Prevalence of Cerebral Palsy in Quebec: Alternative Approaches

Size: px
Start display at page:

Download "Prevalence of Cerebral Palsy in Quebec: Alternative Approaches"

Transcription

1 Originl Pper Received: My 25, 2012 Accepted: September 20, 2012 Published online: Jnury 24, 2013 Prevlence of Cerebrl Plsy in Quebec: Alterntive Approches M. Oskoui L. Joseph b L. Dgenis c M. Shevell Deprtment of Peditrics, Neurology nd Neurosurgery, nd b Deprtment of Biosttistics, McGill University, nd c Reserch Institute, Montrel Children s Hospitl, Montrel, Que., Cnd Key Words Prevlence Registry Cerebrl plsy Cnd Abstrct Aim: To provide n estimte of the period prevlence of cerebrl plsy (CP) in the province of Quebec. Methods: Children with CP were identified from three consecutive birth cohorts ( ) from the Quebec CP Registry, covering 6 of the 17 dministrtive helth regions of the province. Two inferentil pproches were pplied for period prevlence estimtion, frequentist nd byesin. Results: 228 children were identified with CP. Using frequentist pproch, the overll prevlence of CP ws 1.84 children ged 9 11 yers living in those res in 2010 (95% CI ). Using byesin pproch tking into ccount the uncertinty bout the registry s sensitivity in cpturing ll cses, the overll prevlence is higher t 2.30 children with 95% CI ( ). Conclusion: Using byesin pproch to djust for the registry s known high specificity nd lower sensitivity, the prevlence estimte is in concordnce with worldwide estimtes nd estimtes using dministrtive dtbses in western Cndin provinces. Future studies re needed to vlidte the dignosis of CP within dministrtive dtbses nd to evlute possible regionl trends cross Cnd in both prevlence nd helth service utiliztion, which my highlight disprities in helthcre delivery. Copyright 2013 S. Krger AG, Bsel Cerebrl plsy (CP) is the most common cuse of physicl impirment encountered in children with n estimted prevlence of live births in Western popultions [1]. Studies drwn from vriety of geogrphiclly dispersed popultion-bsed service registries, including recent study in Cliforni, suggest cler temporl trend towrds incresing survivl well into dulthood [2]. Longevity is inversely correlted with disbility, with most individuls without severe disbilities living to ge 35 yers nd beyond [3]. As chronic disorder cross the lifespn, with multiplicity of functionl limittions nd co-morbidities, it is not surprising tht CP hs substntil dditionl societl costs relted to dditionl medicl, rehbilittion nd eductionl needs ttched to ech individul cse [4]. Anticipting helth service needs should idelly be bsed on current locl prevlence estimtes. The overll prevlence of CP in Cnd hs only been studied in the provinces of British Columbi (BC) nd Albert using dministrtive dtsets. In BC, record serch of dministrtive dtbses for the birth cohorts ws conducted using the ICD-9 CP dignostic code 343 for cse scertinment recorded fter 3 yers of ge [5]. The reported period prevlence ws 2.68 live births. In Albert, dministrtive dtbses were serched using similr inclusion nd exclusion criteri s were used in BC [6]. The ICD-9 code 343 ws lso used for cse scertinment either recorded t 3 yers of ge or prior to 3 E-Mil krger@krger.com S. Krger AG, Bsel /13/ $38.00/0 Mrym Oskoui, MD, MSc, FRCPC Montrel Children s Hospitl 2300 Tupper Street, A-512 Montrel, QC H3H 1P3 (Cnd) E-Mil mcgill.c

2 yers if recorded t lest three times. The period prevlence ws 2.57 children live t 8 yers. Four Cndin studies hve lso exmined the prevlence of CP mong cohorts of preterm infnts Albert, Nov Scoti, BC nd Quebec [7 10]. There re no overll prevlence figures for CP in Quebec. The gol of this study is to provide n estimte of the period prevlence of CP in Quebec. M e t h o d s Cse Ascertinment The Multiregionl Cndin popultion-bsed CP Registry ws first estblished in Quebec s the Registre de l Prlyse Cérébrle de Québec (REPACQ). It is now being expnded through vriety of funding support to other provinces in Cnd including Albert, Ontrio, BC, Nov Scoti nd Newfoundlnd. Utilizing the frmework of the regionliztion of peditric rehbilittion service delivery, children with CP born between 1999 nd 2001 were enrolled within 6 of the province s 17 dministrtive helth regions cpturing 52.4% of ll children ged 9 11 yers living in Quebec s of The six dministrtive regions include: Cpitle-Ntionle, Estrie, Montrel, Outouis, Lnudière nd Lurentides. In the province of Quebec, peditric neurologists, developmentl peditricins nd physitrists working in the hospitl settings systemticlly refer children with CP to regionl rehbilittion centers s soon s the dignosis hs been estblished. Thus, scertinment for the CP Registry ws minly crried out in the rehbilittion centers. Children with CP were identified by physicins nd clinicl coordintors working t the CP clinics of the regionl rehbilittion centers. The list of children compiled from these clinics ws compred to the list of children seen t ech center by ll rehbilittion professionls for completeness, including physicl therpists, occuptionl therpists, speech therpists, psychologists nd udiologists. The scertinment strtegies nd timeline of registrtion nd follow-up for the registry re outlined in online supplementry figure 1 (see www. krger.com/doi/ / ). Overll, the men number of scertinment sources per child ws 3, the first being the CP clinics nd the second most common source being the lists from different professionls working with the children. Ethicl permission for the Registry s estblishment nd implementtion hs been obtined t the locl host institution (McGill University Helth Center Reserch Institute) nd ech prticipting peditric rehbilittion center. Once children were identified, prents or gurdins were pproched for consent to prticipte in the Registry. Non-prticipnts re lso indexed by gender nd region of residence for prevlence estimtions. Prticipnts in REPACQ re scertined only when child is beyond the ge of 2 yers nd confirmed fter 5 yers of ge. This voids the potentil flse cpture of young infnts with trnsitory neuromotor findings under 2 yers of ge [11]. The dignosis is confirmed fter 5 yers of ge bsed on medil record review t ech prticipting rehbilittion center, with direct communiction by the on-site reserch coordintor with the treting tem for ny clrifiction needed. The reserch coordintors re often members of the treting tem. CP is defined in ccordnce with recent consensus sttements s non-progressive motor impirment of erly onset, tht is presumbly cerebrl in origin, which my or my not be ssocited with developmentl delys, cognitive disbility, lnguge impirment, epilepsy, sensory (uditory or visul) loss, orthopedic bnormlities, or behviorl difficulties [12]. Mesures of Functionl Severity The Gross Motor Function Clssifiction System (GMFCS) is 5-level clssifiction system tht describes the gross motor function of children nd youth with CP, with well-estblished vlidity nd relibility [13]. Distinctions between levels re bsed on functionl bilities nd the need for ssistive technology with levels I III being mbulnt nd levels IV V being non-mbulnt. The GMFCS level for ech child ws recorded t 2 yers of ge nd ressessed when possible t 5 yers of ge. The most recent score ws used in our nlysis. The Mnul Ability Clssifiction System (MACS) is newer 5-level clssifiction system tht describes the typicl fine motor function for children with CP, with estblished vlidity nd relibility [14]. Distinctions between the levels re bsed on the child s bility to hndle objects nd their need for ssistnce or dpttions to perform mnul tsks in everydy life, rnging from level I with no restriction on ctivities of dily living to level V where totl ssistnt is needed for ctivities of dily living. The MACS becme vilble during the follow-up period of the registry nd scores re reported only when vilble t 5 yers of ge. Sttisticl Anlyses For this study, cses of CP (both prticipnts nd non-prticipnts) were identified from the REPACQ registry born between Jnury 1, 1999 nd December 31, A dtset ws compiled consisting of the number of individuls with CP within ech of the 6 dministrtive helth regions. PASW sttistics softwre version 18.0 (PASW, Chicgo, Ill., USA, 2009) ws used for dt entry nd frequentist sttisticl nlysis, nd the sttisticl softwre WINBUGS version ws used for byesin nlysis [15]. Two inferentil pproches were pplied for period prevlence estimtion, frequentist nd byesin. The frequentist pproch estimtes the prevlence of CP using the number of cses s the numertor nd the number of children of the sme ge living in the re s the denomintor, bsed on 2010 Cndin census dt for ech region. Prevlence within ech dministrtive helth region, s well s overll, ws estimted with 95% confidence intervl (CI). This pproch, however, ssumes tht ll identified cses re true positives nd represent ll the true positives within the popultion. The byesin pproch more relisticlly does not ssume tht the registry provides perfect dignostic informtion, leding to the possibility of both flse positive nd flse negtive scertinment of CP sttus. This pproch strts with prior probbility distributions for ll unknown prmeters (such s prevlence, the sensitivity nd specificity of the CP dignosis entry in the registry) nd uses the dt to updte these prmeters through the likelihood function into posterior probbility. The posterior probbility represents wht resercher should believe fter seeing the current dtset, nd ccounting for ny informtion input through the prior distributions [16 18]. A uniform prior distribution [ (1,1)], which sys ll possible vlues re eqully likely priori, ws used for the prevlence of CP, so tht the finl inferences re bsed on the dt nd not on ny prior knowledge bout the prevlence. Prior knowledge bout the sensitivity nd specificity of the dignosis of CP within the registry ws tken into considertion Prevlence of Cerebrl Plsy in Quebec D OI : /

