International Journal of Environmental Science and Development, Vol. 4, No. 4, August assessment,

Size: px
Start display at page:

Download "International Journal of Environmental Science and Development, Vol. 4, No. 4, August assessment,"

Transcription

1 Iteratoal Joural of Evrometal Scece ad Developmet, Vol. 4, No. 4, August 01 The Use of Epdemologcal Studes for Health Rsk Assessmet Kev Fog-Rey Lu, We-Ru Che, Yu-Che Yeh, L-We Chag, ad Yug-Shue She estmate the amout of a chemcal that s lkely to result a partcular health effect humas. I exposure assessmet, scetsts attempt to determe how log people were exposed to a chemcal; how much of the chemcal they were exposed to; whether the exposure was cotuous or termttet; ad how people were exposed - through eatg, drkg water ad other lquds, breathg, or sk cotact. The last step rsk assessmet brgs together the formato developed the prevous three steps to estmate the rsk of health effects a exposed populato. I the rsk characterzato step, scetsts aalyze the formato developed durg the exposure ad dose-respose assessmets to descrbe the resultg health rsks that are expected to occur the exposed populato. Ths formato s preseted dfferet ways for cacer ad o-cacer health effects. Although the secod step refers to the dose-respose relatoshp, the same prcples geerally apply for studes where the exposure s to a cocetrato of the aget (e.g., arbore cocetratos appled halato exposure studes), ad the resultg formato s referred to as the cocetrato-respose relatoshp. Usually, the relatoshp s based o observed data from huma clcal trals, epdemologc studes, amal tests ad cell studes, whch order also represets the order of ther precsos the dose-respose relatoshp, from better to worse. Nachma et al. [] ad Raffaele et al. [] have dscussed the use of epdemologc data HRA ad hghlghted some of the advatages ad lmtatos. Nachma et al. [] leared the lessos from some case studes ad suggested the use of epdemologc data to determe ocacer quattatve dose-respose relatoshps. Raffaele et al. [] also leared the lessos from ther case studes ad detfed a umber of mportat beefts to be gaed by usg epdemology data HRA: 1) detfcato of specfc huma health effects that were ot detfed amal models (e.g., orgac arsec); ) affrmato of the huma relevace of effects detfed amal models (e.g., eurodevelopmetal effects see wth chlorpyrfos); ) ablty to evaluate health effects for whch amal models are uavalable or lmted (e.g., orgac arsec ad cacer, pestcdes ad parkso s dsease); 4) evaluato of health effects the rage of expected huma exposures (e.g., orgac arsec); 5) utlty of bomotorg formato (chlorpyrfos). They also detfed a umber of mportat barrers: 1) dffculty covertg huma bomotorg formato to exposure levels that ca be cofdetly assocated wth a specfc hazard (dffcultes related both to back-calculatg from measured tssue levels to exposure levels as well as to uderstadg the source of measured metaboltes [.e. drect Abstract The hazard quotet (HQ), the rato of the take of the substace to ts referece dose, s usually used the health rsk assessmet (HRA) of a ocarcer substace. However, the values of HQ caot form ay specfc huma health effect. Compared to HQ, usg epdemologcal studes HRA ca mprove the defect. Ths study attempts to exame the potetal of the use of epdemologcal studes for HRA. Prevous epdemologcal studes help to costruct the lear cocetrato-respose relatoshps betwee ar pollutats ad assocated dseases ad two case studes are used to demostrate ths method. Idex Terms Epdemologcal assessmet, ar polluto, sadstorm. studes, health rsk I. INTRODUCTION A huma health rsk assessmet (HRA) s the process to estmate the ature ad probablty of adverse health effects humas who may be exposed to chemcals cotamated evrometal meda, ow or the future. Huma health rsk assessmet cludes 4 basc steps (Fg. 1): hazard detfcato, dose-respose assessmet, exposure assessmet ad rsk characterzato. Fg. 1. The four basc steps health rsk assessmet [1]. I the frst step, hazard detfcato, scetsts determe the types of health problems a chemcal could cause by revewg studes of ts effects humas ad laboratory amals. I dose-respose assessmet, scetsts evaluate the formato obtaed durg the hazard detfcato step to Mauscrpt receved Jauary 1, 01; revsed March 1, 01. Kev Fog-Rey Lu, We-Ru Che, Yu-Che Yeh, L-We Chag are wth the Departmet of Safety, Health ad Evrometal Egeerg, Mg Ch Uversty of Techology, New Tape Cty, Tawa (e-mal: kevlu@mal.mcut.edu.tw; U @mal.mcut.edu.tw; U @mal.mcut.edu.tw; U981670@mal.mcut.edu.tw). Y. S. She s wth the Holstc Educato Ceter, Mackay Medcal College, New Tape Cty, Tawa (e-mal: ysshe@mmc. edu.tw). DOI: /IJESD.01.V

