; Holst, S.; Rolving, N. Publication date: 2017

Aalborg Universitet. Statistical analysis plan Riis, Allan; Karran, E. L. ; Jørgensen, Anette; Holst, S.; Rolving, N. Publication date: 2017 Aalborg Universitet Statistical analysis plan Riis, Allan; Karran, E. L. ; Jørgensen, Anette; Holst, S.; Rolving, N. Publication date: 2017 Document Version Publisher's PDF, also known as Version of record

More information

THE ANALYSES TO DETERMINE THE RELATIONSHIP BETWEEN SLEEPING PROBLEMS AND THE HEALTH OUTCOMES OF THE ELDER PEOPLE

THE ANALYSES TO DETERMINE THE RELATIONSHIP BETWEEN SLEEPING PROBLEMS AND THE HEALTH OUTCOMES OF THE ELDER PEOPLE THE ANALYSES TO DETERMINE THE RELATIONSHIP BETWEEN SLEEPING PROBLEMS AND THE HEALTH OUTCOMES OF THE ELDER PEOPLE A study submitted in partial fulfillment of the requirements for the degree of Master of

More information

Factors Affecting Use of Insulin Pens by Patients with Type 2 Diabetes

Factors Affecting Use of Insulin Pens by Patients with Type 2 Diabetes Diabetes Care Publish Ahead of Print, published online November 26, 2007 Factors Affecting Use of Insulin Pens by Patients with Type 2 Diabetes Richard R. Rubin, PhD 1,2 Mark Peyrot, PhD 1,3 1= Department

More information

I. Survey Methodology

I. Survey Methodology I. Survey Methodology The Elon University Poll is conducted using a stratified random sample of households with telephones in the population of interest in this case, citizens in North Carolina. The sample

More information

Types of data and how they can be analysed

Types of data and how they can be analysed 1. Types of data British Standards Institution Study Day Types of data and how they can be analysed Martin Bland Prof. of Health Statistics University of York http://martinbland.co.uk In this lecture we

More information

Results from the South Dakota Health Survey. Presented by: John McConnell, Bill Wright, Donald Warne, Melinda Davis & Norwood Knight Richardson

Results from the South Dakota Health Survey. Presented by: John McConnell, Bill Wright, Donald Warne, Melinda Davis & Norwood Knight Richardson Results from the South Dakota Health Survey Presented by: John McConnell, Bill Wright, Donald Warne, Melinda Davis & Norwood Knight Richardson May 2015 Overview Why the interest in South Dakota? Survey

More information

Detroit: The Current Status of the Asthma Burden

Detroit: The Current Status of the Asthma Burden Detroit: The Current Status of the Asthma Burden Peter DeGuire, Binxin Cao, Lauren Wisnieski, Doug Strane, Robert Wahl, Sarah Lyon Callo, Erika Garcia, Michigan Department of Health and Human Services

More information

Appendix Identification of Study Cohorts

Appendix Identification of Study Cohorts Appendix Identification of Study Cohorts Because the models were run with the 2010 SAS Packs from Centers for Medicare and Medicaid Services (CMS)/Yale, the eligibility criteria described in "2010 Measures

More information

Hypothermia and Other Cold-Related Morbidity Emergency Department Visits: United States,

Hypothermia and Other Cold-Related Morbidity Emergency Department Visits: United States, Wilderness and Environmental Medicine, 19, 233 237 (2008) ORIGINAL RESEARCH Hypothermia and Other Cold-Related Morbidity Emergency Department Visits: United States, 1995 2004 Eduardo Azziz Baumgartner,

More information

Part 8 Logistic Regression

Part 8 Logistic Regression 1 Quantitative Methods for Health Research A Practical Interactive Guide to Epidemiology and Statistics Practical Course in Quantitative Data Handling SPSS (Statistical Package for the Social Sciences)

More information

LOGISTIC PROPENSITY MODELS TO ADJUST FOR NONRESPONSE IN PHYSICIAN SURVEYS

LOGISTIC PROPENSITY MODELS TO ADJUST FOR NONRESPONSE IN PHYSICIAN SURVEYS LOGISTIC PROPENSITY MODELS TO ADJUST FOR NONRESPONSE IN PHYSICIAN SURVEYS Nuria Diaz-Tena, Frank Potter, Michael Sinclair and Stephen Williams Mathematica Policy Research, Inc., Princeton, New Jersey 08543-2393

More information

An APA Report: Executive Summary of The Behavioral Health Care Needs of Rural Women

An APA Report: Executive Summary of The Behavioral Health Care Needs of Rural Women 1 Executive Summary Of The Behavioral Health Care Needs of Rural Women The Report Of The Rural Women s Work Group and the Committee on Rural Health Of the American Psychological Association Full Report