3 nd prior distributions were determined by n expert pnel consensus (two neurologists nd one physicl therpist leding the registry) well wre of the strengths nd limittions of the registry. A prior distribution ws set for very high specificity of %, represented by uniform prior density rnging from to %, nd sensitivity rnge of 75 85%, represented by ( ) prior density. To evlute robustness of our estimtes, two dditionl sensitivity priors were used: pessimistic rnge from 65 to 75% represented by ( ) prior density, nd n optimistic rnge from 85 to 95% represented by ( ) prior density. R e s u l t s A totl of 228 children with CP were identified cross ll three birth cohorts, of which 186 fully prticipted in the registry. Follow-up informtion nd ressessment fter 5 yers of ge ws vilble on ll 186 of the prticipting children. Boys mde up 53.9% of ll children with CP. Informtion on GMFCS level ws vilble on ll 186 prticipting children. The mjority hd GMFCS level of I (48%), with 130 (70%) hving n mbulnt GMFCS level (I III). The MACS were vilble only on 137 children in the registry, with third hving level I nd the remining groups being eqully divided. The chrcteristics of these children re shown in tble 1. Per the frequentist nlysis, the overll prevlence of CP cross ll 6 regions for ll three birth cohorts combined ws 1.84 children living in those res in 2010 (95% CI ). The period prevlence estimtes per dministrtive helth region show importnt regionl differences ( tble 2 ), with the lowest prevlence estimte in the Lurentins, Lnudiere nd Outouis regions nd higher estimtes in Estrie, Cpitle-ntionle, nd Montrel regions. These differences could not be ccounted for by differences in popultion sizes for children 9 11 yers of ge. Using byesin pproch tking into ccount the uncertinty bout the registry s sensitivity in cpturing ll cses, the overll prevlence is higher t 2.30 children 9 11 yers with 95% credible intervl (CrI) ( ). This higher estimte reflects the imperfect sensitivity ccounting for the presence of flse negtive cses. To evlute the robustness of this estimte, the prevlence estimte using the pessimistic rnge of sensitivity llowing for greter number of flse negtives resulted in higher prevlence of 2.63 children ged 9 11 yers with 95% CrI ( ). The prevlence estimte using the optimistic sensitivity rnge llowing for smller number of flse negtives resulted in lower prevlence of 2.04 children ged 9 11 yers with 95% CrI ( ). Tble 1. C hrcteristics of children in REPACQ Discussion Totl (% vilble) CP t 5 yers, n Refusls, n b Boys, n (%) c 41 (53) 44 (59) 38 (50) 123 (54) GMFCS, n I (48) II (10) III (12) IV (14) V (16) MACS, n I (32) II (17) III (15) IV (17) V (19) Number of children identified with CP t 5 yers of ge (prticipnts ressessed t 5 yers nd non-prticipnts). b Number of non-prticipnts. c Number of boys (percentge of totl number of children identified with CP). This study provides the first estimtes of the overll prevlence of CP in Quebec, nd the first popultionbsed estimtes in Cnd. The two previous overll CP prevlence estimtes in Cnd were reported using different denomintors, mking comprison between the two more chllenging [5, 6]. Using live birth denomintor when the numertor is being cptured during lter time period (fter 2 yers of ge in CP) cn be misleding if migrtion of the popultion nd infnt mortlity re not ccounted for. This effect is more pronounced mong premture newborns tht hve higher mortlity rte. Furthermore, the two previous Cndin studies were bsed on dministrtive dtbses which re incresingly being used in epidemiologicl studies. Administrtive dt sources hve the benefit of being redily vilble t miniml cost nd llow ccess to longitudinl dt. However, they re primrily estblished for helth service reimbursement nd re not designed s ccurte sources of clinicl informtion. Furthermore, the dignosis of CP within dministrtive dtbses hs never been vlidted. Prevlence estimtes for CP using dministrtive dtbses hve been reported using only frequentist pproch, with misleding nrrow CIs for the point estimte when 266 Oskoui /Joseph /Dgenis /Shevell

