Length of Hospital Stay After Acute Myocardial Infarction in the Myocardial Infarction Triage and Intervention (MITI) Project Registry

Size: px
Start display at page:

Download "Length of Hospital Stay After Acute Myocardial Infarction in the Myocardial Infarction Triage and Intervention (MITI) Project Registry"

Transcription

1 JACC Vol. 28, No CLINICAL STUDIES MYOCARDIAL INFARCTION Length of Hosptal Stay After Acute Myocardal Infarcton n the Myocardal Infarcton Trage and Interventon (MITI) Project Regstry NATHAN R. EVERY, MD, MPH, JOHN SPERTUS, MD, MPH, STEPHAN D. FIHN, MD, MPH, MARK HLATKY, MD, FACC,* JENNY S. MARTIN, RN, W. DOUGLAS WEAVER, MD, FACC, FOR THE MITI INVESTIGATORS Seattle, Washngton and Stanford, Calforna Objectves. Ths study sought to dentfy current trends n length of stay n patents wth an acute myocardal nfarcton and to evaluate whch demographc, clncal, procedural and hosptalrelated factors explan the varaton and reducton n length of stay observed durng the study perod. Background. Hosptal length of stay s an mportant contrbuton to cost of care. Prevous studes of length of stay after acute myocardal nfarcton have been performed largely on admnstratve data bases and do not reflect current practce patterns. Methods. We used unvarate and multvarate models to evaluate whch demographc, clncal and admnstratve factors nfluenced length of stay n 11,932 patents wth acute myocardal nfarcton admtted to 19 Seattle-area hosptals between 1988 and Results. Length of hosptal stay decreased from (mean -+ SD) to days durng the study perod. Demographc and clncal characterstcs known at the tme of admsson explaned only 6% of varaton n length of stay, whereas hosptal complcatons, procedure use and type of admttng hosptal explaned an addtonal 27% of varaton. The use of prmary angoplasty and early dagnostc coronary angography predcted a shorter length of stay; however, none of the measured varables explaned the 29% reducton n length of stay that occurred between 1988 and Conclusons. Although hosptal complcatons, procedure use and hosptal characterstcs are mportant predctors of length of hosptal stay, none of these factors explans the 29% reducton n length of stay observed n postmyocardal nfarcton patents between 1988 and It s lkely that unmeasured economc and admnstratve factors play mportant roles n nfluencng hosptal length of stay. (J Am Col Carclol 1996;28:287-93) Durng the past three decades, hosptal length of stay has been the most mportant determnant of the total cost of care (1). In acute myocardal nfarcton, as n many medcal and surgcal condtons, the mean length of stay has been dramatcally reduced. The earlest clncal gudelnes recommended a 3-week length of stay to reduce the rsk of myocardal rupture (2). In the late 1970s, based partally on a seres of observatonal studes and controlled trals, mean length of stay was reduced to 7 to 10 days n low rsk patents (3-5). Most recently, length of hosptal stay has been further reduced to -<6 days n patents wth no complcatons (6). Ths most recent reducton n length of stay may be a result of changng From the Northwest Health Servces Research and Development Feld Program, Seattle Veterans Affars Medcal Center, Seattle, Washngton; *Departments of Health Research and Polcy and Medcne, Stanford Unversty, Stanford, Calforna; and the MITI Project, Dvson of Cardology, Unversty of Washngton, Seattle, Washngton. Ths study was supported by Grant R01 HL38454 from the Natonal Heart, Lung, and Blood Insttute, Natonal Insttutes of Health, Bethesda, Maryland and by Grant HS08362 from the Agency for Health Care Polcy and Research, Rockvlle, Maryland. Manuscrpt receved October 13, 1995; revsed manuscrpt receved March 26, 1996, accepted Aprl 2, Address for correspondence: Dr. Nathan R. Every, MITI Coordnatng Center, 1910 Farvew Avenue East, Seattle Washngton demographc or clncal characterstcs of patents or advances n the treatment of acute myocardal nfarcton, such as thrombolytc therapy (7) or prmary angoplasty (8). However, underlyng economc pressures may also nfluence practce styles ndependent of patent and treatment characterstcs. Prevous studes (9-14) have used large admnstratve data bases to show that age, gender and race as well as nsttutonal and nsurance-related factors nfluence length of stay. However, nearly all the studes on ths topc, have been lmted by lack of clncal detal or have examned older practce patterns predatng recent clncal and health care system changes. The Myocardal Infarcton Trage and Interventon (MITI) Project regstry, a communty-wde chart-based data base, was establshed n 1988 to study communty patterns of care for all Seattle-area patents wth an acute myocardal nfarcton. Ths regstry provdes mportant data about trends n patterns of care durng a perod of sgnfcant advances n the treatment of acute nfarcton. The purpose of the present study was to dentfy clncal and nonclncal factors that nfluence hosptal length of stay and to analyze whch factors were assocated wth any observed reducton n length of stay durng the 7-year observaton perod by the Amercan College of Cardology /96/$15.00

2 288 EVERY ET AL. JACC Vol. 28, No. 2 HOSPITAL STAY AFTER MYOCARDIAL INFARCTION Methods Patents. The subjects of the present study were 11,932 patents admtted wth an acute myocardal nfarcton to 1 of the 19 hosptals partcpatng n the MITI Project. Characterstcs of the regstry, data-gatherng procedures and relablty have been prevously descrbed (15). Brefly, the MITI project s a collaboratve effort to evaluate new treatment strateges for patents wth an acute myocardal nfarcton and ncludes a regstry of all patents admtted for suspected myocardal nfarcton n the Seattle metropoltan area. The regstry contans detaled data about all patents who had an acute myocardal nfarcton at dscharge or death, as confrmed by medcal records. For patents transferred to a dfferent nsttuton durng the ndex hosptal stay, charts were abstracted at the recevng faclty such that each patent had a contnuous care record. The study was approved by the Unversty of Washngton Human Subjects Revew Commttee. The present analyss ncluded consecutve patents admtted wth an acute myocardal nfarcton between January 1988 and Aprl Patents wth an acute nfarcton admtted after resusctaton from cardac arrest as well as those dagnosed wth an acute nfarcton after admsson for another condton (e.g., orthopedc surgery) were excluded from the analyss. Hosptals partcpatng n the MITI regstry nclude 2 unversty hosptals, 2 staff-model health mantenance organzaton (HMO) hosptals, 1 Veterans Affars (VA) hosptal and 14 communty hosptals that served predomnantly fee-for-servce patents (managed-care market share n these hosptals was -5% durng the majorty of the study perod). Durng most of the study perod, 11 (57%) of the partcpatng hosptals had on-ste catheterzaton laboratores, and 2 (10%) routnely performed prmary angoplasty n elgble patents. Data collected. Traned abstractors collected detaled data from patent records wthn 3 months after dscharge or death. Demographc varables ncluded age, gender and race (coded as whte or nonwhte). Prehosptal and emergency department varables ncluded type of transport to the hosptal (911 call or other), duraton of cardac symptoms before emergency department evaluaton, electrocardographc (ECG) locaton of the nfarcton, vtal sgns on admsson and new evdence of congestve heart falure. Informaton from the cardac hstory ncluded pror myocardal nfarcton, heart falure, angna, hypertenson, percutaneous coronary angoplasty or bypass surgery. Data on hosptal course ncluded the presence of cardogenc shock, nfarct extenson, recurrent chest pan, left ventrcular ejecton fracton for those who underwent ether contrast or nuclear ventrculography (44% of the populaton), use of thrombolytc therapy, cardac catheterzaton, coronary angoplasty or bypass surgery. Coronary angoplasty was defned as ether prmary, performed <6 h after admsson wthout the concomtant use of thrombolytc therapy, or salvage, all other angoplasty n the settng of acute nfarcton. Coronary angography was defned as early when the procedure was performed <24 h after admsson and was not n the settng of prmary angoplasty. Postdscharge readmsson data were obtaned by lnkng the MITI regstry to the Washngton State Comprehensve Hosptal Abstract Reportng system (CHARS). The CHARS data base ncludes hosptal perod data, vtal status and hosptal charge data for every hosptal admsson n the state of Washngton. Socoeconomc status data were obtaned by lnkng MITI regstry patent address to populaton-based geocodes. In ths methodology, patents n the MITI regstry are assgned mean and medan ncome and educatonal status on the bass of census data from the lnked geocode. Statstcal methods. Length of stay was calculated from the date of hosptal admsson to the date of dscharge, ncludng any hosptal transfers that occurred. Because length of stay was not normally dstrbuted, we used the natural logarthmc transformaton of length of stay as the dependent varable n ths model. Frst unvarate comparsons were made usng one-way analyss of varance to explore the nfluence of demographc, nsttutonal and clncal varables on length of stay (e.g., comparng length of stay n all female vs. male patents). To study trends and factors that ndependently nfluenced hosptal length of stay, we used a seres of lnear regresson models wth the natural logarthmc transformaton of length of stay as the dependent varable. Patents who ded n the hosptal were excluded from the prmary lnear regresson models. To evaluate possble bas from the excluson of these cases, a separate model was evaluated that ncluded patents who ded n the hosptal. Factors sgnfcantly assocated wth length of stay n unvarate comparsons (p < 0.05) entered stepwse as ndependent varables nto the model. Adjusted length of stay was calculated by multplyng the mean length of stay by the beta coeffcent. An ntal model ncluded only demographc, hstorcal and comorbdty varables avalable on admsson. The second model ncluded all varables n the frst model as well as hosptal complcatons, such as heart falure or stroke. The thrd model ncluded all prevous varables as well as process of care varables, such as the use of cardac procedures or admsson to an HMO hosptal. We adjusted for case severty usng clncal varables collected n the MITI data base, such as pror heart falure or myocardal nfarcton, and then, for comorbd condtons, usng a separate severty adjustment that summed a count of the number of secondary dscharge dagnoses (fve addtonal dscharge dagnoses were collected by abstractors). In ths method, patents wth multple comorbd condtons (e.g., dabetes or obstructve pulmonary dsease) would have a hgher comorbdty score. Ths method of severty adjustment has recently been evaluated and compared favorably wth other more complcated severty adjustment methods (16). To explore factors that may have nfluenced the observed reducton n length of stay between 1988 and 1994, a regresson model was used that ncluded all sgnfcant varables from the full model wth the addton of multple nteracton terms. Interacton terms ncluded cohort year wth the varable of nterest. For example, an nteracton term was added that ncluded cohort year and patent age to evaluate whether