2 Iteratoal Joural of Evrometal Scece ad Developmet, Vol. 4, No. 4, August 01 exposure to metabolte versus products of teral metabolsm], chlorpyrfos); ) dffculty detfyg exposed populatos (both wth respect to detfyg the specfc compouds to whch exposure occurred ad whch dvduals were exposed; parkso' dsease ad pestcdes); ) dffculty solatg specfc exposures (both routes of exposure ad quatfcato of exposure; all three examples); 4) cocers regardg approprateess of evaluated populato ( the key arsec studes, cludg det, geetcs, alteratve exposure sources ad the ssue of the youger age of the cotrol group). Ths study attempts to exame the potetal of the use of epdemologcal studes for HRA. Accordg to some epdemologcal studes [4], [5], the lear cocetrato -respose relatoshps betwee ar pollutats ad assocated dseases are costructed ad they are thereby appled to two case studes. The frst case detfes the morbdtes of the related dseases of the fve metropolses (Tape, New Tape, Tachug, Taa ad Kaohsug) Tawa durg 011, as show Fg. ; the secod case detfes the morbdtes of the related dseases durg a sadstorm of 010 from Cha. reversble arflow obstructo, ad brochospasm. Lug cacer s a dsease of ucotrolled cell growth tssues of the lug ad may lead to metastass to adjacet tssues. Peumoa s a flammatory codto of the lug, cludg lug parechyma ad abormal alveolar fllg wth flud. Emphysema s a log term, progressve dsease of the lug that prmarly causes shortess of breath. CAO s a type of pulmoary dsorder. COPD refers to a group of dseases that cause arflow blockage ad breathg-related problems, cludg chroc brochts, emphysema ad chroc obstructve arways dseases. Acute brochts typcally follows upper respratory tract fectos such as flueza ad ofte leads to peumoa. It s ot recogzed that chroc brochts ca tur to lug cacer or emphysema; however t may weake people so that they ca easly get lug cacer or emphysema. Usually, brochts ad asthma wll cause CAO ad they together wth emphysema ca result COPD. The above respratory dseases are related to some extet ad ther cause-effect relatoshps ca be establshed Fg.. Fg.. HRA structure for ar polluto [4] B. Dose Respose Assessmet The relatoshps betwee huma morbdty or mortalty ad the four ar pollutats have bee dscussed Lu ad hs colleagues' work [4]. Each crease 100 μg/m of TSP results a 6.58% crease mortalty; a cremetal dfferece of 100 μg/m (0.049 ppm) of NO s assocated wth a.95% crease mortalty ad a 6.6% crease brochts morbdty; a elevato of SO of 100 μg/m (0.05 ppm) results addtoal mortalty ad brochts morbdty by 8. ad 6.6%, respectvely. Each 10 μg/m cremet of PM10 ( μg/m of TSP) leads to a 1.4% crease morbdtes of cardovascular dseases ad a.4% crease brochts ad asthma. Every addtoal 1 ppm of CO wll crease mortalty by.57% ad cardovascular dseases by 4.6%; ad each cremetal dfferece of ppm of NO wll result a 1.8% crease morbdty of cardovascular dseases. I Tawa, the 005 aual mea cocetratos of TSP, SO, NO ad CO are 9.97μg/m, 0.005, ad 0.54 ppm, respectvely. I that year, the morbdtes of peumoa, cardovascular dseases, lug cacer, asthma, emphysema, COPD, CAO, brochts ad ar qualty-related mortalty are.01, 7.8, 0.1,.65, 0.11,.9, 0.96, 4.1 ad 0.18%, respectvely. Accordgly, the Fg.. Tawa map. II. METHODS AND MATERIALS A. Hazard Idetfcato The major ar pollutats are total suspeded partculates (TSP), sulfur doxde (SO), troge doxde (NO) ad carbo mooxde (CO). Accordg to Lu ad hs colleagues' work (01), the health effects of the four ar pollutats are show Fg.. TSP ca lead to cardovascular dseases, brochts, lug cacer, peumoa, emphysema, chroc obstructve pulmoary dsease (COPD), chroc arway obstructo (CAO) ad asthma; SO duces brochts, lug cacer, peumoa, emphysema, COPD ad CAO; NO ca cause cardovascular dseases, brochts, lug cacer, peumoa, emphysema ad COPD; ad exposure to CO ca result cardovascular dseases ad CAO. Brochts s flammato of the mucous membraes of the broch, the arways that carry arflow from the trachea to the lugs. Asthma s a commo chroc flammatory dsease of the arways characterzed by varable ad recurrg symptoms, 56