4 Tble 2. R EPACQ regionl prevlence of CP (children live in 2010) Helth region CP, n Children live 9 11 yers in 2010, n b Frequentist pproch prevlence 95% CI B yesin pproch prevl ence 95% CrI Cpitle-Ntionle 29 17, Estrie 24 9, Montrél , Outouis 15 11, Lnudière 18 15, Lurentides 18 17, Totl , Vlues re bsed on the Cndin 2010 census dt. N umber of children with CP identified in REPACQ. b Number of children ged 9 11 yers living in the sme regions s per the 2010 Cnd census. very lrge popultion denomintors re used. Using byesin pproch llows reserchers to intuitively tke into ccount some of the uncertinty bout their dt. This pproch hs been used in prevlence studies on number of different conditions but hs not been pplied to CP [16]. The byesin prevlence estimtes from the registry fll within the children reported uniformly worldwide nd within the estimtes from dministrtive dtbses in western Cndin provinces. Although ll cses in the registry re expected to be true positives (high specificity), it is suspected tht ll cses of CP within these regions hve not been cptured (vrible sensitivity). Using byesin pproch to djust for this, the estimted prevlence is higher reflecting the uncertinty in complete cse scertinment. Regionl differences cn reflect vritions in sensitivity (incomplete cpture in some regions), or reflect tendency for fmilies to relocte to lrger urbn res with more service ccess for their child s profile of impirments. Over third of children in the registry hd GMFCS level within the mbulnt rnge, with n expected long-term survivl well into dulthood. There were 42 non-prticipting children with CP in our study, nd they were included in our numertor for overll prevlence estimtion. The limittions brought by this include n overestimting of the prevlence if indeed some of these children were found to hve different dignosis, or if these children moved out of these regions. Better chrcteriztion of the potentil misclssifiction within the REPACQ registry (possible missed cses sensitivity) would help trget improvements for cse scertinment. Future studies re lso needed to vlidte the dignosis of CP within existing dministrtive dtbses such s physicin billing clims nd to ssess the fesibility of using such dtbses for cse scertinment by compring these with ptient registry. The specificity nd sensitivity of the dignosis of CP within dministrtive dtbses hs not been evluted. It will lso be importnt to evlute possible regionl trends cross Cnd in both prevlence nd helth service utiliztion, which my highlight disprities in helthcre delivery. The Cndin Multiregionl CP Registry will offer this opportunity once enrollment is complete in ll res, with comprison possible with dministrtive dtbses vilble provincilly through the Cndin system of universl helth coverge. Adjusting for misclssifiction is essentil for obtining ccurte prevlence estimtes, which is needed to pln future helth service delivery to individuls nd their fmilies with CP. Only with ccurte nd relible dt cn plnning be rtionl nd comprehensive for both current nd future expecttions nd needs. Acknowledgements The Registre de l Prlyse Cérébrle de Québec (REPACQ) hs been funded by the Réseu de recherche sur le développement, l snté et le bien-être de l enfnt (RSDE) des Fonds de Recherche en Snté du Québec (FRSQ) nd NeuroDevNet Ntionl Centre of Excellence. Disclosure Sttement The uthors hve no conflicts of interest to disclose. Prevlence of Cerebrl Plsy in Quebec D OI : /

5 References 1 Hirtz D, Thurmn DJ, Gwinn-Hrdy K, Mohmed M, Chudhuri AR, Zlutsky R: How common re the common neurologic disorders? Neurology 2007; 68: Struss D, Shvelle R, Reynolds R, Rosenbloom L, Dy S: Survivl in cerebrl plsy in the lst 20 yers: signs of improvement? Dev Med Child Neurol 2007; 49: Hutton JL, Colver AF, Mckie PC: Effect of severity of disbility on survivl in north est Englnd cerebrl plsy cohort. Arch Dis Child 2000; 83: Oskoui M, Shevell MI: Cerebrl plsy nd the trnsition from peditric to dult cre. Continuum Neurol 2009; 15: Smith L, Kelly KD, Prkchin G, Voklnder DC: The prevlence of cerebrl plsy in British Columbi, Cn J Neurol Sci 2008; 35: Robertson CMT, Svenson LW, Joffres MR: Prevlence of cerebrl plsy in Albert. Cn J Neurol Sci 1998; 25(suppl 2): Robertson CMT, Wtt MJ, Ysui Y: Chnges in the prevlence of cerebrl plsy for children born very premturely within popultion-bsed progrm over 30 yers. JAMA 2007; 297: Vincer MJ, Allen AC, Joseph KS, Stinson DA, Scott H, Wood E: Incresing prevlence of cerebrl plsy mong very preterm infnts: popultion-bsed study. Peditrics 2006; 118:e1621 e Synnes AR, Ling EW, Whitfield MF, et l: Perintl outcomes of lrge cohort of extremely low gesttionl ge infnts (23 28 completed weeks of gesttion). J Peditr 1994; 125: Lefebvre F, Glorieux J, St-Lurent-Ggnon T: Neontl survivl nd disbility rte t ge 18 months for infnts born between 23 nd 28 weeks of gesttion. Am J Obstet Gynecol 1996; 174: Nelson KB, Ellenberg JH: Children who outgrew cerebrl plsy. Peditrics 1982; 69: Rosenbum P, Pneth N, Leviton A, et l: A report: the definition nd clssifiction of cerebrl plsy April Dev Med Child Neurol Suppl 2007; 109: Plisno R, Rosenbum P, Wlter S, Russell D, Wood E, Gluppi B: Development nd relibility of system to clssify gross motor function in children with cerebrl plsy. Dev Med Child Neurol 1997; 39: Elisson AC, Krumlinde-Sundholm L, Rösbld B, Beckung E, Arner M, Ohrvll AM, Rosenbum P: The Mnul Ability Clssifiction System (MACS) for children with cerebrl plsy: scle development nd evidence of vlidity nd relibility. Dev Med Child Neurol 2006; 48: Lunn DJ, Thoms A, Best N, Spiegelhlter D: WinBUGS byesin modelling frmework: concepts, structure, nd extensibility. Sttist Comput 2000; 10: Wyse JM, Joseph L, Brkun AN, Sewitch MJ: Accurcy of dministrtive clims dt for polypectomy. CMAJ 2011; 183:E743 E McV Messm LL, Brnscum AJ, Collins MT, Grdner IA: Frequentist nd byesin pproches to prevlence estimtion using exmples from Johne s disese. Anim Helth Res Rev 2008; 9: Joseph L, Gyorkos TW, Coupl L: Byesin estimtion of disese prevlence nd the prmeters of dignostic tests in the bsence of gold stndrd. Am J Epidemiol 1995; 141: Oskoui /Joseph /Dgenis /Shevell

Utilization of Smoking Cessation Benefits in Medicaid Managed Care, 2009-2013

Utilization of Smoking Cessation Benefits in Medicaid Managed Care, 2009-2013 Utiliztion of Smoking Cesstion Benefits in Medicid Mnged Cre, 2009-2013 Office of Qulity nd Ptient Sfety New York Stte Deprtment of Helth Jnury 2015 Introduction According to the New York Stte Tocco Control

More information

Active & Retiree Plan: Trustees of the Milwaukee Roofers Health Fund Coverage Period: 06/01/2015-05/31/2016 Summary of Benefits and Coverage:

Active & Retiree Plan: Trustees of the Milwaukee Roofers Health Fund Coverage Period: 06/01/2015-05/31/2016 Summary of Benefits and Coverage: Summry of Benefits nd Coverge: Wht this Pln Covers & Wht it Costs Coverge for: Single & Fmily Pln Type: NPOS This is only summry. If you wnt more detil bout your coverge nd costs, you cn get the complete

More information

Anthem Blue Cross Life and Health Insurance Company University of Southern California Custom Premier PPO 800/20%/20%

Anthem Blue Cross Life and Health Insurance Company University of Southern California Custom Premier PPO 800/20%/20% Anthem Blue Cross Life nd Helth Insurnce Compny University of Southern Cliforni Custom Premier 800/20%/20% Summry of Benefits nd Coverge: Wht this Pln Covers & Wht it Costs Coverge Period: 01/01/2015-12/31/2015

More information

Health insurance exchanges What to expect in 2014

Health insurance exchanges What to expect in 2014 Helth insurnce exchnges Wht to expect in 2014 33096CAEENABC 02/13 The bsics of exchnges As prt of the Affordble Cre Act (ACA or helth cre reform lw), strting in 2014 ALL Americns must hve minimum mount