3 JACC Vol. 28, No. 2 EVERY ET AL. 289 HOSPITAL STAY AFTER MYOCARDIAL INFARCTION t Hosptal Number Fgure 1. Medan (thck hash marks), mean (thn hash marks) and 25th and 75th percentles (vertcal bars) for length of stay n the 19 partcpatng hosptals n the Myocardal Infarcton Trage and Interventon Project regstry. ncreasng patent age had a more mportant assocaton wth length of stay n 1988 than n Addtonal nteracton terms ncluded year wth gender, prevous cardac hstory, the use of coronary angography, angoplasty and bypass surgery as well as hosptal type. Results Baselne characterstcs. There were 11,932 patents admtted to the 19 hosptals partcpatng n the MITI regstry. They were predomnantly male (65.5%) and whte (88%), wth a mean age of 66.1 years. Overall, 57% of patents underwent coronary angography, 23% underwent coronary angoplasty (ths ncludes 7.3% who underwent prmary angoplasty), and 11.4% had bypass surgery durng the ntal hosptal perod. The mean (_+SD) length of stay was 7.45 _ 5.1 days (medan 7). Hosptal length of stay vared consderably between Seattle area hosptals (Fg. 1). Unvarate analyss. In the unvarate analyses, patent factors that were assocated wth a longer length of stay ncluded female gender, prevous myocardal nfarcton or heart falure; recurrent nfarcton after admsson, and heart falure or stroke durng the hosptal perod (Table 1). Wth each decade of lfe, there was an approxmate half-day ncrease n length of stay untl the seventh decade, where length of stay. remaned nearly constant. Length of stay was reduced 29%, from nearly 8.5 days n 1988 to 6.0 days n 1994 (Fg. 2). Comorbd condtons appeared to nfluence length of stay. Patents wth no secondary dscharge dagnoses had a mean length of stay of 5.2 days versus 5.6, 6.2 and 8.5 days for patents wth two, three and four secondary dscharge dagnoses, respectvely (p = ). Because bypass surgery had a strong assocaton wth length of stay, the remanng unvarate analyses were stratfed by the use of bypass surgery. Hosptal and treatment factors resultng n a longer length of stay ncluded the absence of on-ste angography at the admttng hosptal, the use of coronary angography and the use of bypass surgery (Table 2). Although the use of salvage angoplasty was assocated wth a longer length of stay, the use of prmary angoplasty was assocated Table 1. Unvarate Results: Mean and Medan Length of Stay, Patent Factors Length of Stay Wthout Wth Varable Varable Varable [mean (medan)] [mean (medan)] p Value Whte race 7.7 (6.0) 7.8 (7.0) 0.89 Female gender 8.1 (7.0) 7.5 (6.0) Pror nfarcton 7.8 (7.0) 7.4 (7.0) Pror heart falure 8.3 (7.0) 7.3 (7.0) Recurrent nfarcton at 10.2 (8.0) 7.7 (7.0) hosptal admsson CHF at hosptal admsson 9.6 (8.0) 6.9 (6.0) 0.04 Stroke at hosptal admsson 16.2 (13.0) 7.9 (7.0) CHF = congestve heart falure. wth a shorter length of stay. The type of admttng hosptal also had an effect on length of stay. Patents admtted to VA hosptals had a much longer stay (9.8 days); HMO and unversty hosptals ntermedate (8.4 days) and fee-for-servce hosptals the shortest (7.5 days) (Table 3). For each type of hosptal, there was a nearly equvalent relatve reducton n length of stay between 1988 and 1994: fee-for-servce (7.8 to 5.5 days), HMO (8.8 to 6 days), VA (9.4 to 7.9 days) and unversty hosptals (8.3 to 6.6 days). To test the hypothess that dagnostc and therapeutc procedure use (e.g., advances n technology) was assocated wth the 29% reducton n length of stay observed durng the study perod, the percent reducton n length of stay between 1988 and 1994 was calculated and compared n patents wth and wthout specfc procedures (Table 4). Overall, the reducton n length of stay n patents undergong cardac procedures was nearly dentcal to that n patents managed wthout cardac procedures. Multvarate analyss. To evaluate whch demographc, clncal and hosptal-related factors ndependently nfluenced length of stay, we constructed a seres of lnear regresson models. In the frst model, factors known at admsson (e.g., Fgure 2. Medan, mean and 25th and 75th percentles for length of stay by year of admsson. Between 1988 and 1994, there was a 2.5-day decrease n mean length of stay. Format as n Fgure lo 8 Length-of-Stay (Days) e 4 2 o Cohort Year 1988

4 JACC Vol. 28, No EVERY ET AL. HOSPITAL STAY AFTER MYOCARDIAL INFARCTION Table 2. Unvarate Results: Mean Length of Stay, Hosptal and Treatment Factors Length of Stay: All Patents Length of Stay: Patents Wthout CABG Wth Wthout p Wth Wthout p Varable Varable Varable Value Varable Varable Value On-ste angography Use of angography Use of PTCA Use of CABG Use of thrombolyss Prmary PTCA CABG = coronary artery bypass graft surgery; PTCA = percutaneous translumnal coronary angoplasty. demographcs, patent hstory, presentng sgns and symptoms and comorbdty) were entered. Demographc factors that predcted a longer adjusted length of stay ncluded ncreasng age (0.6 day ncrease for each decade) (Fg. 3). Nether nonwhte race nor female gender was sgnfcantly assocated wth length of stay n ths lmted model. Clncal characterstcs that predcted a longer length of stay ncluded a hstory of heart falure (mean 7.5 days, 95% confdence nterval [CI] 7.3 to 7.9, vs. mean 7.0 days), angna (7.3 days, 95% CI 7.2 to 7.5) or hypertenson (7.3 days, 95% CI 7.2 to 7.5). Each addtonal comorbd dagnoss resulted n a 0.7-day (95% CI 0.6 to 1.0) ncrease n length of stay (p ). Nether hstores of myocardal nfarcton nor bypass surgery were predctve of a longer length of stay. Patents wth admsson systolc blood pressure <90 mm Hg (7.7 days, 95% CI 7.1 to 8.6), as well as patents wth ether anteror or multple nfarct locatons, had a longer length of stay (7.7 days, 95% CI 7.5 to 8.2, and 7.6 days 95% CI 7.5 to 7.8, respectvely), whereas admsson heart rate >90 beats/ran was not assocated wth length of stay. The only factor that predcted a shorter length of stay was a hstory of angoplasty (6.4 days, 95% CI = 6.1 to 6.8). In ths model, whch ncluded factors known at the tme of admsson, very lttle varaton n length of stay was predcted (R 2 = 5.8%). In the next model, clncal events and complcatons that occurred durng the hosptal perod were added. In-hosptal complcatons, ncludng nfarct extenson (8.2 days, 95% CI 7.8 to 8.7) (Fg. 4), heart falure (9.0 days, 95% CI 8.8 to 9.2), recurrent chest pan (8.4 days, 95% CI 8.2 to 8.6), cardogenc shock (8.8 days, 95% CI 7.9 to 9.7) and stroke (13.5 days, 95% Table 3. Unvarate Results: Mean Length of Stay, Health Care Organzaton Length of Stay Patents All p Wthout p Hosptal Type Patents Value* CABG Value* Fee-for-servce Unversty HMO VA medcal center *p versus fee-for-servce cohort. CABG = coronary artery bypass graft surgery; HMO = health mantenance organzaton; VA = Veterans Affars. CI 12.1 to 14.7) were predctve of a longer length of stay. Ths entre model, ncludng all the demographc and hstorcal varables entered n the frst model, accounted for 14% of the varaton n length of stay. In the full model that ncluded hosptal and process of care varables (Fg. 5), the use of early dagnostc coronary angography (6.2 days, 95% CI 6.0 to 6.5), the use of prmary angoplasty (length of stay 6.8 days, 95% CI 6.5 to 7.1), the avalablty of on-ste angography (6.7 days, 95% CI 6.6 to 6.95) and later years of hosptal admsson (0.3-day decrease n length of stay/year, 95% CI 0.2 to 0.4) each ndependently predcted a shorter length of stay. The use of thrombolytc therapy (8.2 days, 95% CI 8.0 to 8.3), any coronary angography (8.2 days, 95% CI 8.1 to 8.4), salvage angoplasty (7.6 days, 95% CI 7.3 to 7.9), as well as bypass surgery (12.7 days, 95% CI 12.2 to 13.2) predcted a longer length of stay. Compared wth fee-for-servce hosptals, patents admtted to VA hosptals had a much longer adjusted length of stay (9.5 days, 95% CI 8.9 to 10.1), whereas length of stay at HMO and unversty facltes was ntermedate but stll sgnfcantly longer than the fee-for-servce system (7.8 days, 95% CI 7.5 to 8.1, and 7.5 days, 95% CI 7.2 to 7.8, respectvely) (Fg. 4). Ths fnal model, whch ncluded demographc, clncal and process of care varables, explaned 33% of the varaton n hosptal length of stay (R 2 = 0.33). There were no mportant dfferences n ths model when we ncluded patents who ded n the hosptal. To evaluate whch factors were assocated wth the 29% Table 4. Reducton n Length of Stay n Patents Wth and Wthout Procedures Between 1988 and 1994 Length of Stay (days) Percent Reducton Coronary angography No angography Early angography No early angography Prmary PTCA No prmary PTCA Thrombolyss No thrombolyss PTCA = percutaneous translumnal coronary angoplasty.