3 Iteratoal Joural of Evrometal Scece ad Developmet, Vol. 4, No. 4, August 01 fuctos of morbdty ad mortalty rates ca be derved for each ar pollutat, as show the last colum of Table I. P ( H E1 E E ) Asthma Mortalty SO Cardovascular Dseases [1 ] P( H E ) [1 P( H E )] [1 ] whe P( H E ) P( H E1 " E ) 1 P( H E ) [1 P( H E )] %[1.57% (CO 0.54) ] 1 4.6% 7.8%[1 (CO 0.54) ] 1 Mortalty 7.8[1 1.8% (NO 0.018) ] Cardovascular Dseases [1 P( H E )] P( E ) P( H E ) 4.1%[1 6.6% (NO 0.018) ] Brochts %[1.95% (NO 0.018) ] Mortalty 1 [1 ] 1 III. RESULTS: RISK CHARACTERIZATION A. Case 1 There are fve metropolses Tawa: Tape, New Tape, Tachug, Taa ad Kaohsug. Although the HQs of the ar polluto the fve ctes are below oe, whch meas t s ulkely to cause adverse health effects, but t s stll a terestg topc to uderstad the health effects the fve ctes, due to the ar polluto. Accordg to the data of 011 from the ar qualty measuremet statos, the frst case study detfes the morbdtes of the related dseases of the fve metropolses durg 011, ad the results are show from Fg. 4 to 11. The morbdty rates Table I are the sgle relatoshps betwee a pollutat ad a dsease. But t s very dffcult to fd the relatoshps betwee multple pollutats ad a dsease. To obta the overall morbdty of a dsease, a techology of the fuso of probablty has bee proposed [4]. For example, a dsease caused by three pollutats E1, E ad E s dsplayed as; P(E1 E E H) P(H E1 E E ) P(E1 E E ) 4.1%[1 9.94% (SO 0.005) ] Brochts CO P( H E ) P( E ) 7.8[1 1.4% (TSP 9.978) ].65%[1.4% (TSP 9.97) ] 0.081%[1 8.% (SO 0.005) ] 0.05 Cardovascular Dseases NO 4.1%[1.4% (TSP 9.97) ] Brochts TABLE I: AIR POLLUTANTS, HEALTH EFFECTS AND THEIR RELATIONSHIPS Ar Fuctos of mortalty or morbdty Iduced dsease pollutat rates 0.18%[1 6.58% (TSP 9.97) ] Mortalty 100 TSP P( H E ) P( E ) P(E1 E E H) P(E1 E E H) P(E1 E E H ) where P( E1 E E H ) P( E1 E E H ) ad assume that e1 e e are codtoal depedet, the P( E1 E E H ) P ( E1 E E H ) P( E1 H ) P( E H ) P( E H ) P ( H E1 ) P( H E ) P( H E ) P( E1 ) P( E ) P( E ) P( H E ) P( E ) Fg. 4. The morbdtes of the three dseases Tape, 011. Smlarly, B. Case I 010, there s severe sadstorm from Cha, lastg from March 1 to March. Accordg to the data from the Tashag ar qualty measuremet stato ( New Tape), the secod case study detfes the morbdtes of the related dseases durg the sadstorm. The results are show from Fg. 1 to 17. P ( E1 E E H ) P ( H E1 ) P ( H E ) P ( H E ) P ( E1 ) P ( E ) P ( E ) P ( H ) [1 P( H E1 )][1 P( H E )][1 P( H E )] P( E1 ) P( E ) P( E ) [1 ] [1 P( H E )] P( E ) [1 ] 57

4 Iteratoal Joural of Evrometal Scece ad Developmet, Vol. 4, No. 4, August 01 Fg. 10. The morbdtes of cardovascular dseases the fve ctes, Fg. 5. The morbdtes of the three dseases New Tape, 011. Fg. 11. The morbdtes of asthma the fve ctes, Fg. 6. The morbdtes of the three dseases Tachug, 011. Fg. 1. The morbdtes of brochts caused by PM10 durg the sadstorm ( ~). Fg. 7. The morbdtes of the three dseases Taa, 011. Fg. 8. The morbdtes of the three dseases Kaohsug, 011. Fg. 1. T The morbdtes of cardovascular dseases caused by PM10 durg the sadstorm ( ~). Fg. 9. The morbdtes of brochts the fve ctes, 011. Fg. 14. The morbdtes of asthma caused by PM10 durg the sadstorm ( ~). 58

5 Iteratoal Joural of Evrometal Scece ad Developmet, Vol. 4, No. 4, August 01 IV. DISCUSSION The frst case study reveals that the adverse health effects are more severe durg wter ad sprg tme. The sestve populato s vulerable the perod, especally the south part of Tawa. The secod case study shows the morbdtes of cardovascular dseases ad asthma dramatcally crease durg the sadstorm, prmarly due to heavy TM10 the ar. The sestve populato s suggested to stay doors or wear masks. ACKNOWLEDGMENT The authors would lke to thak the Natoal Scece Coucl of the Republc of Cha (Tawa) for facally supportg ths research uder Cotract NSC E MY. Fg. 15. The overall morbdtes of brochts durg the sadstorm ( ~). REFERENCES [1] [] [] Fg. 16. The overall morbdtes of cardovascular dseases durg the sadstorm ( ~). [4] [5] CEPA. Calfora Evrometal Protecto Agecy, Offce of Evrometal Health Hazard Assessmet. (01). A Gude to Health Rsk Assessmet. [Ole]. Avalable: K. E. Nachma, M. A. Fox, M. C. Sheeha, T. A. Burke, J. V. Rodrcks, ad T. J. Woodruff, Leveragg Epdemology to Improve Rsk Assessmet, The Ope Epdemology Joural, vol. 4, pp. -9, 011. K. C. Raffaele, S. V. Vulmr, ad T. F. Bateso, Beefts ad Barrers to Usg Epdemology Data Evrometal Rsk, The Ope Epdemology Joural, vol. 4, pp , 011. K. F. R. Lu, C. F. Lu, C. W. Che, ad Y. S. She, Applyg Bayesa belef etworks to health rsk assessmet, Stoch Evro Res Rsk Assess, vol. 6, pp , 01. K. F. R. Lu, C. F. Lu, C. W. Che, ad Y. S. She, Usg Bayesa belef etworks to support health rsk assessmet for sewer workers, Iteratoal Joural of Evrometal Scece ad Techology, vol.10, pp.85-94, 01. Kev Lu receved the B.S. degree 199 ad the Ph.D. degree 1998, both cvl egeerg from Natoal Cetral Uversty, Tawa. Curretly, he s a Assocate Professor the Departmet of Safety, Health ad Evrometal Egeerg, Mg Ch Uversty of Techology, Tawa. Hs research terest s the use of decso aalyss ad artfcal tellgece techques to evrometal maagemet ssues. Fg. 17. The overall morbdtes of asthma durg the sadstorm ( ~). 59