More information

Health insurance marketplace What to expect in 2014

Health insurance marketplace What to expect in 2014 Helth insurnce mrketplce Wht to expect in 2014 33096VAEENBVA 06/13 The bsics of the mrketplce As prt of the Affordble Cre Act (ACA or helth cre reform lw), strting in 2014 ALL Americns must hve minimum

More information

DlNBVRGH + Sickness Absence Monitoring Report. Executive of the Council. Purpose of report

DlNBVRGH + Sickness Absence Monitoring Report. Executive of the Council. Purpose of report DlNBVRGH + + THE CITY OF EDINBURGH COUNCIL Sickness Absence Monitoring Report Executive of the Council 8fh My 4 I.I...3 Purpose of report This report quntifies the mount of working time lost s result of

More information

Health insurance exchanges What to expect in 2014

Health insurance exchanges What to expect in 2014 Helth insurnce exchnges Wht to expect in 2014 33096CAEENABC 11/12 The bsics of exchnges As prt of the Affordble Cre Act (ACA or helth cre reform lw), strting in 2014 ALL Americns must hve minimum mount

More information

National Diabetes Audit. Report 1: Care Processes and Treatment Targets

National Diabetes Audit. Report 1: Care Processes and Treatment Targets Ntionl Dibetes Audit 2011 2012 Report 1: Cre Processes nd Tretment Trgets The Ntionl Dibetes Audit is commissioned by The Helthcre Qulity Improvement Prtnership (HQIP) promotes qulity in helthcre. HQIP

More information

Humana Critical Illness/Cancer

Humana Critical Illness/Cancer Humn Criticl Illness/Cncer Criticl illness/cncer voluntry coverges py benefits however you wnt With our criticl illness nd cncer plns, you'll receive benefit fter serious illness or condition such s hert

More information

Health Information Systems: evaluation and performance of a Help Desk

Health Information Systems: evaluation and performance of a Help Desk 536 Digitl Helthcre Empowering Europens R. Cornet et l. (Eds.) 2015 Europen Federtion for Medicl Informtics (EFMI). This rticle is published online with Open Access by IOS Press nd distributed under the

More information

Lump-Sum Distributions at Job Change, p. 2

Lump-Sum Distributions at Job Change, p. 2 Jnury 2009 Vol. 30, No. 1 Lump-Sum Distributions t Job Chnge, p. 2 E X E C U T I V E S U M M A R Y Lump-Sum Distributions t Job Chnge GROWING NUMBER OF WORKERS FACED WITH ASSET DECISIONS AT JOB CHANGE:

More information

ClearPeaks Customer Care Guide. Business as Usual (BaU) Services Peace of mind for your BI Investment

ClearPeaks Customer Care Guide. Business as Usual (BaU) Services Peace of mind for your BI Investment ClerPeks Customer Cre Guide Business s Usul (BU) Services Pece of mind for your BI Investment ClerPeks Customer Cre Business s Usul Services Tble of Contents 1. Overview...3 Benefits of Choosing ClerPeks

More information

Treatment Spring Late Summer Fall 0.10 5.56 3.85 0.61 6.97 3.01 1.91 3.01 2.13 2.99 5.33 2.50 1.06 3.53 6.10 Mean = 1.33 Mean = 4.88 Mean = 3.

Treatment Spring Late Summer Fall 0.10 5.56 3.85 0.61 6.97 3.01 1.91 3.01 2.13 2.99 5.33 2.50 1.06 3.53 6.10 Mean = 1.33 Mean = 4.88 Mean = 3. The nlysis of vrince (ANOVA) Although the t-test is one of the most commonly used sttisticl hypothesis tests, it hs limittions. The mjor limittion is tht the t-test cn be used to compre the mens of only

More information

Factoring Polynomials

Factoring Polynomials Fctoring Polynomils Some definitions (not necessrily ll for secondry school mthemtics): A polynomil is the sum of one or more terms, in which ech term consists of product of constnt nd one or more vribles

More information

MAX. As an increasingly larger share of Medicaid enrollees MEDICAID POLICY BRIEF

MAX. As an increasingly larger share of Medicaid enrollees MEDICAID POLICY BRIEF MAX CENTERS FOR MEDICARE & MEDICAID SERVICES MEDICAID POLICY BRIEF Brief 14 December 2012 The Avilbility nd Usbility of Behviorl Helth Orgniztion Encounter Dt in MAX 2009 Jessic Nysenbum, Ellen Bouchery,

More information

INJURY MANAGEMENT & REHABILITATION

INJURY MANAGEMENT & REHABILITATION OBJECTIVES To estblish systemtic pproch to injury mngement nd rehbilittion throughout the City immeditely following work relted illness, injury nd disbility. To estblish tht it is the responsibility of

More information

Small Businesses Decisions to Offer Health Insurance to Employees

Small Businesses Decisions to Offer Health Insurance to Employees Smll Businesses Decisions to Offer Helth Insurnce to Employees Ctherine McLughlin nd Adm Swinurn, June 2014 Employer-sponsored helth insurnce (ESI) is the dominnt source of coverge for nonelderly dults

More information

July 22, 2009. The Honorable Henry A. Waxman Chairman Committee on Energy and Commerce House of Representatives

July 22, 2009. The Honorable Henry A. Waxman Chairman Committee on Energy and Commerce House of Representatives United Sttes Government Accountbility Office Wshington, DC 20548 July 22, 2009 The Honorble Henry A. Wxmn Chirmn Committee on Energy nd Commerce House of Representtives The Honorble John D. Dingell Chirmn

More information

Enterprise Risk Management Software Buyer s Guide

Enterprise Risk Management Software Buyer s Guide Enterprise Risk Mngement Softwre Buyer s Guide 1. Wht is Enterprise Risk Mngement? 2. Gols of n ERM Progrm 3. Why Implement ERM 4. Steps to Implementing Successful ERM Progrm 5. Key Performnce Indictors

More information

2011 Statistics on Social Work Education in the United States

2011 Statistics on Social Work Education in the United States 2011 Sttistics on Socil Work Eduction in the United Sttes Council on Socil Work Eduction 2011 Annul Sttistics on Socil Work Eduction in the United Sttes Council on Socil Work Eduction The Annul Survey

More information

A National Look at the High School Counseling Office

A National Look at the High School Counseling Office A Ntionl Look t the High School Counseling Office Wht Is It Doing nd Wht Role Cn It Ply in Fcilitting Students Pths to College? by Alexndri Wlton Rdford, Nicole Ifill, nd Terry Lew Introduction Between

More information

STATUS OF LAND-BASED WIND ENERGY DEVELOPMENT IN GERMANY

STATUS OF LAND-BASED WIND ENERGY DEVELOPMENT IN GERMANY Yer STATUS OF LAND-BASED WIND ENERGY Deutsche WindGurd GmbH - Oldenburger Strße 65-26316 Vrel - Germny +49 (4451)/9515 - info@windgurd.de - www.windgurd.com Annul Added Cpcity [MW] Cumultive Cpcity [MW]

More information

Hillsborough Township Public Schools Mathematics Department Computer Programming 1