5 JACC Vol. 28, No. 2 EVERY ET AL. 291 HOSPITAL STAY AFTER MYOCARDIAL INFARCTION Pror PTCA Pror Angna Pror Hypertenson Increased Age (10 yrs) Pror Heart Falure Multple nfarct locaton Anteror Infarct SBP<90 Co-morbdty ] I q~ tl I I Adjusted length-of-stay Fgure 3. Multvarate adjusted length of stay wth 95% confdence ntervals (horzontal bars) for factors known at hosptal admsson. Factors assocated wth a longer length of stay are shown to the rght of the dashed lne, whch represents mean length of stay for all patents n the model. PTCA = percutaneous translumnal coronary angoplasty; SBP = systolc blood pressure (mm Hg). reducton n length of stay between 1988 and 1994, a seres of nteracton terms were entered nto the fnal regresson model. Each nteracton term ncluded the year of the cohort wth one of the varables of nterest. In ths model, none of the nteracton terms (year by age, gender, race, cardac hstory, clncal complcatons, comorbdty, procedure use or hosptal type) was sgnfcantly assocated wth length of stay. Thus, t s unlkely that any of the measured factors n the present study can explan the decrease n length of stay observed durng the study perod. Dscusson Length of hosptal stay s an mportant determnant of the cost of medcal care (1). For condtons that nearly always requre hosptal admsson, such as acute myocardal nfarcton, lmtng hosptal length of stay s an obvous component of cost contanment. Hosptal length of stay has been decreasng for nearly all medcal and surgcal condtons, and the treatment for acute myocardal nfarcton has been no excepton. Fgure 4. Multvarate adjusted length of stay wth 95% confdence ntervals (horzontal bars) for hosptal complcatons. Ths model also ncludes all factors known at hosptal admsson (not shown). Factors assocated wth a longer length of stay are shown to the rght of the dashed lne, whch represents mean length of stay for all patents n the model. Infarct extenson Recurrent Chest Pan Heart Falure@hosptal Cardogenc Shock Stroke@hosptal Adjusted length-of-stay (days) Early angograrn Prmary PTCA On-ste angography Salvage PTCA "hrombolytc Therapy Bypass Surgery HMO Hosptal Unversty Hosptal VA Hosptal 6 ~h 1t I Adjusted length-of-stay (days) Fgure 5. Multvarate adjusted length of stay wth 95% confdence ntervals (horzontal bars) for procedural and hosptal-related factors. Ths model also ncludes all factors from the prevous models (not shown). Factors assocated wth a longer length of stay are shown to the rght of the dashed lne, whch represents mean length of stay for all patents n the model. HMO = health mantenance organzaton; PTCA = percutaneous translumnal coronary angoplasty; VA = Veterans Affars. The reasons for ths reducton n length of stay are multfactoral. In acute myocardal nfarcton, clncal nnovatons such as reperfuson therapy (5,7) may have contrbuted to a reducton n length of stay; however, economc pressures to ncrease effcency and elmnate unnecessary care may also be mportant factors. Varaton n length of stay. In the present study, we used a large clncal data base that ncluded extensve demographc, clncal and nsttutonal data from nearly 12,000 patents wth an acute nfarcton to document trends n length of stay and to dentfy many of the factors that nfluence length of stay. Factors known at admsson explaned only 6% of the varaton n length of stay. Older age, a hstory of heart falure, angna or hypertenson as well as an ncreased number of comorbd condtons predcted a longer length of stay, whereas a hstory of myocardal nfarcton or bypass surgery were not assocated wth dfferences n length of stay. Infarct-related complcatons accounted for an addtonal 10% of varaton n length of stay, and factors that were assocated wth a longer length of stay ncluded recurrent myocardal nfarcton, heart falure or stroke durng the hosptal perod. Factors reflectng the process of care, such as the use of cardac procedures, were even more mportant n understandng length of stay n ths populaton and explaned an addtonal 17% of varaton. Patents who underwent salvage angoplasty or bypass surgery had a longer length of stay than those wthout these procedures. In contrast, the length of stay was -1 day shorter n patents who underwent early dagnostc coronary angography and -0.5 day shorter n those who underwent prmary angoplasty. Although prevous studes of ths populaton suggested that those patents admtted to hosptals wth on-ste angography facltes were more lkely to undergo angography (17), the present analyss showed that patents admtted to these hosptals had a length of stay that was one-thrd of a day shorter than patents admtted to hosptals wthout these facltes. We I

6 292 EVERY ET AL. JACC Vol. 28, No. 2 HOSPITAL STAY AFTER MYOCARDIAL INFARCTION suspect that ths fndng resulted from the requrement for hosptal transfer when procedures were requred n patents admtted to hosptals wthout catheterzaton facltes. Based solely on ths fndng, t s mpossble to determne whether ths shorter length of stay offsets hgher costs assocated wth the greater use of cardac procedures. The type of admttng hosptal also had a sgnfcant nfluence on length of stay. Patents admtted to the sngle VA medcal center ncluded n ths study had a length of stay that was nearly 3 days longer than patents admtted to fee-forservce hosptals despte the excluson of patents transferred to the VA medcal center from other out-of-regon VA hosptals. Patents admtted to staff model HMO or unversty hosptals had a >0.5-day longer length of stay than patents at the fee-for-servce hosptals. Although some have argued that unversty hosptals attract "scker" patents, the ncreased length of stay perssted after adjustment for both nfarctrelated complcatons and eomorbd condtons. Decrease n length of stay. Overall, the 29% reducton n length of stay observed durng the study perod was mpressve. Unfortunately, none of the measured varables could explan ths decrease. For example, nether changng demographcs nor patent clncal characterstcs were assocated wth the decrease. More surprsng, however, s that procedure utlzaton was not assocated wth the reducton n length of stay. That s, although patents undergong prmary angoplasty or early dagnostc catheterzaton had a shorter length of stay than those who dd not, the proportonate reducton n length of stay durng the study perod was not dfferent between these patents and those treated more conservatvely. Because none of the numerous measured varables could explan the observed reducton n length of stay, we tested several other nonclncal factors that mght help to explan the reducton: 1) To evaluate whether hgher readmsson rates explaned the results, we compared readmsson rates at 1 year between patents admtted n 1989 and 1993 and found hgher readmssons for the 1989 cohort. Thus, t s unlkely that earler patent dscharge wth a hgher rate of subsequent readmssons was assocated wth the decreased length of stay. 2) We found no substantal dfferences n educaton or adjusted ncome between the 1989 and 1993 cohorts. Thus, t s unlkely that changes n socoeconomc status were responsble for the decrease n length of stay. We also compared dscharge medcatons n the 1989 and 1993 cohorts and found that a sgnfcantly hgher proporton of patents n 1993 were dscharged wth ether asprn or beta-adrenergc blockng agents, or both. Ths may be a marker for mprovements n general medcal care durng the study perod that mght have nfluenced length of stay. In the fnal analyss, however, we must speculate that unmeasured varables, such as nsurance-related factors, hosptal admnstratve pressures or changes n physcan practce styles, were an mportant nfluence n the observed reducton n length of stay. Prevous studes. Prevous studes evaluatng a varety of condtons have dentfed several factors that help to explan varaton n length of stay. These nclude chronologc age, admsson dagnoss, surgery status (electve versus emergent), hosptal characterstcs (9), type of nsurance payment (10), physcan ratngs of severty of llness (11) as well as varous severty ndexes (13,14,18,19). The effect of teachng hosptals on length of stay has been controversal, wth one study showng a longer length of stay n teachng hosptals (12) and one a shorter length of stay (10,20). Several studes have been performed examnng length of stay n patents wth an acute myocardal nfarcton. Usng a 1987 admnstratve data set of 4,033 patents dagnosed wth an acute nfarcton, Young and Cohen (21) found that an ncreased length of stay was assocated wth advancng age, female gender, a larger number of chronc dseases and admsson to a teachng hosptal. In contrast to the present study, hosptals wth on-ste catheterzaton facltes were assocated wth an ncreased length of stay. However, ths analyss dd not adjust for the use of procedures resultng from the angogram, thereby underestmatng the potental mpact of a dagnostc angogram on length of stay. Other older analyses have assocated creatne knase soenzyme peak, presence of an anteror nfarcton and the use of ether predscharge stress testng or 24-h ambulatory montorng wth ncreased length of stay (22,23). In a study that s most comparable to the present analyss, Chert and Naylor (24) evaluated factors that predcted length of stay n 11,411 patents usng admnstratve data collected between 1990 and The mean length of stay was 9.9 days versus 7.4 days n the present Amercan study. Older age, female gender, nfarct-related complcatons and comorbdty were assocated wth a longer length of stay. Smlar to the present study, patents who underwent angography had a longer length of stay, and there was a trend toward a shorter length of stay n patents admtted to hosptals wth on-ste angography. However, only 12% of varaton n length of stay was explaned by the Canadan study compared wth 33% n the present analyss. Ths dfference llustrates the better predctve power of a clncal than an admnstratve data base. The present study has several other advantages over prevous work: 1) The MITI regstry s a more contemporary data base, reflectng the most recent changes n health care delvery; 2) we were able to examne the effects of the most recent advances n the management of myocardal nfarcton, such as the use of prmary angoplasty or thrombolytc therapy; and 3) none of the reported studes, to our knowledge, evaluated whether technologc advances n the treatment of acute nfarcton were assocated wth the profound decrease n length of stay that has been observed n patents wth acute nfarcton. Study lmtatons. There are mportant lmtatons to the present study: 1) Data were collected n only one cty; thus, these data must be nterpreted cautously n a settng wth dfferent practce styles or a rural settng. 2) We were also lmted by the presence of a sngle, large, staff-model HMO and a sngle VA medcal center. 3) Despte a major mprovement n understandng length of stay varaton n the management of myocardal nfarcton, nearly 67% of varaton remans unexplaned. 4) We were unable to explan the observed