(4) n + 1. n+1. (1) 2n 1 (2) 2 (3) n 1 2 (1) 1 (2) 3 (1) 23 (2) 25 (3) 27 (4) 30

(4) n + 1. n+1. (1) 2n 1 (2) 2 (3) n 1 2 (1) 1 (2) 3 (1) 23 (2) 25 (3) 27 (4) 30 CHCK YOUR GRASP STATISTICS XRCIS-I Arthmetc mea, weghted mea, Combed mea. Mea of the frst terms of the A.P. a, (a + d), (a + d),... s- a d () ( )d a a + ( ) d a + d. The A.M. of frst eve atural umber s

More information

STATISTICS. , the mean deviation about their mean x is given by. x x M.D (M) =

STATISTICS. , the mean deviation about their mean x is given by. x x M.D (M) = Chapter 5 STATISTICS 5. Overvew I earler classes, you have studed measures of cetral tedecy such as mea, mode, meda of ugrouped ad grouped data. I addto to these measures, we ofte eed to calculate a secod

More information

Measures of Central Tendency - the Mean

Measures of Central Tendency - the Mean Measures of Cetral Tedecy - the Mea Dr Tom Ilveto Departmet of Food ad Resource Ecoomcs Overvew We wll beg lookg at varous measures of the ceter of the data - thk of t as a typcal value We wll start wth

More information

Lecture 4: Distribution of the Mean of Random Variables

Lecture 4: Distribution of the Mean of Random Variables Experece has show that a certa le detector wll show a postve readg (so you are lyg) 0% of the tme whe a perso s tellg the truth ad 95% of the tme whe a perso s actually lyg. Suppose 0 suspects are subjected

More information

The Mean Area Measurement Method to. Multiple Attribute Decision Making within. Triangular Fuzzy Numbers 1

The Mean Area Measurement Method to. Multiple Attribute Decision Making within. Triangular Fuzzy Numbers 1 Apped Mathematca Sceces, Vo. 9, 015, o. 8, 393-397 HIKARI Ltd, www.m-hkar.com http://dx.do.org/10.1988/ams.015.1196 The Mea Area Measuremet Method to Mutpe Attrbute Decso Makg wth Traguar Fuzzy Numbers

More information

Aero-Material Consumption Prediction Based on Linear Regression Model

Aero-Material Consumption Prediction Based on Linear Regression Model Avalable ole at www.scecedrect.com SceceDrect Proceda Computer Scece 3 () 5 3 th Iteratoal Cogress of Iformato ad Commucato Techology (ICICT-) Aero-Materal Cosumpto Predcto Based o Lear Regresso Model

More information

Virus dynamics. How fast does HIV reproduce in vivo? Collaborators. HIV is a retrovirus. Treatment leads to a rapid decline in virus load

Virus dynamics. How fast does HIV reproduce in vivo? Collaborators. HIV is a retrovirus. Treatment leads to a rapid decline in virus load Vrus dyamcs Mart Nowak Isttute for Advaced Study Prceto Collaborators Robert May (Oxford) Sebasta Bohoeffer (Zurch) Domk Wodarz (Seattle) Marc Lpstch (Harvard) Alu Lloyd (Prceto) George Shaw (Brmgham,

More information

x in place of µ in formulas.

x in place of µ in formulas. Algebra Notes SOL A.9 Statstcal Varato Mrs. Greser Name: Date: Block: Statstcal Varato Notato/Term Descrpto Example/Notes populato A etre set of data about whch we wsh to ga formato. The heght of every

More information

Estimation of voltage sags patterns with k-means algorithm and clustering of fault zones in high and medium voltage grids

Estimation of voltage sags patterns with k-means algorithm and clustering of fault zones in high and medium voltage grids REVISTA INGENIERÍA E INVESTIGACIÓN Vol. 3 Suplemeto No. (SICEL 0) OCTUBRE DE 0 (338) Estmato of voltage sags patters wth kmeas algorthm ad clusterg of fault zoes hgh ad medum voltage grds Estmacó de patroes

More information

A Novel Global Measure Approach based on Ontology Spectrum to Evaluate Ontology Enrichment

A Novel Global Measure Approach based on Ontology Spectrum to Evaluate Ontology Enrichment A Novel Global Measure Approach based o Otology Spectrum to Evaluate Otology Erchmet Karm Kamou Faculty of Sceces of Tus, Uversty of Tus El Maar, Tusa ABSTRACT I the cotext of otology evoluto real world

More information

Apply Gaussian Distribution and RBF Neural Network to Diagnosis and Prescription High Blood Pressure Disease in Oriental Medicine

Apply Gaussian Distribution and RBF Neural Network to Diagnosis and Prescription High Blood Pressure Disease in Oriental Medicine Apply Gaussa Dstrbuto ad BF Neural Network to Dagoss ad Prescrpto Hgh Blood Pressure Dsease retal Medce Cao Thag Graduate chool of cece ad Egeerg, tsumeka Uversty, Japa thagc@spcecrtsumeacp Yukobu Hosho