Hillsborough Township Public Schools Mathematics Department Computer Programming 1 Essentil Unit 1 Introduction to Progrmming Pcing: 15 dys Common Unit Test Wht re the ethicl implictions for ming in tody s world? There re ethicl responsibilities to consider when writing computer s. Citizenship,

More information

Economics Letters 65 (1999) 9 15. macroeconomists. a b, Ruth A. Judson, Ann L. Owen. Received 11 December 1998; accepted 12 May 1999

Economics Letters 65 (1999) 9 15. macroeconomists. a b, Ruth A. Judson, Ann L. Owen. Received 11 December 1998; accepted 12 May 1999 Economics Letters 65 (1999) 9 15 Estimting dynmic pnel dt models: guide for q mcroeconomists b, * Ruth A. Judson, Ann L. Owen Federl Reserve Bord of Governors, 0th & C Sts., N.W. Wshington, D.C. 0551,

More information

Polynomial Functions. Polynomial functions in one variable can be written in expanded form as ( )

Polynomial Functions. Polynomial functions in one variable can be written in expanded form as ( ) Polynomil Functions Polynomil functions in one vrible cn be written in expnded form s n n 1 n 2 2 f x = x + x + x + + x + x+ n n 1 n 2 2 1 0 Exmples of polynomils in expnded form re nd 3 8 7 4 = 5 4 +

More information

Impact of the National School Lunch Program on Fruit and Vegetable Selection in Northeastern Elementary Schoolchildren, 2012 2013

Impact of the National School Lunch Program on Fruit and Vegetable Selection in Northeastern Elementary Schoolchildren, 2012 2013 Brief Reports Impct of the Ntionl School Lunch Progrm on Fruit nd Vegetble Selection in Northestern Elementry Schoolchildren, 2012 2013 Srh A. Amin, MPH Bethny A. Yon, PhD Jennifer C. Tylor, MS b Rchel

More information

Compliance with home rehabilitation therapy by parents of children with disabilities in Jews and Bedouin in Israel

Compliance with home rehabilitation therapy by parents of children with disabilities in Jews and Bedouin in Israel Complince with home rehbilittion therpy by prents of children with disbilities in Jews nd Bedouin in Isrel Ahron Glil* MD, Zusmn Child Development Center; Sr Crmel PhD MPH, Deprtment of Sociology of Helth,

More information

Assessing the Burden of Disease and Injury in Los Angeles County Using Disability-Adjusted Life Years

Assessing the Burden of Disease and Injury in Los Angeles County Using Disability-Adjusted Life Years Reserch Articles Assessing the Burden of Disese nd Injury in Los Angeles County Using Disbility-Adjusted Life Yers Gerld F. Kominski, PhD,b Pul A. Simon, MD, MPH c,d Alex Ho, MD, MPH c Jeffrey Luck, PhD,

More information

Navy Asbestos Medical Surveillance Program 1990 1999: Demographic Features and Trends in Abnormal Radiographic Findings

Navy Asbestos Medical Surveillance Program 1990 1999: Demographic Features and Trends in Abnormal Radiographic Findings MILITARY MEDICINE, 171, 8:717, 2006 Nvy Asbestos Medicl Surveillnce Progrm 1990 1999: Demogrphic Fetures nd Trends in Abnorml Rdiogrphic Findings Gurntor: Dnielle M. Dell, MPH Contributors: Dnielle M.

More information

How To Get Low Wage Workers Covered By Insurance Through Their Employer

How To Get Low Wage Workers Covered By Insurance Through Their Employer Stephen H. Long M. Susn Mrquis Low-Wge Workers nd Helth Insurnce Coverge: Cn Policymkers Trget Them through Their Employers? Mny policy inititives to increse helth insurnce coverge would subsidize employers

More information

Helicopter Theme and Variations

Helicopter Theme and Variations Helicopter Theme nd Vritions Or, Some Experimentl Designs Employing Pper Helicopters Some possible explntory vribles re: Who drops the helicopter The length of the rotor bldes The height from which the

More information

How To Study The Effects Of Music Composition On Children

How To Study The Effects Of Music Composition On Children C-crcs Cognitive - Counselling Reserch & Conference Services (eissn: 2301-2358) Volume I Effects of Music Composition Intervention on Elementry School Children b M. Hogenes, B. Vn Oers, R. F. W. Diekstr,

More information

July 2005, NCJ 209588 Substance Dependence, Abuse, and Treatment of Jail Inmates, 2002. Highlights. No dependence or abuse 53 47 32.

July 2005, NCJ 209588 Substance Dependence, Abuse, and Treatment of Jail Inmates, 2002. Highlights. No dependence or abuse 53 47 32. U.S. Deprtment of Justice Office of Justice Progrms Bureu of Justice Sttistics Specil Report By Jennifer C. Krerg nd Doris J. Jmes BJS Sttisticins In 2002 more thn two-thirds of jil inmtes were found to

More information

Subjective health complaints and psychosocial work environment among university personnel

Subjective health complaints and psychosocial work environment among university personnel Occuptionl Medicine Advnce Access published November 8, 2012 Occuptionl Medicine doi:10.1093/occmed/kqs188 Subjective helth complints nd psychosocil work environment mong university personnel Bente E.

More information

Roudmup for Los Angeles Pierce College ADIV Program ancl csu Dominguez Hilk Rlt-B^sr/ progrum

Roudmup for Los Angeles Pierce College ADIV Program ancl csu Dominguez Hilk Rlt-B^sr/ progrum Roudmup for Los Angeles Pierce College ADIV Progrm ncl csu Dominguez Hilk Rlt-B^sr/ progrum Admission Requirements for Los Angeles pierce (LApC) LAPC hs four-semester Associte Degree in Nursing (ADN) Progrm.

More information

Contextualizing NSSE Effect Sizes: Empirical Analysis and Interpretation of Benchmark Comparisons

Contextualizing NSSE Effect Sizes: Empirical Analysis and Interpretation of Benchmark Comparisons Contextulizing NSSE Effect Sizes: Empiricl Anlysis nd Interprettion of Benchmrk Comprisons NSSE stff re frequently sked to help interpret effect sizes. Is.3 smll effect size? Is.5 relly lrge effect size?

More information

2015 EDITION. AVMA Report on Veterinary Compensation

2015 EDITION. AVMA Report on Veterinary Compensation 2015 EDITION AVMA Report on Veterinry Compenstion AVMA Report on Veterinry Compenstion 2015 EDITION Copyright 2015 by the All rights reserved. ISBN-13: 978-1-882691-31-9 AVMA Report on Veterinry Compenstion

More information

National Diabetes Audit. Report 1: Care Processes and Treatment Targets

National Diabetes Audit. Report 1: Care Processes and Treatment Targets Ntionl Dietes Audit 2012 2013 Report 1: Cre Processes nd Tretment Trgets The Ntionl Dietes Audit is commissioned y The Helthcre Qulity Improvement Prtnership (HQIP) The Ntionl Dietes Audit is commissioned

More information

A COMPARISON OF ALCOHOL SCREENING INSTRUMENTS AMONG UNDER-AGED DRINKERS TREATED IN EMERGENCY DEPARTMENTS

A COMPARISON OF ALCOHOL SCREENING INSTRUMENTS AMONG UNDER-AGED DRINKERS TREATED IN EMERGENCY DEPARTMENTS Alcohol & Alcoholism Vol. 37, No. 5, pp. 444 450, 2002 A COMPARISON OF ALCOHOL SCREENING INSTRUMENTS AMONG UNDER-AGED DRINKERS TREATED IN EMERGENCY DEPARTMENTS THOMAS M. KELLY 1 *, JOHN E. DONOVAN 1, JANET