7 JACC Vol. 28, No. 2 EVERY ET AL. 293 HOSPITAL STAY AFTER MYOCARDIAL INFARCTION decrease n length of stay. Clearly, there were unmeasured varables that may have contrbuted to our understandng of length of stay n ths settng. The addton of more detaled nsurance-related data, such as the use of economc or admnstratve ncentves or physcan proflng, as well as more detals about the ndvdual physcans such as age and educaton, mght have been an mportant addton to the measured varables. Conclusons. There has been a substantal decrease n the length of stay n postnfarcton patents n the Seattle area over the past 6 years. Although demographc characterstcs, past clncal hstory, procedure utlzaton, hosptal complcatons and hosptal characterstcs are mportant factors n explanng varaton n length of stay, none of the measured factors explans the reducton n length of stay observed durng the study perod. Future research should evaluate other nonclncal factors, such as admnstratve ncentves or the use of practce gudelnes, to better understand unque nfluences on hosptal length of stay. References 1. Lave JR, Lenhardt S. The cost and length of a hosptal stay. Inqury 1976;13: Groden BM, Allson A, Shaw GB. Management of myocardal nfarcton: the effect of early moblzaton. Scot Med J 1967;12: Hutter AM, Sdel VW, Shne KI, DeSancts RW. Early hosptal dscharge after myocardal nfarcton. N Engl J Med 1973;288: Abraham AS, Sever Y, Wensten M, Dollberg M, Menczel J. Value of early ambulaton n patents wth and wthout complcatons after acute myocardal nfarcton. N Engl J Med 1975;292: McNeer JF, Wagner GS, Gnsberg PE, et al. Hosptal dscharge one week after acute myocardal nfarcton. N Engl J Med 1978;298: Natonal Regstry of Myocardal Infarcton-2. Quarterly report: Washngton data. Aprl, 1995: Topol EJ, Burek K, O'Nell WW, et al. A randomzed controlled tral of hosptal dscharge three days after myocardal nfarcton n the era of repeffuson. N Engl J Med 1988;318: Grnes CL, Browne KF, Marco J, et al. A comparson of mmedate angoplasty wth thrombolytc therapy for acute myocardal nfarcton. N Engl J Med 1993;328: Knaus WA, Wagner DP, Zmmerman JE, Draper EA. Varaton n mortalty and length of stay n ntensve care unts. Ann Intern Med 1993;118: Lave JR, Frank RG. Effect of the structure of hosptal payment on length of stay. Health Ser Res 1990;25: Kelleher C. Relatonshp of physcan ratngs of severty of llness and dffculty of clncal management to length of stay. Health Serv Res 1993;27: Smmer TL, Nerenz DR, Rutt WM, et al. A randomzed controlled tral of an attendng staff servce n general nternal medcne. Med Care 1991;29 Suppl:ss Horn SD, Sharkey PD. Measurng severty of llness to predct patent resource use wthn DRGs. Inqury 1983;20: Iezzon LI, Ash AS, Cobb JL, Moskowtz MA. Admsson MedsGroups score and the cost of hosptalzatons. Med Care 1988;26: Weaver WD, Esenberg MS, Martn JS, et al. Myocardal Infarcton Trage and Interventon Project, phase I: patent characterstcs and feasblty of prehosptal ntaton of thrombolytc therapy. J Am Coll Cardol 1990;15: Melf C, Holleman E, Arthur D, Katz B. Selectng a patent characterstcs ndex for the predcton of medcal outcomes usng admnstratve clams data. J Cln Epdemol 1995;48: Every NR, Larson EB, Ehn SD, et al. The assocaton between on-ste cardac catheterzaton facltes and the use of coronary angography after acute myocardal nfarcton. N Engl J Med 1993;329: Sutclffe SA, Vncent P. Factors related to length of stay n lamnectomy patents. J Neurosurg Nuts 1985;17: Tartter PI. Determnants of post-operatve stay n patents wth colorectal cancer: mplcatons for dagnostc related groups. Ds Colon Rectum 1988;31: Udvarhely SI, Rosborough T, Lofgre RP, Lure N, Epsten AM. Teachng status and resource use for patents wth acute myocardal nfarcton: a new look at the ndrect costs of graduate medcal educaton. Am J Publc Health 1990;80: Young GJ, Cohen BB. The process and outcome of hosptal care for Medcad versus prvately nsured hosptal patents. Inqury 1992;29: Heller RF, Dobson AJ, Steele PL, et al. Length of hosptal stay after acute myocardal nfarcton. Aust NZ J Med 1990;20: Lee TH, Gottleb LK, Wetman kl, et al. Length of stay of patents wth uncomplcated acute myocardal nfarcton at three Boston hosptals. J Gen Intern Med 1988; Chen E, Naylor DC. Varaton n hosptal length of stay for acute myocardal nfarcton n Ontaro, Canada. Med Care 1994;32:

ST Segment Tracking for Rapid Determination of Patency of the Infarct-Related Artery in Acute Myocardial Infarction

ST Segment Tracking for Rapid Determination of Patency of the Infarct-Related Artery in Acute Myocardial Infarction JACC Vol. 26, No. 3 675 ST Segment Trackng for Rapd Determnaton of Patency of the nfarct-related Artery n Acute Myocardal nfarcton ALAND R. FERNANDEZ, MD, RAFAEL F. SEQUERA, MD, FRCP, FACC, SMON CHAKKO,

More information

Relevance of statistical techniques when using administrative health data: gender inequality in mortality from cardio-vascular disease

Relevance of statistical techniques when using administrative health data: gender inequality in mortality from cardio-vascular disease Relevance of statstcal technques when usng admnstratve health data: gender nequalty n mortalty from cardo-vascular dsease Julan Perelman Céu Mateus June 2010 Escola Naconal de Saúde Públca, Unversdade

More information

THIS IS AN OFFICIAL NH DHHS HEALTH ALERT

THIS IS AN OFFICIAL NH DHHS HEALTH ALERT THIS IS AN OFFICIAL NH DHHS HEALTH ALERT Dstrbuted by the NH Health Alert Network Health.Alert@dhhs.nh.gov August 26, 2016 1430 EDT (2:30 PM EDT) NH-HAN 20160826 Recommendatons for Accurate Dagnoss of

More information

Strategies for the Early Diagnosis of Acute Myocardial Infarction Using Biochemical Markers

Strategies for the Early Diagnosis of Acute Myocardial Infarction Using Biochemical Markers Clncal Chemstry / EARLY DIAGNOSIS OF ACUTE MYOCARDIAL INFARCTION USING IOCHEMICAL MARKERS Strateges for the Early Dagnoss of Acute Myocardal Infarcton Usng ochemcal Markers Martna Zannotto, Leopoldo Celegon,

More information

Economic crisis and follow-up of the conditions that define metabolic syndrome in a cohort of Catalonia,

Economic crisis and follow-up of the conditions that define metabolic syndrome in a cohort of Catalonia, Economc crss and follow-up of the condtons that defne metabolc syndrome n a cohort of Catalona, 2005-2012 Laa Maynou 1,2,3, Joan Gl 4, Gabrel Coll-de-Tuero 5,2, Ton Mora 6, Carme Saurna 1,2, Anton Scras

More information

NATIONAL QUALITY FORUM

NATIONAL QUALITY FORUM NATIONAL QUALITY FORUM NQF #1551 Measure Evaluaton 4.1 December 2009 Ths form contans the measure nformaton submtted by stewards. Blank felds ndcate no nformaton was provded. Attachments also may have

More information

Joint Modelling Approaches in diabetes research. Francisco Gude Clinical Epidemiology Unit, Hospital Clínico Universitario de Santiago

Joint Modelling Approaches in diabetes research. Francisco Gude Clinical Epidemiology Unit, Hospital Clínico Universitario de Santiago Jont Modellng Approaches n dabetes research Clncal Epdemology Unt, Hosptal Clínco Unverstaro de Santago Outlne 1 Dabetes 2 Our research 3 Some applcatons Dabetes melltus Is a serous lfe-long health condton

More information

THE IMPACT OF IMPLANTABLE CARDIOVERTER- DEFIBRILLATORS ON MORTALITY AMONG PATIENTS ON THE WAITING LIST FOR HEART TRANSPLANTATION

THE IMPACT OF IMPLANTABLE CARDIOVERTER- DEFIBRILLATORS ON MORTALITY AMONG PATIENTS ON THE WAITING LIST FOR HEART TRANSPLANTATION THE IMPACT OF IMPLANTABLE CARDIOVERTER- DEFIBRILLATORS ON MORTALITY AMONG PATIENTS ON THE WAITING LIST FOR HEART TRANSPLANTATION Implantable cardoverter-defbrllators were nvestgated for ther mpact on mortalty

More information

National Polyp Study data: evidence for regression of adenomas

National Polyp Study data: evidence for regression of adenomas 5 Natonal Polyp Study data: evdence for regresson of adenomas 78 Chapter 5 Abstract Objectves The data of the Natonal Polyp Study, a large longtudnal study on survellance of adenoma patents, s used for

More information

Survival Comparisons for Breast Conserving Surgery and Mastectomy Revisited: Community Experience and the Role of Radiation Therapy

Survival Comparisons for Breast Conserving Surgery and Mastectomy Revisited: Community Experience and the Role of Radiation Therapy Clncal Medcne & Research Volume 13, Number 2: 65-73 2015 Marshfeld Clnc Health System clnmedres.org Orgnal Research Survval Comparsons for Breast Conservng Surgery and Mastectomy Revsted: Communty Experence

More information

Deposited on: 8 May 2008 Glasgow eprints Service

Deposited on: 8 May 2008 Glasgow eprints Service Assenburg C. and Bravo-Vergel Y. and Palmer S. and Fenwck E. and de Belder M. and Abrams K.R. and Sculpher M. (2007) Assessng the effectveness of prmary angoplasty compared wth thrombolyss and ts relatonshp

More information

Concentration of teicoplanin in the serum of adults with end stage chronic renal failure undergoing treatment for infection

Concentration of teicoplanin in the serum of adults with end stage chronic renal failure undergoing treatment for infection Journal of Antmcrobal Chemotherapy (1996) 37, 117-121 Concentraton of tecoplann n the serum of adults wth end stage chronc renal falure undergong treatment for nfecton A. MercateUo'*, K. Jaber*, D. Hfflare-Buys*,

More information

Prediction of Total Pressure Drop in Stenotic Coronary Arteries with Their Geometric Parameters

Prediction of Total Pressure Drop in Stenotic Coronary Arteries with Their Geometric Parameters Tenth Internatonal Conference on Computatonal Flud Dynamcs (ICCFD10), Barcelona, Span, July 9-13, 2018 ICCFD10-227 Predcton of Total Pressure Drop n Stenotc Coronary Arteres wth Ther Geometrc Parameters

More information

KOUJI KAJINAMI, MD,*t HIROYASU SEKI, MD,t NOBORU TAKEKOSHI, MD,t HIROSHI MABUCHI, MD* Kanazawa, Japan

KOUJI KAJINAMI, MD,*t HIROYASU SEKI, MD,t NOBORU TAKEKOSHI, MD,t HIROSHI MABUCHI, MD* Kanazawa, Japan JACC Vol. 26, No. 5 209 November I, 995:209-2 Nonnvasve Predcton of Coronary Atheroscleross by Quantfcaton of Coronary Artery Calcfcaton Usng Electron Beam Computed Tomography: Comparson Wth Electrocardographc

More information

Leukemia in Polycythemia Vera. Relationship to Splenic Myeloid Metaplasia and Therapeutic Radiation Dose

Leukemia in Polycythemia Vera. Relationship to Splenic Myeloid Metaplasia and Therapeutic Radiation Dose Leukema n Polycythema Vera Relatonshp to Splenc Myelod Metaplasa and Therapeutc Radaton Dose JOHN H. LAWRENCE, M.D., D.SC, F.A.C.P., H. S. WINCHELL, M.D., PH.D., F.A.CP., and W. G. DONALD, M.D., F.A.C.P.