More information

Expectations Of Patients Using Mental Health Services

Expectations Of Patients Using Mental Health Services IOSR Journal of Dental and Medical Sciences (IOSR-JDMS) e-issn: 2279-0853, p-issn: 2279-0861.Volume 16, Issue 8 Ver. I (Aug. 2017), PP 33-37 www.iosrjournals.org Expectations Of Patients Using Mental Health

More information

Heidi Mochari-Greenberger, Ph.D., M.P.H., 1 Thomas Mills, M.S., 2 Susan L. Simpson, Ph.D., 2 and Lori Mosca, M.D., M.P.H., Ph.D. 1

Heidi Mochari-Greenberger, Ph.D., M.P.H., 1 Thomas Mills, M.S., 2 Susan L. Simpson, Ph.D., 2 and Lori Mosca, M.D., M.P.H., Ph.D. 1 JOURNAL OF WOMEN S HEALTH Volume 19, Number 7, 2010 ª Mary Ann Liebert, Inc. DOI: 10.1089=jwh.2009.1749 Original Article Knowledge, Preventive Action, and Barriers to Cardiovascular Disease Prevention

More information

JAMA, January 11, 2012 Vol 307, No. 2

JAMA, January 11, 2012 Vol 307, No. 2 JAMA, January 11, 2012 Vol 307, No. 2 Dementia is associated with increased rates and often poorer outcomes of hospitalization Worsening cognitive status Adequate chronic disease management is more difficult

More information

BIOSTATISTICAL METHODS

BIOSTATISTICAL METHODS BIOSTATISTICAL METHODS FOR TRANSLATIONAL & CLINICAL RESEARCH PROPENSITY SCORE Confounding Definition: A situation in which the effect or association between an exposure (a predictor or risk factor) and

More information

Using Soft Refusal Status in the Cell-Phone Nonresponse Adjustment in the National Immunization Survey

Using Soft Refusal Status in the Cell-Phone Nonresponse Adjustment in the National Immunization Survey Using Soft Refusal Status in the Cell-Phone Nonresponse Adjustment in the National Immunization Survey Wei Zeng 1, David Yankey 2 Nadarajasundaram Ganesh 1, Vicki Pineau 1, Phil Smith 2 1 NORC at the University

More information

Oral Health in Children in Iowa

Oral Health in Children in Iowa December 2012 Oral Health in Children in Iowa An Overview From the 2010 Iowa Child and Family Household Health Survey Peter C. Damiano Director Jean C. Willard Senior Research Assistant Ki H. Park Graduate

More information

Predictors of Smoking and Quitting Behaviours Among Malaysian Adult Smokers

Predictors of Smoking and Quitting Behaviours Among Malaysian Adult Smokers Predictors of Smoking and Quitting Behaviours Among Malaysian Adult Smokers Adilah M.A, Fathelrahman A., Sawsan K., Maizurah O., Halilol R., Asdariah M., & Rahmat A. Clearinghouse for Tobacco Control,

More information

Unmet supportive care needs in Asian women with breast cancer. Richard Fielding Division of Behavioural Sciences School of Pubic Health, HKU

Unmet supportive care needs in Asian women with breast cancer. Richard Fielding Division of Behavioural Sciences School of Pubic Health, HKU Unmet supportive care needs in Asian women with breast cancer Richard Fielding Division of Behavioural Sciences School of Pubic Health, HKU Service Access and affordability Remoteness Insurance coverage

More information

Citation for published version (APA): Lammers-van der Holst, H. M. (2016). Individual differences in shift work tolerance

Citation for published version (APA): Lammers-van der Holst, H. M. (2016). Individual differences in shift work tolerance UvA-DARE (Digital Academic Repository) Individual differences in shift work tolerance Lammers-van der Holst, H.M. Link to publication Citation for published version (APA): Lammers-van der Holst, H. M.

More information

11/1/2013. Depression affects approximately 350 million people worldwide, and is the leading cause of disability globally (WHO, 2012)

11/1/2013. Depression affects approximately 350 million people worldwide, and is the leading cause of disability globally (WHO, 2012) Depression affects approximately 350 million people worldwide, and is the leading cause of disability globally (WHO, 2012) College of Arts & Sciences Department of Sociology State University Of New York

More information

Calling Acute Bronchitis a Chest Cold May Improve Patient Satisfaction with Appropriate Antibiotic Use

Calling Acute Bronchitis a Chest Cold May Improve Patient Satisfaction with Appropriate Antibiotic Use Calling Acute Bronchitis a Chest Cold May Improve Patient Satisfaction with Appropriate Antibiotic Use T. Grant Phillips, MD, and John Hickner, MD, MS Background: Overuse of antibiotics for acute respiratory