More information

Lecture 3 Gaussian Probability Distribution

Lecture 3 Gaussian Probability Distribution Lecture 3 Gussin Probbility Distribution Introduction l Gussin probbility distribution is perhps the most used distribution in ll of science. u lso clled bell shped curve or norml distribution l Unlike

More information

Hematopoietic stem cell transplantation

Hematopoietic stem cell transplantation Online Clinicl Investigtions Improved outcomes for stem cell trnsplnt recipients requiring peditric intensive cre Rnjit S. Chim, MD; Rodney C. Dniels, MD; Mi-Ok Kim, PhD; Dndn Li, MS; Derek S. Wheeler,

More information

Recognition Scheme Forensic Science Content Within Educational Programmes

Recognition Scheme Forensic Science Content Within Educational Programmes Recognition Scheme Forensic Science Content Within Eductionl Progrmmes one Introduction The Chrtered Society of Forensic Sciences (CSoFS) hs been ccrediting the forensic content of full degree courses

More information

Software Cost Estimation Model Based on Integration of Multi-agent and Case-Based Reasoning

Software Cost Estimation Model Based on Integration of Multi-agent and Case-Based Reasoning Journl of Computer Science 2 (3): 276-282, 2006 ISSN 1549-3636 2006 Science Publictions Softwre Cost Estimtion Model Bsed on Integrtion of Multi-gent nd Cse-Bsed Resoning Hsn Al-Skrn Informtion Technology

More information

Falls are a major problem in

Falls are a major problem in Technology Innovtions In-Home Fll Risk Assessment nd Detection Sensor System Mrilyn J. Rntz, PhD, RN, FAAN; Mrjorie Skubic, PhD; Crmen Abbott, PhD, PT; Colleen Glmbos, PhD, MSW, ACSW, LCSW, LCSW-C; Youngju

More information

persons withdrawing from addiction is given by summarizing over individuals with different ages and numbers of years of addiction remaining:

persons withdrawing from addiction is given by summarizing over individuals with different ages and numbers of years of addiction remaining: COST- BENEFIT ANALYSIS OF NARCOTIC ADDICTION TREATMENT PROGRAMS with Specil Reference to Age Irving Leveson,l New York City Plnning Commission Introduction Efforts to del with consequences of poverty,

More information

a GAO-03-568 GAO COLLEGE COMPLETION Additional Efforts Could Help Education with Its Completion Goals Report to Congressional Requesters

a GAO-03-568 GAO COLLEGE COMPLETION Additional Efforts Could Help Education with Its Completion Goals Report to Congressional Requesters GAO United Sttes Generl Accounting Office Report to Congressionl Requesters My 2003 COLLEGE COMPLETION Additionl Efforts Could Help Eduction with Its Completion Gols GAO-03-568 My 2003 COLLEGE COMPLETION

More information

San Mateo County ACCEL Adult-Education College and Career Educational Leadership AB 86 Adult Education Consortium Project Management Plan 24, 2014 -

San Mateo County ACCEL Adult-Education College and Career Educational Leadership AB 86 Adult Education Consortium Project Management Plan 24, 2014 - A Sn Mteo County ACCEL Adult-Eduction College nd Creer Eductionl Ledership AB 86 Adult Eduction Consortium Project Mngement Pln - Februry 24, 2014 - This project mngement pln presents ACCEL s process frmework

More information

Techniques for Requirements Gathering and Definition. Kristian Persson Principal Product Specialist

Techniques for Requirements Gathering and Definition. Kristian Persson Principal Product Specialist Techniques for Requirements Gthering nd Definition Kristin Persson Principl Product Specilist Requirements Lifecycle Mngement Elicit nd define business/user requirements Vlidte requirements Anlyze requirements

More information

NOTES. Cohasset Associates, Inc. 2015 Managing Electronic Records Conference 8.1

NOTES. Cohasset Associates, Inc. 2015 Managing Electronic Records Conference 8.1 Cohsset Assocites, Inc. Expnding Your Skill Set: How to Apply the Right Serch Methods to Your Big Dt Problems Juli L. Brickell H5 Generl Counsel MER Conference My 18, 2015 H5 POWERING YOUR DISCOVERY GLOBALLY

More information

GAO HIGHER EDUCATION. Improved Tax Information Could Help Families Pay for College. Report to the Committee on Finance, U.S.

GAO HIGHER EDUCATION. Improved Tax Information Could Help Families Pay for College. Report to the Committee on Finance, U.S. GAO United Sttes Government Accountbility Office Report to the Committee on Finnce, U.S. Sente My 2012 HIGHER EDUCATION Improved Tx Informtion Could Help Fmilies Py for College GAO-12-560 My 2012 HIGHER

More information

Quality and Cost Evaluation of a Medical Financial Assistance Program

Quality and Cost Evaluation of a Medical Financial Assistance Program Qulity nd Cost Evlution of Medicl Finncil Assistnce Progrm Dougls A Conner, PhD; Arne Beck, PhD; Christin Clrke; Leslie Wright, MA; Koml Nrwney, MD, PhD; Neys W Berminghm Perm J 2013 Winter;17(1):31-37

More information

Long-Term Prognosis for Clinical West Nile Virus Infection. 1 Current affiliation: U.S. Department of Veteran Affairs, West

Long-Term Prognosis for Clinical West Nile Virus Infection. 1 Current affiliation: U.S. Department of Veteran Affairs, West Long-Term Prognosis for Clinicl West Nile Virus Infection Anne Lbowitz Klee,* 1 Beth Mldin,* Brbr Edwin,* Iqbl Poshni,* Frzd Mostshri,* Annie Fine,* Mrcelle Lyton,* nd Denis Nsh* 2 Reltively little is

More information

Reasoning to Solve Equations and Inequalities

Reasoning to Solve Equations and Inequalities Lesson4 Resoning to Solve Equtions nd Inequlities In erlier work in this unit, you modeled situtions with severl vriles nd equtions. For exmple, suppose you were given usiness plns for concert showing

More information

Many national organizations

Many national organizations SYMPOSIUM Primry-cre setting Implementtion of drug therpy monitoring clinic in primry-cre setting JILLMARIE K. YANCHICK Mny ntionl orgniztions hve identified the optiml mngement of chronic disese sttes

More information

Example 27.1 Draw a Venn diagram to show the relationship between counting numbers, whole numbers, integers, and rational numbers.