More information

SMALL AREA CLUSTERING OF CASES OF PNEUMOCOCCAL BACTEREMIA.

SMALL AREA CLUSTERING OF CASES OF PNEUMOCOCCAL BACTEREMIA. SMALL AREA CLUSTERING OF CASES OF PNEUMOCOCCAL BACTEREMIA. JP Metlay, MD, PhD T Smth, PhD N Kozum, PhD C Branas, PhD E Lautenbach, MD NO Fshman, MD PH Edelsten, MD Center for Health Equty Research and

More information

Copy Number Variation Methods and Data

Copy Number Variation Methods and Data Copy Number Varaton Methods and Data Copy number varaton (CNV) Reference Sequence ACCTGCAATGAT TAAGCCCGGG TTGCAACGTTAGGCA Populaton ACCTGCAATGAT TAAGCCCGGG TTGCAACGTTAGGCA ACCTGCAATGAT TTGCAACGTTAGGCA

More information

The impact of asthma self-management education programs on the health outcomes: A meta-analysis (systemic review) of randomized controlled trials

The impact of asthma self-management education programs on the health outcomes: A meta-analysis (systemic review) of randomized controlled trials Calforna State Unversty, San Bernardno CSUSB ScholarWorks Theses Dgtzaton Project John M. Pfau Lbrary 2003 The mpact of asthma self-management educaton programs on the health outcomes: A meta-analyss (systemc

More information

Recent Trends in U.S. Breast Cancer Incidence, Survival, and Mortality Rates

Recent Trends in U.S. Breast Cancer Incidence, Survival, and Mortality Rates Recent Trends n U.S. Breast Cancer Incdence, Survval, and Mortalty Rates Kenneth C. Chu, Robert E. Tarone, Larry G. Kessler, Lynn A. G. Res, Benjamn F. Hankey, Banj A. Mller, Brenda K. Edwards* Background:

More information

NBER WORKING PAPER SERIES PERSONALIZED MEDICINE WHEN PHYSICIANS INDUCE DEMAND. David H. Howard Jason Hockenberry Guy David

NBER WORKING PAPER SERIES PERSONALIZED MEDICINE WHEN PHYSICIANS INDUCE DEMAND. David H. Howard Jason Hockenberry Guy David NBER WORKING PAPER SERIES PERSONALIZED MEDICINE WHEN PHYSICIANS INDUCE DEMAND Davd H. Howard Jason Hockenberry Guy Davd Workng Paper 24054 http://www.nber.org/papers/w24054 NATIONAL BUREAU OF ECONOMIC

More information

NHS Outcomes Framework

NHS Outcomes Framework NHS Outcomes Framework Doman 1 Preventng people from dyng prematurely Indcator Specfcatons Verson: 1.21 Date: May 2018 Author: Clncal Indcators Team NHS Outcomes Framework: Doman 1 Preventng people from

More information

Kim M Iburg Joshua A Salomon Ajay Tandon Christopher JL Murray. Global Programme on Evidence for Health Policy Discussion Paper No.

Kim M Iburg Joshua A Salomon Ajay Tandon Christopher JL Murray. Global Programme on Evidence for Health Policy Discussion Paper No. Cross-populaton comparablty of self-reported and physcan-assessed moblty levels: Evdence from the Thrd Natonal Health and Nutrton Examnaton Survey Km M Iburg Joshua A Salomon Ajay Tandon Chrstopher JL

More information

Cancer morbidity in ulcerative colitis

Cancer morbidity in ulcerative colitis Gut, 982, 2, 49-497 Cancer morbdty n ulceratve colts P PRIOR, S N GYDE, J C ACARNEY, H HOPSON, J A H WAERHOUSE, and R N ALLAN rom the Gastroenterology Unt, General Hosptal, Brmngham, and Cancer Epdemology

More information

THE NATURAL HISTORY AND THE EFFECT OF PIVMECILLINAM IN LOWER URINARY TRACT INFECTION.

THE NATURAL HISTORY AND THE EFFECT OF PIVMECILLINAM IN LOWER URINARY TRACT INFECTION. MET9401 SE 10May 2000 Page 13 of 154 2 SYNOPSS MET9401 SE THE NATURAL HSTORY AND THE EFFECT OF PVMECLLNAM N LOWER URNARY TRACT NFECTON. L A study of the natural hstory and the treatment effect wth pvmecllnam

More information

DECREASING SYMPTOMS IN INTERSTITIAL CYSTITIS PATIENTS: PENTOSAN POLYSULFATE VS. SACRAL NEUROMODULATION. A Research Project by. Katy D.

DECREASING SYMPTOMS IN INTERSTITIAL CYSTITIS PATIENTS: PENTOSAN POLYSULFATE VS. SACRAL NEUROMODULATION. A Research Project by. Katy D. DECREASING SYMPTOMS IN INTERSTITIAL CYSTITIS PATIENTS: PENTOSAN POLYSULFATE VS. SACRAL NEUROMODULATION. A Research Project by Katy D. Prce Bachelor of General Studes, Unversty of Kansas, 2005 Submtted

More information

Modeling Multi Layer Feed-forward Neural. Network Model on the Influence of Hypertension. and Diabetes Mellitus on Family History of

Modeling Multi Layer Feed-forward Neural. Network Model on the Influence of Hypertension. and Diabetes Mellitus on Family History of Appled Mathematcal Scences, Vol. 7, 2013, no. 41, 2047-2053 HIKARI Ltd, www.m-hkar.com Modelng Mult Layer Feed-forward Neural Network Model on the Influence of Hypertenson and Dabetes Melltus on Famly

More information

310 Int'l Conf. Par. and Dist. Proc. Tech. and Appl. PDPTA'16

310 Int'l Conf. Par. and Dist. Proc. Tech. and Appl. PDPTA'16 310 Int'l Conf. Par. and Dst. Proc. Tech. and Appl. PDPTA'16 Akra Sasatan and Hrosh Ish Graduate School of Informaton and Telecommuncaton Engneerng, Toka Unversty, Mnato, Tokyo, Japan Abstract The end-to-end

More information

J. H. Rohrer, S. H. Baron, E. L. Hoffman, D. V. Swander

J. H. Rohrer, S. H. Baron, E. L. Hoffman, D. V. Swander 2?Hr a! A Report of Research on o ^^ -^~" r" THE STABILITY OF AUTOKINETIC JUDGMENTS J. H. Rohrer, S. H. Baron, E. L. Hoffman, D. V. Swander A techncal report made under ONR Contract Nonr-475(01) between

More information

A REVIEW OF DIABETES COST OF ILLNESS STUDIES

A REVIEW OF DIABETES COST OF ILLNESS STUDIES A REVIEW OF DIABETES COST OF ILLNESS STUDIES George Szava-Kovats 2, Jeffrey A. Johnson 1,2 Workng Paper 97-3 1 2 Faculty of Pharmacy and Pharmaceutcal Scences, Unversty of Alberta, Edmonton, Canada Insttute

More information

Statistical Analysis on Infectious Diseases in Dubai, UAE

Statistical Analysis on Infectious Diseases in Dubai, UAE Internatonal Journal of Preventve Medcne Research Vol. 1, No. 4, 015, pp. 60-66 http://www.ascence.org/journal/jpmr Statstcal Analyss on Infectous Dseases 1995-013 n Duba, UAE Khams F. G. 1, Hussan H.

More information

Using the Perpendicular Distance to the Nearest Fracture as a Proxy for Conventional Fracture Spacing Measures

Using the Perpendicular Distance to the Nearest Fracture as a Proxy for Conventional Fracture Spacing Measures Usng the Perpendcular Dstance to the Nearest Fracture as a Proxy for Conventonal Fracture Spacng Measures Erc B. Nven and Clayton V. Deutsch Dscrete fracture network smulaton ams to reproduce dstrbutons

More information

ARTICLE IN PRESS Neuropsychologia xxx (2010) xxx xxx

ARTICLE IN PRESS Neuropsychologia xxx (2010) xxx xxx Neuropsychologa xxx (200) xxx xxx Contents lsts avalable at ScenceDrect Neuropsychologa journal homepage: www.elsever.com/locate/neuropsychologa Storage and bndng of object features n vsual workng memory

More information

What Determines Attitude Improvements? Does Religiosity Help?