More information

Risk of pneumonia among patients with splenectomy: a retrospective populationbased

Risk of pneumonia among patients with splenectomy: a retrospective populationbased Risk of pneumonia among patients with splenectomy: a retrospective populationbased cohort study Shih-Wei Lai, a,b Cheng-Li Lin, a,c Kuan-Fu Liao d,e From the a College of Medicine, China Medical University,

More information

REACH VET and the Possible Impact on Integrated Healthcare

REACH VET and the Possible Impact on Integrated Healthcare REACH VET and the Possible Impact on Integrated Healthcare Dr. Kaily Cannizzaro Rocky Mountain MIRECC for Suicide Prevention U.S. Department of Veterans Affairs REACH VET Based on the finding that, although

More information

By understanding and using data and statistics, you will become well informed about the state of health in the county and learn the most recent health information and activities pertinent to your specific

More information

Age of Drinking Onset, Driving After Drinking, and Involvement in Alcohol Related Motor Vehicle Crashes

Age of Drinking Onset, Driving After Drinking, and Involvement in Alcohol Related Motor Vehicle Crashes Title: Age of Drinking Onset, Driving After Drinking, and Involvement in Alcohol Related Motor Vehicle Crashes Author(s): Affiliation: Hingson, R., Heeren, T., Levenson, S., Jamanka, A., Voas, R. Boston

More information

Asthma: Evaluate and Improve Your Practice

Asthma: Evaluate and Improve Your Practice Potential Barriers and Suggested Ideas for Change Key Activity: Initial assessment and management Rationale: The history and physical examination obtained from the patient and family interviews form the

More information

Active Lifestyle, Health, and Perceived Well-being

Active Lifestyle, Health, and Perceived Well-being Active Lifestyle, Health, and Perceived Well-being Prior studies have documented that physical activity leads to improved health and well-being through two main pathways: 1) improved cardiovascular function

More information

Abstract. Keywords Veteran; Mental health; Activity limitations; Health conditions; Physical health; Comorbidities; Gender

Abstract. Keywords Veteran; Mental health; Activity limitations; Health conditions; Physical health; Comorbidities; Gender Research imedpub Journals http://www.imedpub.com/ Journal of Preventive Medicine DOI: 10.21767/2572-5483.100020 Assessing the Relationship between Current Mental Health, Health Conditions, and Activity

More information

Epidemiology of Asthma. In Wayne County, Michigan

Epidemiology of Asthma. In Wayne County, Michigan Epidemiology of Asthma In Wayne County, Michigan Elizabeth Wasilevich, MPH Asthma Epidemiologist Bureau of Epidemiology Michigan Department of Community Health 517.335.8164 Publication Date: August 2005

More information

The Egyptian Journal of Hospital Medicine (Jan. 2017) Vol. 66, Page

The Egyptian Journal of Hospital Medicine (Jan. 2017) Vol. 66, Page The Egyptian Journal of Hospital Medicine (Jan. 2017) Vol. 66, Page 146-151 Assessment of Knowledge, Attitude and Practice toward Down Syndrome in Jeddah City, Saudi Arabia 2016 Yousef Ehab Jan, Murad

More information

The Harvard community has made this article openly available. Please share how this access benefits you. Your story matters

The Harvard community has made this article openly available. Please share how this access benefits you. Your story matters A Contemporary, Population-Based Analysis of the Incidence, Cost, Outcomes, and Preoperative Risk Prediction of Postoperative Delirium Following Major Urologic Cancer Surgeries The Harvard community has

More information

THE IOWA CONSORTIUM FOR SUBSTANCE ABUSE RESEARCH AND EVALUATION. Special Report: Opioid Admissions in Iowa August 2016

THE IOWA CONSORTIUM FOR SUBSTANCE ABUSE RESEARCH AND EVALUATION. Special Report: Opioid Admissions in Iowa August 2016 Special Report: State of Iowa Opioid Treatment Admissions 21-215 THE IOWA CONSORTIUM FOR SUBSTANCE ABUSE RESEARCH AND EVALUATION Special Report: Opioid Admissions in Iowa 21-215 August 216 With Funds Provided

More information

UNPLANNED HOSPITAL READMISSION AND ITS PREDICTORS IN PATIENTS WITH CHRONIC CONDITIONS

UNPLANNED HOSPITAL READMISSION AND ITS PREDICTORS IN PATIENTS WITH CHRONIC CONDITIONS Unplanned Hospital Readmission and Predictors UNPLANNED HOSPITAL READMISSION AND ITS PREDICTORS IN PATIENTS WITH CHRONIC CONDITIONS Yu-Tzu Dai, Shwu Chong Wu, 1 and Redhelm Weng 2 Background and Purpose:

More information