Example 27.1 Draw a Venn diagram to show the relationship between counting numbers, whole numbers, integers, and rational numbers. 2 Rtionl Numbers Integers such s 5 were importnt when solving the eqution x+5 = 0. In similr wy, frctions re importnt for solving equtions like 2x = 1. Wht bout equtions like 2x + 1 = 0? Equtions of this

More information

Test Management using Telelogic DOORS. Francisco López Telelogic DOORS Specialist

Test Management using Telelogic DOORS. Francisco López Telelogic DOORS Specialist Test Mngement using Telelogic DOORS Frncisco López Telelogic DOORS Specilist Introduction Telelogic solution for Requirements Mngement DOORS Requirements mngement nd trcebility pltform for complex systems

More information

Basic Analysis of Autarky and Free Trade Models

Basic Analysis of Autarky and Free Trade Models Bsic Anlysis of Autrky nd Free Trde Models AUTARKY Autrky condition in prticulr commodity mrket refers to sitution in which country does not engge in ny trde in tht commodity with other countries. Consequently

More information

An Undergraduate Curriculum Evaluation with the Analytic Hierarchy Process

An Undergraduate Curriculum Evaluation with the Analytic Hierarchy Process An Undergrdute Curriculum Evlution with the Anlytic Hierrchy Process Les Frir Jessic O. Mtson Jck E. Mtson Deprtment of Industril Engineering P.O. Box 870288 University of Albm Tuscloos, AL. 35487 Abstrct

More information

Corporate Compliance vs. Enterprise-Wide Risk Management

Corporate Compliance vs. Enterprise-Wide Risk Management Corporte Complince vs. Enterprise-Wide Risk Mngement Brent Sunders, Prtner (973) 236-4682 November 2002 Agend Corporte Complince Progrms? Wht is Enterprise-Wide Risk Mngement? Key Differences Why Will

More information

Immunoglobulins in Umbilical Cord Plasma

Immunoglobulins in Umbilical Cord Plasma Arch. Dis. Childh., 1968, 43, 161. Immunoglobulins in Umbilicl Cord Plsm III: Hemolytic Disese of Newborn nd Respirtory Distress Syndrome RIC McKAY, HAZL THOM, nd DRK GRAY From the Deprtment of Child Helth,

More information

Unit 29: Inference for Two-Way Tables

Unit 29: Inference for Two-Way Tables Unit 29: Inference for Two-Wy Tbles Prerequisites Unit 13, Two-Wy Tbles is prerequisite for this unit. In ddition, students need some bckground in significnce tests, which ws introduced in Unit 25. Additionl

More information

The Determinants of Private Medical Insurance Prevalence in England

The Determinants of Private Medical Insurance Prevalence in England The Determinnts of Privte Medicl Insurnce Prevlence in Englnd Derek R. King, Elis Mossilos LSE Helth nd Socil Cre, London School of Economics nd Politicl Science LSE Helth nd Socil Cre Discussion Pper

More information

FDIC Study of Bank Overdraft Programs

FDIC Study of Bank Overdraft Programs FDIC Study of Bnk Overdrft Progrms Federl Deposit Insurnce Corportion November 2008 Executive Summry In 2006, the Federl Deposit Insurnce Corportion (FDIC) initited two-prt study to gther empiricl dt on

More information

Excess Costs and Utilization Associated with Methicillin Resistance for Patients with Staphylococcus aureus Infection

Excess Costs and Utilization Associated with Methicillin Resistance for Patients with Staphylococcus aureus Infection infection control nd hospitl epidemiology pril 2010, vol. 31, no. 4 originl rticle Excess Costs nd Utiliztion Associted with Methicillin Resistnce for Ptients with Stphylococcus ureus Infection Gregory

More information

S ilman et al (1984) demonstrated that an

S ilman et al (1984) demonstrated that an J Am Acd Audiol 6 : 141-149 (1995) Long-Term Recovery nd No Recovery from the Auditory Deprivtion Effect with Binurl Amplifiction : Six Cses Stnley A. Gelfnd* Abstrct Six subjects who developed individully

More information

Small Business Networking

Small Business Networking Why network is n essentil productivity tool for ny smll business Effective technology is essentil for smll businesses looking to increse the productivity of their people nd business. Introducing technology

More information

VoIP for the Small Business

VoIP for the Small Business Reducing your telecommunictions costs VoIP (Voice over Internet Protocol) offers low cost lterntive to expensive trditionl phone services nd is rpidly becoming the communictions system of choice for smll

More information

Portfolio approach to information technology security resource allocation decisions

Portfolio approach to information technology security resource allocation decisions Portfolio pproch to informtion technology security resource lloction decisions Shivrj Knungo Deprtment of Decision Sciences The George Wshington University Wshington DC 20052 knungo@gwu.edu Abstrct This

More information

Econ 4721 Money and Banking Problem Set 2 Answer Key

Econ 4721 Money and Banking Problem Set 2 Answer Key Econ 472 Money nd Bnking Problem Set 2 Answer Key Problem (35 points) Consider n overlpping genertions model in which consumers live for two periods. The number of people born in ech genertion grows in

More information

abcdefghijklmnopqrstu

abcdefghijklmnopqrstu NHS Circulr: PCS(AFC)2008/2 The Scottish Government Helth Workforce Directorte Employment nd Retention Division bcdefghijklmnopqrstu Der Collegue MANAGING SICKNESS ABSENCE Summry 1. This py circulr informs

More information

AN ANALYTICAL HIERARCHY PROCESS METHODOLOGY TO EVALUATE IT SOLUTIONS FOR ORGANIZATIONS

AN ANALYTICAL HIERARCHY PROCESS METHODOLOGY TO EVALUATE IT SOLUTIONS FOR ORGANIZATIONS AN ANALYTICAL HIERARCHY PROCESS METHODOLOGY TO EVALUATE IT SOLUTIONS FOR ORGANIZATIONS Spiros Vsilkos (), Chrysostomos D. Stylios (),(b), John Groflkis (c) () Dept. of Telemtics Center, Computer Technology

More information

Small Business Networking

Small Business Networking Why network is n essentil productivity tool for ny smll business Effective technology is essentil for smll businesses looking to increse the productivity of their people nd processes. Introducing technology

More information

Threshold Population Levels for Rural Retail Businesses in North Dakota, 2000

Threshold Population Levels for Rural Retail Businesses in North Dakota, 2000 Agribusiness & Applied Economics Miscellneous Report No. 191 July 2002 Threshold Popultion Levels for Rurl Retil Businesses in North Dkot, 2000 Rndl C. Coon nd F. Lrry Leistritz Deprtment of Agribusiness

More information

The LENA TM Language Environment Analysis System:

The LENA TM Language Environment Analysis System: FOUNDATION The LENA TM Lnguge Environment Anlysis System: Audio Specifictions of the DLP-0121 Michel Ford, Chrles T. Ber, Dongxin Xu, Umit Ypnel, Shrmi Gry LENA Foundtion, Boulder, CO LTR-03-2 September

More information

GAO IRS AUDIT RATES. Rate for Individual Taxpayers Has Declined But Effect on Compliance Is Unknown

GAO IRS AUDIT RATES. Rate for Individual Taxpayers Has Declined But Effect on Compliance Is Unknown GAO United Sttes Generl Accounting Office Report to the Chirmn, Subcommittee on Oversight, Committee on Wys nd Mens, House of Representtives April 2001 IRS AUDIT RATES Rte for Individul Txpyers Hs Declined

More information

MEDICAL SURVEILLANCE MONTHLY REPORT

MEDICAL SURVEILLANCE MONTHLY REPORT AUGUST 2015 Volume 22 Number 8 msmr MEDICAL SURVEILLANCE MONTHLY REPORT PAGE 2 PAGE 9 Updte: Routine screening for ntibodies to humn immunodeficiency virus, civilin pplicnts for U.S. militry service nd