What Determines Attitude Improvements? Does Religiosity Help? Internatonal Journal of Busness and Socal Scence Vol. 4 No. 9; August 2013 What Determnes Atttude Improvements? Does Relgosty Help? Madhu S. Mohanty Calforna State Unversty-Los Angeles Los Angeles, 5151

More information

International Journal of Emerging Technologies in Computational and Applied Sciences (IJETCAS)

International Journal of Emerging Technologies in Computational and Applied Sciences (IJETCAS) Internatonal Assocaton of Scentfc Innovaton and Research (IASIR (An Assocaton Unfyng the Scences, Engneerng, and Appled Research Internatonal Journal of Emergng Technologes n Computatonal and Appled Scences

More information

Parameter Estimates of a Random Regression Test Day Model for First Three Lactation Somatic Cell Scores

Parameter Estimates of a Random Regression Test Day Model for First Three Lactation Somatic Cell Scores Parameter Estmates of a Random Regresson Test Day Model for Frst Three actaton Somatc Cell Scores Z. u, F. Renhardt and R. Reents Unted Datasystems for Anmal Producton (VIT), Hedeweg 1, D-27280 Verden,

More information

The Effect of Fish Farmers Association on Technical Efficiency: An Application of Propensity Score Matching Analysis

The Effect of Fish Farmers Association on Technical Efficiency: An Application of Propensity Score Matching Analysis The Effect of Fsh Farmers Assocaton on Techncal Effcency: An Applcaton of Propensty Score Matchng Analyss Onumah E. E, Esslfe F. L, and Asumng-Brempong, S 15 th July, 2016 Background and Motvaton Outlne

More information

RENAL FUNCTION AND ACE INHIBITORS IN RENAL ARTERY STENOSISA/adbon et al. 651

RENAL FUNCTION AND ACE INHIBITORS IN RENAL ARTERY STENOSISA/adbon et al. 651 Downloaded from http://ahajournals.org by on January, 209 RENAL FUNCTION AND INHIBITORS IN RENAL ARTERY STENOSISA/adbon et al. 65 Downloaded from http://ahajournals.org by on January, 209 Patents and Methods

More information

Sequential meta-analysis to determine whether or not to start another trial: the high frequency versus conventional mechanical ventilation example

Sequential meta-analysis to determine whether or not to start another trial: the high frequency versus conventional mechanical ventilation example . Sequental meta-analyss to determne whether or not to start another tral: the hgh frequency versus conventonal mechancal ventlaton example Sequental analyss shows value of new trals Casper W. Bollen,

More information

Association between cholesterol and cardiac parameters.

Association between cholesterol and cardiac parameters. Short communcaton http://www.alledacademes.org/cholesterol-and-heart-dsease/ Assocaton between cholesterol and cardac parameters. Rabndra Nath Das* Department of Statstcs, The Unversty of Burdwan, Burdwan,

More information

ALMALAUREA WORKING PAPERS no. 9

ALMALAUREA WORKING PAPERS no. 9 Snce 1994 Inter-Unversty Consortum Connectng Unverstes, the Labour Market and Professonals AlmaLaurea Workng Papers ISSN 2239-9453 ALMALAUREA WORKING PAPERS no. 9 September 211 Propensty Score Methods

More information

Incorrect Beliefs. Overconfidence. Types of Overconfidence. Outline. Overprecision 4/22/2015. Econ 1820: Behavioral Economics Mark Dean Spring 2015

Incorrect Beliefs. Overconfidence. Types of Overconfidence. Outline. Overprecision 4/22/2015. Econ 1820: Behavioral Economics Mark Dean Spring 2015 Incorrect Belefs Overconfdence Econ 1820: Behavoral Economcs Mark Dean Sprng 2015 In objectve EU we assumed that everyone agreed on what the probabltes of dfferent events were In subjectve expected utlty

More information

Normal variation in the length of the luteal phase of the menstrual cycle: identification of the short luteal phase

Normal variation in the length of the luteal phase of the menstrual cycle: identification of the short luteal phase Brtsh Journal of Obstetrcs and Gvnaecologjl July 1984, Vol. 9 1, pp. 685-689 Normal varaton n the length of the luteal phase of the menstrual cycle: dentfcaton of the short luteal phase ELIZABETH A. LENTON,

More information

Fitsum Zewdu, Junior Research Fellow. Working Paper No 3/ 2010

Fitsum Zewdu, Junior Research Fellow. Working Paper No 3/ 2010 SOCIOECONOMIC FACTORS OF EARLY CHILDHOOD MORTALITY IN ETHIOPIA: EVIDENCE FROM DEMOGRAPHIC AND HEALTH SURVEY Ftsum Zewdu, Junor Research Fellow Workng Paper No 3/ 2010 Ethopan Economcs Assocaton / Ethopan

More information

A comparison of statistical methods in interrupted time series analysis to estimate an intervention effect

A comparison of statistical methods in interrupted time series analysis to estimate an intervention effect Peer revew stream A comparson of statstcal methods n nterrupted tme seres analyss to estmate an nterventon effect a,b, J.J.J., Walter c, S., Grzebeta a, R. & Olver b, J. a Transport and Road Safety, Unversty

More information

WHO S ASSESSMENT OF HEALTH CARE INDUSTRY PERFORMANCE: RATING THE RANKINGS

WHO S ASSESSMENT OF HEALTH CARE INDUSTRY PERFORMANCE: RATING THE RANKINGS WHO S ASSESSMENT OF HEALTH CARE INDUSTRY PERFORMANCE: RATING THE RANKINGS ELLIOTT PARKER and JEANNE WENDEL * Department of Economcs, Unversty of Nevada, Reno, NV, USA SUMMARY Ths paper examnes the econometrc

More information

The effect of salvage therapy on survival in a longitudinal study with treatment by indication

The effect of salvage therapy on survival in a longitudinal study with treatment by indication Research Artcle Receved 28 October 2009, Accepted 8 June 2010 Publshed onlne 30 August 2010 n Wley Onlne Lbrary (wleyonlnelbrary.com) DOI: 10.1002/sm.4017 The effect of salvage therapy on survval n a longtudnal

More information

To assess the clinical presentation and acute management of patients with transient loss of consciousness (T-LOC) in the emergency department (ED).

To assess the clinical presentation and acute management of patients with transient loss of consciousness (T-LOC) in the emergency department (ED). Epdemologcal characterstcs and dagnostc approach n patents admtted to the emergency room for transent loss of conscousness: Group for Syncope Study n the Emergency Room (GESINUR) study Gonzalo Baron-Esquvas,

More information

Decreased Nailfold Capillary Density in Limited Scleroderma with Pulmonary Hypertension. and a longer disease duration. 3,4

Decreased Nailfold Capillary Density in Limited Scleroderma with Pulmonary Hypertension. and a longer disease duration. 3,4 j :1.1 4 1, t j f ASAN PACFC JOURNAL OF ALLERGY AND MMUNOLOGY (1998) 16: 81-86 Decreased Nalfold Capllary Densty n Lmted Scleroderma wth Pulmonary Hypertenson t r Yang Y. Ong, Tony Nkoloutsopoulos, Coln

More information

Non-parametric Survival Analysis for Breast Cancer Using nonmedical

Non-parametric Survival Analysis for Breast Cancer Using nonmedical IOSR Journal Of Humantes And Socal Scence (IOSR-JHSS) Volume 1, Issue 5, Ver. 1 (May. 16) PP -34 e-issn: 79-837, p-issn: 79-845. www.osrjournals.org Non-parametrc Survval Analyss for Breast Cancer Usng

More information

NBER WORKING PAPER SERIES THE IMPACT OF HEALTH INSURANCE EXPANSION ON PHYSICIAN TREATMENT CHOICE: MEDICARE PART D AND PHYSICIAN PRESCRIBING

NBER WORKING PAPER SERIES THE IMPACT OF HEALTH INSURANCE EXPANSION ON PHYSICIAN TREATMENT CHOICE: MEDICARE PART D AND PHYSICIAN PRESCRIBING NBER WORKING PAPER SERIES THE IMPACT OF HEALTH INSURANCE EXPANSION ON PHYSICIAN TREATMENT CHOICE: MEDICARE PART D AND PHYSICIAN PRESCRIBING Tanyan Hu Sandra L. Decker Shn-Y Chou Workng Paper 20708 http://www.nber.org/papers/w20708

More information

Intergenerational Use of and Attitudes Toward Food Labels in Louisiana

Intergenerational Use of and Attitudes Toward Food Labels in Louisiana Intergeneratonal Use of and Atttudes Toward Food Labels n Lousana Patrca E. McLean-Meynsse and Jock J. Summers esults from a random sample of,300 households n Lousana suggest that senors are the most frequent

More information

Estimation for Pavement Performance Curve based on Kyoto Model : A Case Study for Highway in the State of Sao Paulo

Estimation for Pavement Performance Curve based on Kyoto Model : A Case Study for Highway in the State of Sao Paulo Estmaton for Pavement Performance Curve based on Kyoto Model : A Case Study for Kazuya AOKI, PASCO CORPORATION, Yokohama, JAPAN, Emal : kakzo603@pasco.co.jp Octávo de Souza Campos, Publc Servces Regulatory

More information

Does reporting heterogeneity bias the measurement of health disparities?

Does reporting heterogeneity bias the measurement of health disparities? HEDG Workng Paper 06/03 Does reportng heterogenety bas the measurement of health dspartes? Teresa Bago d Uva Eddy Van Doorslaer Maarten Lndeboom Owen O Donnell Somnath Chatterj March 2006 ISSN 1751-1976

More information

Importance of Atrial Compliance in Cardiac Performance

Importance of Atrial Compliance in Cardiac Performance Importance of Atral Complance n Cardac Performance By Hroyuk Suga ABSTRACT Effects of changes n atral complance on cardac performance were analyzed usng a crculatory analog model. The atrum was assumed

More information

Effect of Acute-Phase Retinopathy of Prematurity on Grating Acuity Development in the Very Low Birth Weight Infant

Effect of Acute-Phase Retinopathy of Prematurity on Grating Acuity Development in the Very Low Birth Weight Infant Effect of Acute-Phase Retnopathy of Prematurty on Gratng Acuty Development n the Very Low Brth Weght Infant Velma Dobson* Graham E. Qurng C. Gal Summers,X Rchard A. Saunders,\ Dale L. Phelps,\\ Betty Tung,^

More information

The Limits of Individual Identification from Sample Allele Frequencies: Theory and Statistical Analysis

The Limits of Individual Identification from Sample Allele Frequencies: Theory and Statistical Analysis The Lmts of Indvdual Identfcaton from Sample Allele Frequences: Theory and Statstcal Analyss Peter M. Vsscher 1 *, Wllam G. Hll 2 1 Queensland Insttute of Medcal Research, Brsbane, Australa, 2 Insttute

More information

Appendix F: The Grant Impact for SBIR Mills

Appendix F: The Grant Impact for SBIR Mills Appendx F: The Grant Impact for SBIR Mlls Asmallsubsetofthefrmsnmydataapplymorethanonce.Ofthe7,436applcant frms, 71% appled only once, and a further 14% appled twce. Wthn my data, seven companes each submtted