More information

So... we make an error when we estimate

So... we make an error when we estimate 8. Samplg Dstrbuto of the Mea Pg 6/Ex 7. A populato of 7 studets has ages 9 0 8 9 5 The populato mea ( ) 0.7 Estmate the populato mea by takg a radom sample of studets 9 5 Fd the sample mea... 9 + + 5.67

More information

Summary. * EAA Central Facility, The University of Manchester, Faculty of Life Sciences, Manchester, UK; ** Health

Summary. * EAA Central Facility, The University of Manchester, Faculty of Life Sciences, Manchester, UK; ** Health Screeg Computer-Asssted Dosage Programs for atcoagulato wth warfar ad other vtam K-atagosts: mmum safety requremets for dvdual programs O behalf of the Subcommttee o Cotrol of Atcoagulato of the Scetfc

More information

A New Multi-objective Optimization Model for Diet Planning of Diabetes Patients under Uncertainty

A New Multi-objective Optimization Model for Diet Planning of Diabetes Patients under Uncertainty Health Educato ad Health Promoto (HEHP) (7) Vol. () A New Mult-obectve Optmzato Model for Det Plag of Dabetes Patets uder Ucertaty Maryam Eghbal-arch, Reza Tavakkol-Moghaddam, Fatemeh Esfahaa, Amr Azaro

More information

A New Method To Improve Movement Tracking Of Human Sperms

A New Method To Improve Movement Tracking Of Human Sperms IAENG Iteratoal Joural of Computer Scece, 45:4, IJCS_45_4_05 A New Method To Improve Movemet Trackg Of Huma Sperms I Gede Susrama Masdyasa, Member, IAENG, I Ketut Eddy Purama, Maurdh Hery Puromo Abstract

More information

Note: This copy is for your personal, non-commercial use only. To order presentation-ready copies for distribution to your colleagues or clients, cont

Note: This copy is for your personal, non-commercial use only. To order presentation-ready copies for distribution to your colleagues or clients, cont Note: Ths copy s for your persoal, o-commercal use oly. To order presetato-ready copes for dstrbuto to your colleagues or clets, cotact us at www.rsa.org/rsarghts. Thorste Persgehl, MD Alexader Wall, MD

More information

Pattern Identification of Subthalamic Local Field Potentials in Parkinson's Disease

Pattern Identification of Subthalamic Local Field Potentials in Parkinson's Disease ITM Web of Cofereces, 4 (7) DOI:.5/ tmcof/74 Patter Idetfcato of Subthalamc Local Feld Potetals Parkso's Dsease Ku Zhag,, B Feg,, Yu-Peg Zhag, Yog-Zh Huag,3 ad Shou-Ya Wag,4, * Suzhou Isttute of Bomedcal

More information

An assessment of heavy metals in red sand dunes near Bhimili of Visakhapatnam

An assessment of heavy metals in red sand dunes near Bhimili of Visakhapatnam Avalable ole at www.scholarsresearchlbrary.com Archves of Appled Scece Research, 2013, 5 (1):251-258 (http://scholarsresearchlbrary.com/archve.html) ISSN 0975-508X CODEN (USA) AASRC9 A assessmet of heavy

More information

Two Data sets. Variability. Data Example with the range. Issues with the range. Central Tendency tells part of the story

Two Data sets. Variability. Data Example with the range. Issues with the range. Central Tendency tells part of the story Cetral Tedecy tell part of the tory Numercal Decrptve Meaure for Quattatve data II Dr. Tom Ilveto FREC 408 Image two data et Data et ha a mea, meda, ad mode of 5 Data et ha a mea, meda, ad mode of 5 Two

More information

Efficiency of Modified Lord s Test in Testing Equality of Means: An Empirical Approach through Simulation with Theoretical Proof

Efficiency of Modified Lord s Test in Testing Equality of Means: An Empirical Approach through Simulation with Theoretical Proof Iteratoal Revew of Reearch Emergg Market ad the Global Ecoomy IRREM A Ole Iteratoal Reearch Joural ISSN: 3-300 05 Vol: Iue 4 Effcecy of Modfed Lord Tet Tetg Equalty of Mea: A Emprcal Approach through Smulato

More information

PDF hosted at the Radboud Repository of the Radboud University Nijmegen

PDF hosted at the Radboud Repository of the Radboud University Nijmegen PDF hosted at the Radboud Repostory of the Radboud Uversty Njmege The followg full text s a publsher's verso. For addtoal formato about ths publcato clck ths lk. http://hdl.hadle.et/066/449 Please be advsed

More information

Ontology Mapping: An Information Retrieval and Interactive Activation Network Based Approach

Ontology Mapping: An Information Retrieval and Interactive Activation Network Based Approach Otology Mappg: A Iformato Retreval ad Iteractve Actvato Network Based Approach Mg Mao School of Iformato Sceces Uversty of Pttsburgh mgmao@mal.ss.ptt.edu Abstract. Otology mappg s to fd sematc correspodeces

More information

Draft Guidance on Methylphenidate Hydrochloride

Draft Guidance on Methylphenidate Hydrochloride Cota Nobdg ecommedato raft Gudace o Methylphedate ydrochlorde h draft gudace, oce falzed, wll repreet the Food ad rug Admtrato' (FA') curret thkg o th topc. t doe ot create or cofer ay rght for or o ay

More information

Efficiency of Modified Lord s Test in Testing Equality of Means: An Empirical Approach through Simulation with Theoretical Proof!