More information

Small Business Networking

Small Business Networking Why network is n essentil productivity tool for ny smll business Effective technology is essentil for smll businesses looking to increse the productivity of their people nd business. Introducing technology

More information

Factors Related to Radiation Safety Practices in California

Factors Related to Radiation Safety Practices in California ... PEER REVIEW Fctors Relted to Rdition Sfety Prctices in Cliforni JANET THOMPSON REAGAN, PhD ANITA MARIE SLECHTA, MS, R.T.(R)(M), FASRT Bckground A ntionl study of rdiologic technologists rdition sfety

More information

JaERM Software-as-a-Solution Package

JaERM Software-as-a-Solution Package JERM Softwre-s--Solution Pckge Enterprise Risk Mngement ( ERM ) Public listed compnies nd orgnistions providing finncil services re required by Monetry Authority of Singpore ( MAS ) nd/or Singpore Stock

More information

Cloud-based Preoperative Planning for Total Hip Arthroplasty: A Study of Accuracy, Efficiency, and Compliance

Cloud-based Preoperative Planning for Total Hip Arthroplasty: A Study of Accuracy, Efficiency, and Compliance Section Editor: Bennie G.P. Lindeque, MD Cloud-bsed Preopertive Plnning for Totl Hip Arthroplsty: A Study of Accurcy, Efficiency, nd Complince Joseph D. Mrtt, MD; Rmesh C. Srinivsn, MD; Willim J. Dhl,

More information

Data replication in mobile computing

Data replication in mobile computing Technicl Report, My 2010 Dt repliction in mobile computing Bchelor s Thesis in Electricl Engineering Rodrigo Christovm Pmplon HALMSTAD UNIVERSITY, IDE SCHOOL OF INFORMATION SCIENCE, COMPUTER AND ELECTRICAL

More information

Small Business Networking

Small Business Networking Why network is n essentil productivity tool for ny smll business Effective technology is essentil for smll businesses looking to increse the productivity of their people nd processes. Introducing technology

More information

How To Reduce Telecommunictions Costs

How To Reduce Telecommunictions Costs Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become vible solution for even the

More information

This material is the copyright of the original publisher. Unauthorised copying and distribution is prohibited.

This material is the copyright of the original publisher. Unauthorised copying and distribution is prohibited. 2008, Vol. 22, No. 1 (pp. 73-81) ISSN: 1172-7047 Originl Reserch Article Modelling the Budgetry Impct nd Cost Effectiveness of Alteplse vi Telemedicine Terms nd Conditions for Use of PDF The provision

More information

Improvements in glycemic control

Improvements in glycemic control CLINICAL report Ptient stisfction nd costs ssocited with insulin dministered by pen device or syringe during hospitliztion Improvements in glycemic control hve been shown to gretly reduce the progression

More information

Additional Protocol to the Convention on Human Rights and Biomedicine concerning Genetic Testing for Health Purposes

Additional Protocol to the Convention on Human Rights and Biomedicine concerning Genetic Testing for Health Purposes Council of Europe Trety Series - No. 203 Additionl Protocol to the Convention on Humn Rights nd Biomedicine concerning Genetic Testing for Helth Purposes Strsourg, 27.XI.2008 2 CETS 203 Humn Rights nd

More information

VoIP for the Small Business

VoIP for the Small Business VoIP for the Smll Business Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become

More information

Why is the NSW prison population falling?

Why is the NSW prison population falling? NSW Bureu of Crime Sttistics nd Reserch Bureu Brief Issue pper no. 80 September 2012 Why is the NSW prison popultion flling? Jcqueline Fitzgerld & Simon Corben 1 Aim: After stedily incresing for more thn

More information

Bayesian Updating with Continuous Priors Class 13, 18.05, Spring 2014 Jeremy Orloff and Jonathan Bloom

Bayesian Updating with Continuous Priors Class 13, 18.05, Spring 2014 Jeremy Orloff and Jonathan Bloom Byesin Updting with Continuous Priors Clss 3, 8.05, Spring 04 Jeremy Orloff nd Jonthn Bloom Lerning Gols. Understnd prmeterized fmily of distriutions s representing continuous rnge of hypotheses for the

More information

Distributions. (corresponding to the cumulative distribution function for the discrete case).

Distributions. (corresponding to the cumulative distribution function for the discrete case). Distributions Recll tht n integrble function f : R [,] such tht R f()d = is clled probbility density function (pdf). The distribution function for the pdf is given by F() = (corresponding to the cumultive

More information

Voluntary Prekindergarten Parent Handbook

Voluntary Prekindergarten Parent Handbook Voluntry Prekindergrten Prent Hndbook Wht is Voluntry Prekindergrten (VPK)? Voluntry Prekindergrten (VPK) is legisltively mndted progrm designed to prepre every four-yer-old in Florid for kindergrten nd

More information

How To Find Out How A Worker'S Work Ethic Is Related To The Ability To Get A Job

How To Find Out How A Worker'S Work Ethic Is Related To The Ability To Get A Job RtSWD Reserch Notes Reserch Note No. 11 Previously relesed s RtSWD Working Pper No. 15 Popultion Aging nd Trends in the Provision of Continued Eduction Regin T. Riphhn, Prvti Trübswetter 2007 Reserch Notes

More information

9 CONTINUOUS DISTRIBUTIONS

9 CONTINUOUS DISTRIBUTIONS 9 CONTINUOUS DISTIBUTIONS A rndom vrible whose vlue my fll nywhere in rnge of vlues is continuous rndom vrible nd will be ssocited with some continuous distribution. Continuous distributions re to discrete

More information

VoIP for the Small Business

VoIP for the Small Business Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become vible solution for even the

More information

How To Network A Smll Business

How To Network A Smll Business Why network is n essentil productivity tool for ny smll business Effective technology is essentil for smll businesses looking to increse the productivity of their people nd processes. Introducing technology

More information

Quantifying the Impoverishing Effects of Purchasing Medicines: A Cross-Country Comparison of the Affordability of Medicines in the Developing World

Quantifying the Impoverishing Effects of Purchasing Medicines: A Cross-Country Comparison of the Affordability of Medicines in the Developing World Quntifying the Impoverishing Effects of Purchsing Medicines: A Cross-Country Comprison of the Affordbility of Medicines in the Developing World Lurens M. Niëns 1 *, Alexndr Cmeron 2, Ellen Vn de Poel 1,

More information

VoIP for the Small Business

VoIP for the Small Business Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become vible solution for even the

More information

National Health Insurance and precautionary saving: evidence from Taiwan

National Health Insurance and precautionary saving: evidence from Taiwan Journl of Public Economics 87 (003) 1873 1894 www.elsevier.com/ locte/ econbse Ntionl Helth Insurnce nd precutionry sving: evidence from Tiwn b c, * Shin-Yi Chou, Jin-Tn Liu, Jmes K. Hmmitt Deprtment of

More information

VoIP for the Small Business

VoIP for the Small Business VoIP for the Smll Business Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become

More information

Performance analysis model for big data applications in cloud computing

Performance analysis model for big data applications in cloud computing Butist Villlpndo et l. Journl of Cloud Computing: Advnces, Systems nd Applictions 2014, 3:19 RESEARCH Performnce nlysis model for big dt pplictions in cloud computing Luis Edurdo Butist Villlpndo 1,2,

More information