More information

THE ASSOCIATION OF PNEUMOCOCCI, HEMOPHILUS INFLUENZAE, AND STREPTOCOCCUS HEMOLYTICUS WITH CORYZA, PHARYNGITIS, AND SINUSITIS

THE ASSOCIATION OF PNEUMOCOCCI, HEMOPHILUS INFLUENZAE, AND STREPTOCOCCUS HEMOLYTICUS WITH CORYZA, PHARYNGITIS, AND SINUSITIS THE ASSOCIATION OF PNEUMOCOCCI, HEMOPHILUS INFLUENZAE, AND STREPTOCOCCUS HEMOLYTICUS WITH CORYZA, PHARYNGITIS, AND SINUSITIS IN MAN B~ L. T. WEBSTER, M.D., AND A. D. CLOW (From the Laboratores of The Rockefeller

More information

DS May 31,2012 Commissioner, Development. Services Department SPA June 7,2012

DS May 31,2012 Commissioner, Development. Services Department SPA June 7,2012 . h,oshawa o Report To: From: Subject: Development Servces Commttee Item: Date of Report: DS-12-189 May 31,2012 Commssoner, Development Fle: Date of Meetng: Servces Department SPA-2010-09 June 7,2012 Applcaton

More information

Impact of Imputation of Missing Data on Estimation of Survival Rates: An Example in Breast Cancer

Impact of Imputation of Missing Data on Estimation of Survival Rates: An Example in Breast Cancer Orgnal Artcle Impact of Imputaton of Mssng Data on Estmaton of Survval Rates: An Example n Breast Cancer Banesh MR 1, Tale AR 2 Abstract Background: Multfactoral regresson models are frequently used n

More information

CORRUPTION PERCEPTIONS IN RUSSIA: ECONOMIC OR SOCIAL ISSUE?

CORRUPTION PERCEPTIONS IN RUSSIA: ECONOMIC OR SOCIAL ISSUE? Anastasa V. Rassadovskaa, Andrey V. Astov CORRUPTION PERCEPTIONS IN RUSSIA: ECONOMIC OR SOCIAL ISSUE? BASIC RESEARCH PROGRAM WORKING PAPERS SERIES: ECONOMICS WP BRP 57/EC/214 Ths Workng Paper s an output

More information

Price linkages in value chains: methodology

Price linkages in value chains: methodology Prce lnkages n value chans: methodology Prof. Trond Bjorndal, CEMARE. Unversty of Portsmouth, UK. and Prof. José Fernández-Polanco Unversty of Cantabra, Span. FAO INFOSAMAK Tangers, Morocco 14 March 2012

More information

Saeed Ghanbari, Seyyed Mohammad Taghi Ayatollahi*, Najaf Zare

Saeed Ghanbari, Seyyed Mohammad Taghi Ayatollahi*, Najaf Zare DOI:http://dx.do.org/10.7314/APJCP.2015.16.14.5655 and Anthracyclne- Breast Cancer Treatment and Survval n the Eastern Medterranean and Asa: a Meta-analyss RESEARCH ARTICLE Comparng Role of Two Chemotherapy

More information

Disablement and Quality of Life After Stroke

Disablement and Quality of Life After Stroke 886 Dsablement and Qualty of Lfe After Stroke BERIT AHLSIO, MONA BRITTON, M.D., VERONICA MURRAY, M.D., AND TORES THEORELL, M.D.* SUMMARY Ths study concerns the qualty of lfe of patents after stroke and

More information

Optimal Planning of Charging Station for Phased Electric Vehicle *

Optimal Planning of Charging Station for Phased Electric Vehicle * Energy and Power Engneerng, 2013, 5, 1393-1397 do:10.4236/epe.2013.54b264 Publshed Onlne July 2013 (http://www.scrp.org/ournal/epe) Optmal Plannng of Chargng Staton for Phased Electrc Vehcle * Yang Gao,

More information

Modeling the Survival of Retrospective Clinical Data from Prostate Cancer Patients in Komfo Anokye Teaching Hospital, Ghana

Modeling the Survival of Retrospective Clinical Data from Prostate Cancer Patients in Komfo Anokye Teaching Hospital, Ghana Internatonal Journal of Appled Scence and Technology Vol. 5, No. 6; December 2015 Modelng the Survval of Retrospectve Clncal Data from Prostate Cancer Patents n Komfo Anokye Teachng Hosptal, Ghana Asedu-Addo,

More information

Alma Mater Studiorum Università di Bologna DOTTORATO DI RICERCA IN METODOLOGIA STATISTICA PER LA RICERCA SCIENTIFICA

Alma Mater Studiorum Università di Bologna DOTTORATO DI RICERCA IN METODOLOGIA STATISTICA PER LA RICERCA SCIENTIFICA Alma Mater Studorum Unverstà d Bologna DOTTORATO DI RICERCA IN METODOLOGIA STATISTICA PER LA RICERCA SCIENTIFICA Cclo XXVII Settore Concorsuale d afferenza: 13/D1 Settore Scentfco dscplnare: SECS-S/02

More information

IMPROVING THE EFFICIENCY OF BIOMARKER IDENTIFICATION USING BIOLOGICAL KNOWLEDGE

IMPROVING THE EFFICIENCY OF BIOMARKER IDENTIFICATION USING BIOLOGICAL KNOWLEDGE IMPROVING THE EFFICIENCY OF BIOMARKER IDENTIFICATION USING BIOLOGICAL KNOWLEDGE JOHN H. PHAN The Wallace H. Coulter Department of Bomedcal Engneerng, Georga Insttute of Technology, 313 Ferst Drve Atlanta,

More information

(From the Gastroenterology Division, Cornell University Medical College, New York 10021)

(From the Gastroenterology Division, Cornell University Medical College, New York 10021) ROLE OF HEPATIC ANION-BINDING PROTEIN IN BROMSULPHTHALEIN CONJUGATION* BY N. KAPLOWITZ, I. W. PERC -ROBB,~ ANn N. B. JAVITT (From the Gastroenterology Dvson, Cornell Unversty Medcal College, New York 10021)

More information

A GEOGRAPHICAL AND STATISTICAL ANALYSIS OF LEUKEMIA DEATHS RELATING TO NUCLEAR POWER PLANTS. Whitney Thompson, Sarah McGinnis, Darius McDaniel,

A GEOGRAPHICAL AND STATISTICAL ANALYSIS OF LEUKEMIA DEATHS RELATING TO NUCLEAR POWER PLANTS. Whitney Thompson, Sarah McGinnis, Darius McDaniel, A GEOGRAPHICAL AD STATISTICAL AALYSIS OF LEUKEMIA DEATHS RELATIG TO UCLEAR POWER PLATS Whtney Thompson, Sarah McGnns, Darus McDanel, Jean Sexton, Rebecca Pettt, Sarah Anderson, Monca Jackson ABSTRACT:

More information

Myocardial Mural Thickness During the Cardiac Cycle

Myocardial Mural Thickness During the Cardiac Cycle Myocardal Mural Thckness Durng the Cardac Cycle By Erc O. Fegl, M.D., and Donald L. Fry, M.D. An understandng of the relatonshp between forces and veloctes of contracton n muscle fbers to the pressures

More information

PREDICTING CRIMINAL RECIDIVISM IN PAROLED QUEENSLAND PRISONERS: FINDINGS FROM A MULTINOMIAL ORDERED PROBIT MODEL

PREDICTING CRIMINAL RECIDIVISM IN PAROLED QUEENSLAND PRISONERS: FINDINGS FROM A MULTINOMIAL ORDERED PROBIT MODEL PREDICTING CRIMINAL RECIDIVISM IN PAROLED QUEENSLAND PRISONERS: FINDINGS FROM A MULTINOMIAL ORDERED PROBIT MODEL ANDREW WORTHINGTON *, HELEN HIGGS AND GLYN EDWARDS ** School of Economcs and Fnance, Queensland

More information

SW LRT Station Areas Quick Facts

SW LRT Station Areas Quick Facts fl9{)/ frtt-llk..q.._y (z_ fn-ys) SW LRT Staton Areas Quck Facts Town Center Ths staton serves our most transt dependent resdents,057 Rental Housng Unts n the staton area (/2 mle), and 44% of these unts

More information

Are National School Lunch Program Participants More Likely to be Obese? Dealing with Identification

Are National School Lunch Program Participants More Likely to be Obese? Dealing with Identification Are Natonal School Lunch Program Partcpants More Lkely to be Obese? Dealng wth Identfcaton Janet G. Peckham Graduate Student, Clemson Unversty (jgemml@clemson.edu) Jaclyn D. Kropp Assstant Professor, Clemson

More information

Causal inference in nonexperimental studies typically

Causal inference in nonexperimental studies typically Orgnal Artcle Regresson Dscontnuty Desgns n Epdemology Causal Inference Wthout Randomzed Trals Jacob Bor, a,b,c Ellen Moscoe, c Porta Mutevedz, b Mare-Louse Newell, b,d and Tll Bärnghausen b,c Abstract:

More information

Larynx Preservation in Pyriform Sinus Cancer: Preliminary Results of a European Organization for Research and Treatment of Cancer Phase III Trial

Larynx Preservation in Pyriform Sinus Cancer: Preliminary Results of a European Organization for Research and Treatment of Cancer Phase III Trial Larynx Preservaton n Pyrform Snus Cancer: Prelmnary Results of a European Organzaton for Research and Treatment of Cancer Phase Tral JeanLous Lefebvre, Domnque Chevaler, Bernard Lubonsk, Anne Krkpatrck,

More information

Signal-Averaged P Wave in Patients With Wolff-Parkinson-White Syndrome After Successful Radiofrequency Catheter Ablation

Signal-Averaged P Wave in Patients With Wolff-Parkinson-White Syndrome After Successful Radiofrequency Catheter Ablation 1310 JACC Vol. 26, No. 5 Sgnal-Averaged P Wave n Patents Wth Wolff-Parknson-Whte Syndrome After Successful Radofrequency Catheter Ablaton IVAN G. MAIA, MD, FERNANDO E. S. CRUZ FILHO, MD, MARCIO L. A. FAGUNDES,