Efficiency of Modified Lord s Test in Testing Equality of Means: An Empirical Approach through Simulation with Theoretical Proof! Proceedg of the Secod Aa-Pacfc Coferece o Global Bue, Ecoomc, Face ad Socal Scece AP5Vetam Coferece ISBN: 978--6345-833-6 Daag-Vetam, 0- July, 05 Paper ID: V54 Effcecy of Modfed Lord Tet Tetg Equalty of

More information

Gamma-Normal-Gamma Mixture Model for Detecting Differentially Methylated Loci in Three Breast Cancer Cell Lines

Gamma-Normal-Gamma Mixture Model for Detecting Differentially Methylated Loci in Three Breast Cancer Cell Lines Gamma-Normal-Gamma Mxture Model for Detectg Dfferetally Methylated Loc Three Breast Cacer Cell Les ORIGINAL RESEARCH Abbas Khall, Dust Potter 2,5, Pearlly Ya 2, Lag L 3, Joe Gray 4, Tm Huag 2 ad Shl L,5

More information

SINGLE SIMULATION CONFIDENCE INTERVALS USING THE DELTA METHOD

SINGLE SIMULATION CONFIDENCE INTERVALS USING THE DELTA METHOD Roser Chrstoph ad Masaru Nakao. Sgle Smulato Cofdece Itervals Usg the Delta Method. I Iteratoal Smposum o Schedulg edted b H. Fumoto ad M. Kuroda 63 66. Hamamatsu Japa 00. SINGLE SIMULATION CONFIDENCE

More information

Testing Methods of Minimum Distance. Controlled Tabular Adjustment

Testing Methods of Minimum Distance. Controlled Tabular Adjustment Testg Methods of Mmum Dstace Cotrolled Tabular Adjustmet Jord Castro, Uversty of Cataluya Departmet of Statstcs ad Operatos Research Sarah GIESSING, Federal Statstcal Offce of Germay Dvso Mathematcal Statstcal

More information

INCOME, EDUCATION AND AGE EFFECTS ON MEAT AND FISH DEMAND IN TUNISIA

INCOME, EDUCATION AND AGE EFFECTS ON MEAT AND FISH DEMAND IN TUNISIA Iteratoal Joural of FoodadAgrculturalEcoomcs ISSN 2147-8988 Vol. 1 No. 2 pp. 1-12 INCOME, EDUCATION AND AGE EFFECTS ON MEAT AND FISH DEMAND IN TUNISIA Mohamed Zed Dhraef Laboratory of Agrcultural Ecoomcs,

More information

A New Proposed Statistically-Derived Compromise Cut-off CD4 Count Value for HIV Patients to Start using ARVs

A New Proposed Statistically-Derived Compromise Cut-off CD4 Count Value for HIV Patients to Start using ARVs Amerca Joural of Appled Sceces Orgal Research Paper A New Proposed Statstcally-Derved Compromse Cut-off CD4 Cout Value for HIV Patets to Start usg ARVs Mara Mokgad Lekgayae ad Solly Matshosa Seeletse Departmet

More information

ST Variability Analysis using Triangular Method, Linear Regression and SVM. S. Thulasi Prasad, Dr. S. Varadarajan

ST Variability Analysis using Triangular Method, Linear Regression and SVM. S. Thulasi Prasad, Dr. S. Varadarajan Iteratoal Joural of Scetfc & Egeerg Research, Volume 6, Issue, October-25 ST Varablty Aalyss usg Tragular Method, Lear Regresso ad SVM S. Thulas Prasad, Dr. S. Varadaraja Abstract The Cardo vascular dseases

More information

Investigation of non-covalent complexes of glutathione with common amino acids by electrospray ionization mass spectrometry 1

Investigation of non-covalent complexes of glutathione with common amino acids by electrospray ionization mass spectrometry 1 Acta harmacol S 8 Ju; 9 6: 759 77 Full-legth artcle Ivestgato of o-covalet complexes of glutathoe wth commo amo acds by electrospray ozato mass spectrometry Zhao-yu DAI,4, Ya-qu CHU,4, Bo WU, ag WU, Chua-fa

More information

Automatic MRI Gray Matter Brain Tumor Detection of Segmentation and Deep Brain Structures Based Segmentation Methodology

Automatic MRI Gray Matter Brain Tumor Detection of Segmentation and Deep Brain Structures Based Segmentation Methodology Iteratoal Joural of Medcal Hstology ad Embryology http://www.aras.org/aras/jourals/jmhe Automatc MRI Gray Matter Bra Tumor Detecto of Segmetato ad Deep Bra Structures Based Segmetato Methodology B.BALAKUMAR,

More information

Automatic detection of premature atrial contractions in the electrocardiogram

Automatic detection of premature atrial contractions in the electrocardiogram ЕЛЕКТРОНИКА В МЕДИЦИНАТА Automatc detecto of premature atral cotractos the electrocardogram Vessela T. Krasteva, Irea I. Jekova, Ivaylo I. Chrstov The aalyss of the electrocardographc (ECG) sgals, especally

More information

Economic Analysis of On-line Music: Choice between On-line and Traditional Music Shops* TOSHIAKI TAKITA