More information

ARTICLES. Epidemiologic Evidence Showing That Human Papillomavirus Infection Causes Most Cervical Intraepithelial Neoplasia

ARTICLES. Epidemiologic Evidence Showing That Human Papillomavirus Infection Causes Most Cervical Intraepithelial Neoplasia ARTICLES Epdemologc Evdence Showng That Human Papllomavrus Infecton Causes Most Cervcal Intraepthelal Neoplasa Mark H. Schffman, Hed M. Bauer, Robert N. Hoover, Andrew G. Glass, Dane M. Cadell, Brenda

More information

Beta-Adrenoceptor Blockers and T erbutaline in Patients with Chronic Obstructive Lung Disease*

Beta-Adrenoceptor Blockers and T erbutaline in Patients with Chronic Obstructive Lung Disease* Beta-Adrenoceptor Blockers and T erbutalne n Patents wth Chronc Obstructve Lung Dsease* Effects and nteracton After Oral Admnstraton ]. Wunderlch, M.D.; H. N. Macha, M.D.; H. Wudcke, M.D.; a.ndh. Huckauf,

More information

HIV/AIDS-related Expectations and Risky Sexual Behavior in Malawi

HIV/AIDS-related Expectations and Risky Sexual Behavior in Malawi Unversty of Pennsylvana ScholarlyCommons PSC Workng Paper Seres 7-29-20 HIV/AIDS-related Expectatons and Rsky Sexual Behavor n Malaw Adelne Delavande RAND Corporaton, Nova School of Busness and Economcs

More information

Lateral Transfer Data Report. Principal Investigator: Andrea Baptiste, MA, OT, CIE Co-Investigator: Kay Steadman, MA, OTR, CHSP. Executive Summary:

Lateral Transfer Data Report. Principal Investigator: Andrea Baptiste, MA, OT, CIE Co-Investigator: Kay Steadman, MA, OTR, CHSP. Executive Summary: Samar tmed c ali ndus t r esi nc 55Fl em ngdr ve, Un t#9 Cambr dge, ON. N1T2A9 T el. 18886582206 Ema l. nf o@s amar t r ol l boar d. c om www. s amar t r ol l boar d. c om Lateral Transfer Data Report

More information

INITIAL ANALYSIS OF AWS-OBSERVED TEMPERATURE

INITIAL ANALYSIS OF AWS-OBSERVED TEMPERATURE INITIAL ANALYSIS OF AWS-OBSERVED TEMPERATURE Wang Yng, Lu Xaonng, Ren Zhhua, Natonal Meteorologcal Informaton Center, Bejng, Chna Tel.:+86 684755, E-mal:cdcsjk@cma.gov.cn Abstract From, n Chna meteorologcal

More information

HIV/AIDS-related Expectations and Risky Sexual Behavior in Malawi

HIV/AIDS-related Expectations and Risky Sexual Behavior in Malawi HIV/AIDS-related Expectatons and Rsky Sexual Behavor n Malaw Adelne Delavande Unversty of Essex and RAND Corporaton Hans-Peter Kohler Unversty of Pennsylvanna January 202 Abstract We use probablstc expectatons

More information

A Meta-Analysis of the Effect of Education on Social Capital

A Meta-Analysis of the Effect of Education on Social Capital A Meta-Analyss of the Effect of Educaton on Socal Captal Huang Jan ** "Scholar" Research Center for Educaton and Labor Market Department of Economcs, Unversty of Amsterdam and Tnbergen Insttute by Henrëtte

More information

Single-Case Designs and Clinical Biofeedback Experimentation

Single-Case Designs and Clinical Biofeedback Experimentation Bofeedback and Self-Regulaton, VoL 2, No. 3, 1977 Sngle-Case Desgns and Clncal Bofeedback Expermentaton Davd H. Barow: Brown Unversty and Butler Hosptal Edward B. Blanchard Unversty of Tennessee Medcal

More information

Richard Williams Notre Dame Sociology Meetings of the European Survey Research Association Ljubljana,

Richard Williams Notre Dame Sociology   Meetings of the European Survey Research Association Ljubljana, Rchard Wllams Notre Dame Socology rwllam@nd.edu http://www.nd.edu/~rwllam Meetngs of the European Survey Research Assocaton Ljubljana, Slovena July 19, 2013 Comparng Logt and Probt Coeffcents across groups

More information

Applying Data Mining Technology on the Using of Traditional Chinese Medicine in Taiwan

Applying Data Mining Technology on the Using of Traditional Chinese Medicine in Taiwan Internatonal Journal of Coputer and Inforaton Technology (ISSN: 79 0764) Applyng Data Mnng Technology on the Usng of Tradtonal Chnese Medcne n Tawan Y-Horng La Departent of Health Care Adnstraton Orental

More information

Studies In Blood Preservation

Studies In Blood Preservation Howard Unversty Dgtal Howard @ Howard Unversty Faculty Reprnts 12-1-1939 Studes In Blood Preservaton Charles R. Drew Follow ths and addtonal works at: http://dh.howard.edu/reprnts Part of the Medcne and

More information

Though classically rare, dissections of extracranial

Though classically rare, dissections of extracranial 11 Duplex Scannng n Extracranal Vertebral Artery Dssecton Perre-Jean Touboul, MD, Jean-Lous Mas, MD, Mare-Germane Bousser, MD, and Domnque Laplane, MD Ultrasonc (duplex scannng and contnuous-wave Doppler)

More information

Rich and Powerful? Subjective Power and Welfare in Russia

Rich and Powerful? Subjective Power and Welfare in Russia Ths paper was presented at the Workshop on Measurng Empowerment: Cross-Dscplnary Perspectves held at the World Bank n Washngton, DC on February 4 and 5, 23. Rch and Powerful? Subjectve Power and Welfare

More information

Estimation of Relative Survival Based on Cancer Registry Data

Estimation of Relative Survival Based on Cancer Registry Data Revew of Bonformatcs and Bometrcs (RBB) Volume 2 Issue 4, December 203 www.sepub.org/rbb Estmaton of Relatve Based on Cancer Regstry Data Olaf Schoffer *, Ante Nedostate 2, Stefane J. Klug,2 Cancer Epdemology,

More information

Predicting rupture, death and dissection : the natural history of thoracic aortic disease

Predicting rupture, death and dissection : the natural history of thoracic aortic disease Yale Unversty ElScholar A Dgtal Platform for Scholarly Publshng at Yale Yale Medcne Thess Dgtal Lbrary School of Medcne 200 Predctng rupture, death and dssecton : the natural hstory of thoracc aortc dsease

More information

Desperation or Desire? The Role of Risk Aversion in Marriage. Christy Spivey, Ph.D. * forthcoming, Economic Inquiry. Abstract

Desperation or Desire? The Role of Risk Aversion in Marriage. Christy Spivey, Ph.D. * forthcoming, Economic Inquiry. Abstract Desperaton or Desre? The Role of Rsk Averson n Marrage Chrsty Spvey, Ph.D. * forthcomng, Economc Inury Abstract Because of the uncertanty nherent n searchng for a spouse and the uncertanty of the future

More information

Project title: Mathematical Models of Fish Populations in Marine Reserves

Project title: Mathematical Models of Fish Populations in Marine Reserves Applcaton for Fundng (Malaspna Research Fund) Date: November 0, 2005 Project ttle: Mathematcal Models of Fsh Populatons n Marne Reserves Dr. Lev V. Idels Unversty College Professor Mathematcs Department

More information

Encoding processes, in memory scanning tasks

Encoding processes, in memory scanning tasks vlemory & Cognton 1976,4 (5), 501 506 Encodng processes, n memory scannng tasks JEFFREY O. MILLER and ROBERT G. PACHELLA Unversty of Mchgan, Ann Arbor, Mchgan 48101, Three experments are presented that

More information

Treatment time for non-surgical endodontic therapy with or without a magnifying loupe

Treatment time for non-surgical endodontic therapy with or without a magnifying loupe Wong et al. BMC Oral Health (2015) 15:40 DOI 10.1186/s12903-015-0025-7 RESEARCH ARTICLE Treatment tme for non-surgcal endodontc therapy wth or wthout a magnfyng loupe Open Access Amy Wa-yee Wong 1, Xaofe

More information

VALIDATION TOOL THE SETTING OF THE COMMUNITY PHARMACY

VALIDATION TOOL THE SETTING OF THE COMMUNITY PHARMACY #VT01-1 VALIDATION TOOL THE SETTING OF THE COMMUNITY PHARMACY The pharmacy settng can alter the qualty of patent care and may nfluence patent satsfacton. An approprate settng may ncrease the probablty

More information

RHEUMATOID ARTHRITIS PATIENTS CANNOT ACCURATELY REPORT SIGNS OF INFLAMMATORY ACTIVITY

RHEUMATOID ARTHRITIS PATIENTS CANNOT ACCURATELY REPORT SIGNS OF INFLAMMATORY ACTIVITY Brtsh Journal of Rheumatology 995;4:547-55 RHEUMATOID ARTHRITIS PATIENTS CANNOT ACCURATELY REPORT SIGNS OF INFLAMMATORY ACTIVITY S. E. HEWLETT, J. HAYNES, L. SHEPSTONE and J. R. KIRWAN Unversty of Brstol

More information

Willingness to Pay for Health Risk Reductions: Differences by Type of Illness

Willingness to Pay for Health Risk Reductions: Differences by Type of Illness Wllngness to Pay for Health Rsk Reductons: Dfferences by Type of Illness Workng Paper: Prelmnary and Incomplete Trudy nn Cameron Department of Economcs Unversty of Oregon J.R. DeShazo UCL Lews Center for

More information

Feasibility Studies of Robot-Assisted Stroke Rehabilitation at Clinic and Home Settings Using RUPERT

Feasibility Studies of Robot-Assisted Stroke Rehabilitation at Clinic and Home Settings Using RUPERT 2011 IEEE Internatonal Conference on Rehabltaton Robotcs Rehab Week Zurch, ETH Zurch Scence Cty, Swtzerland, June 29 - July 1, 2011 Feasblty Studes of Robot-Asssted Stroke Rehabltaton at Clnc and Home

More information