Economic Analysis of On-line Music: Choice between On-line and Traditional Music Shops* TOSHIAKI TAKITA Coferece Proceedgs, the 46 th Cogress of the Europea Regoal Scece Assocato, Volos, Greece, August 30 September 3, 2006 Ecoomc Aalyss of O-le Musc: Choce betwee O-le ad Tradtoal Musc Shops* TOSHIAKI TAKITA

More information

VARIANCE INFLATION FACTORS IN REGRESSION MODELS WITH DUMMY VARIABLES

VARIANCE INFLATION FACTORS IN REGRESSION MODELS WITH DUMMY VARIABLES Kasas State Uversty Lbrares Coferece o Appled Statstcs Agrculture - 4th Aual Coferece Proceedgs VARIANCE INFLATION FACTORS IN REGREION MODELS WITH DUMMY VARIABLES Legh Murray He Nguye Yu-Feg Lee Marta

More information

Study of Antioxidant and Antimicrobial Activity of Medicinal Plants Utilized in Cancer Treatment

Study of Antioxidant and Antimicrobial Activity of Medicinal Plants Utilized in Cancer Treatment Research Joural of Recet Sceces ISSN 2277-22 Res. J. Recet. Sc. Study of Atoxdat ad Atmcrobal Actvty of Medcal Plats Utlzed Cacer Treatmet Abstract So Ajal P. ad Chauha Gayatr N. Departmet of Botechology,

More information

Plasma Fibrinopeptide A, /?-Thromboglobulin, and Platelet Factor 4 in Diabetic Retinopathy

Plasma Fibrinopeptide A, /?-Thromboglobulin, and Platelet Factor 4 in Diabetic Retinopathy Ivestgatve Ophthalmology & Vsual Scece, Vol., No., Jue 1988 Copyrght Assocato for Research Vso ad Ophthalmology Plasma Fbropeptde A, /?-Thromboglobul, ad Platelet Factor Dabetc Retopathy Moque 5. Roy,*

More information

International Journal of Mathematical Archive-4(3), 2013, Available online through ISSN

International Journal of Mathematical Archive-4(3), 2013, Available online through  ISSN Iteratioal Joural of Mathematical Archive-4(), 201, 72-76 Available olie through www.ijma.ifo ISSN 2229 5046 QUALITY CONTOL OF SEA, BY USING DIFFEENT CHTS V. Vasu 1*, B. Kumara Swamy Achari 2 ad L. Sriivasulu

More information

Numerical Solutions of Fredholm Integral Equation of Second Kind Using Piecewise Bernoulli Polynomials

Numerical Solutions of Fredholm Integral Equation of Second Kind Using Piecewise Bernoulli Polynomials Nuercl Solutos of Fredhol Itegrl Equto of Secod Kd Usg Pecewse eroull Polyols Afroz Shr, Md. Shfqul Isl* Isttute of Nturl Sceces, Uted Itertol Uversty, Dh-9, gldesh. El: froz_shr77@yhoo.co. Deprtet of

More information

E. Sforza and E. Lugaresi. Sleep Center, Institute of Neurology, University of Bologna, Bologna, Italy

E. Sforza and E. Lugaresi. Sleep Center, Institute of Neurology, University of Bologna, Bologna, Italy leep, 18(3): 195-2 I 1995 Aerca leep Dsorders Assocato ad leep Research ocety Dayte leepess ad Nasal Cotuous Postve Arway Pressure herapy Obstructve leep Apea ydroe Patets: Effects of Chroc reatet ad I-Nght

More information

Empathy in the Clinician Patient Relationship: The Role of Reciprocal Adjustments and Processes of Synchrony

Empathy in the Clinician Patient Relationship: The Role of Reciprocal Adjustments and Processes of Synchrony Research Artcle Empathy the Clca Patet Relatoshp: The Role of Recprocal Adjustmets ad Processes of Sychroy Joural of Patet Experece 2017, Vol. 4(2) 64-68 ª The Author(s) 2017 Reprts ad permsso: sagepub.com/jouralspermssos.av

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

GOALS. Describing Data: Numerical Measures. Why a Numeric Approach? Concepts & Goals. Characteristics of the Mean. Graphic of the Arithmetic Mean

GOALS. Describing Data: Numerical Measures. Why a Numeric Approach? Concepts & Goals. Characteristics of the Mean. Graphic of the Arithmetic Mean GOALS Describig Data: umerical Measures Chapter 3 Dr. Richard Jerz Calculate the arithmetic mea, weighted mea, media, ad mode Explai the characteristics, uses, advatages, ad disadvatages of each measure

More information

What are minimal important changes for asthma measures in a clinical trial?

What are minimal important changes for asthma measures in a clinical trial? Eur Respir J 1999; 14: 23±27 Prited i UK ± all rights reserved Copyright #ERS Jourals Ltd 1999 Europea Respiratory Joural ISSN 0903-1936 What are miimal importat chages for asthma measures i a cliical

More information

Improving the Bioanalysis of Endogenous Bile Acids as Biomarkers for Hepatobiliary Toxicity using Q Exactive Benchtop Orbitrap?

Improving the Bioanalysis of Endogenous Bile Acids as Biomarkers for Hepatobiliary Toxicity using Q Exactive Benchtop Orbitrap? Troy Voelker, Mi Meg Tadem Labs, Salt Lake City, UT Kevi Cook, Patrick Beett Thermo Fisher Scietific, Sa Jose, CA Improvig the Bioaalysis of Edogeous Bile Acids as Biomarkers for Hepatobiliary Toxicity

More information

Review for Chapter 9

Review for Chapter 9 Review for Chapter 9 1. For which of the followig ca you use a ormal approximatio? a) = 100, p =.02 b) = 60, p =.4 c) = 20, p =.6 d) = 15, p = 2/3 e) = 10, p =.7 2. What is the probability of a sample

More information

Should We Care How Long to Publish? Investigating the Correlation between Publishing Delay and Journal Impact Factor 1

Should We Care How Long to Publish? Investigating the Correlation between Publishing Delay and Journal Impact Factor 1 Should We Care How Log to Publish? Ivestigatig the Correlatio betwee Publishig Delay ad Joural Impact Factor 1 Jie Xu 1, Jiayu Wag 1, Yuaxiag Zeg 2 1 School of Iformatio Maagemet, Wuha Uiversity, Hubei,

More information

PERCEPTION OF CRISIS MANAGEMENT: A COMPARATIVE ANALYSIS OF GUATEMALAN AND U.S. SMALL BUSINESSES

PERCEPTION OF CRISIS MANAGEMENT: A COMPARATIVE ANALYSIS OF GUATEMALAN AND U.S. SMALL BUSINESSES PERCEPTION OF CRISIS MANAGEMENT: A COMPARATIVE ANALYSIS OF GUATEMALAN AND U.S. SMALL BUSINESSES Joh E. Splla, Ph.D. Assocate Professor of Bess Pe State Uversty Dubos Dubos, PA 15801 (814 375-4803 jes40@psu.edu

More information

C have deleterious effects on renal function [l]. This

C have deleterious effects on renal function [l]. This Seral Chages Real Fucto Cardac Surgcal Patets Gerald S. Weste, MD, Param S. Rao, PhD, George Vretaks, MD, ad Des H. yras, MD Dvso of Cardothoracc Surgery, he Heart Isttute, og Islad Jewsh Medcal Ceter,

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

1 Barnes D and Lombardo C (2006) A Profile of Older People s Mental Health Services: Report of Service Mapping 2006, Durham University.

1 Barnes D and Lombardo C (2006) A Profile of Older People s Mental Health Services: Report of Service Mapping 2006, Durham University. The Natioal Audit Office udertook a self-assessmet cesus of Commuity Metal Health Teams for Older People (CMHTs) betwee September ad December 2006. The overall fidigs are preseted i the Natioal Audit Office

More information

Contents. Random Variables

Contents. Random Variables Rado Sgal Processg Chapter Rado Varables Chapter Rado Varables Cotets Rado Varables.... Deto o a Rado Varable..... Cuulatve Dstrbuto Fucto CDF..... Probablt Dest Fucto PDF..... partal characteratos...7..

More information

EDEXCEL NATIONAL CERTIFICATE UNIT 28 FURTHER MATHEMATICS FOR TECHNICIANS OUTCOME 1- ALGEBRAIC TECHNIQUES TUTORIAL 3 - STATISTICAL TECHNIQUES

EDEXCEL NATIONAL CERTIFICATE UNIT 28 FURTHER MATHEMATICS FOR TECHNICIANS OUTCOME 1- ALGEBRAIC TECHNIQUES TUTORIAL 3 - STATISTICAL TECHNIQUES EDEXCEL NATIONAL CERTIFICATE UNIT 8 FURTHER MATHEMATICS FOR TECHNICIANS OUTCOME 1- ALGEBRAIC TECHNIQUES TUTORIAL 3 - STATISTICAL TECHNIQUES CONTENTS Be able to apply algebraic techiques Arithmetic progressio

More information

Caribbean Examinations Council Secondary Education Certificate School Based Assessment Additional Math Project

Caribbean Examinations Council Secondary Education Certificate School Based Assessment Additional Math Project Caribbea Examiatios Coucil Secodary Educatio Certificate School Based Assessmet Additioal Math Project Does good physical health ad fitess, as idicated by Body Mass Idex, affect the academic performace

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

Disease Mapping for Stomach Cancer in Libya Based on Besag York Mollié (BYM) Model

Disease Mapping for Stomach Cancer in Libya Based on Besag York Mollié (BYM) Model DI:0.034/APJCP.07.8.6.479 Dsease Mappng for Stomach Cancer n Lbya: Bayesan Study RESEARC ARTICLE Dsease Mappng for Stomach Cancer n Lbya Based on Besag York Mollé (BYM) Model Maryam Ahmed Salem Alhdr *,

More information

Estimation and Confidence Intervals

Estimation and Confidence Intervals Estimatio ad Cofidece Itervals Chapter 9 McGraw-Hill/Irwi Copyright 2010 by The McGraw-Hill Compaies, Ic. All rights reserved. GOALS 1. Defie a poit estimate. 2. Defie level of cofidece. 3. Costruct a

More information

M e sotheliom a. a UK nursing and inform ation project. Mavis Robinson Project Manager

M e sotheliom a. a UK nursing and inform ation project. Mavis Robinson Project Manager M e sotheliom a a UK ursig ad iform atio project Mavis Robiso Project Maager Mesotheliom a Mesothelioma is a cacer. It most commoly affects the outer liig of the lugs (the pleura). I over 70% of cases

More information

Statistical Analysis and Graphing

Statistical Analysis and Graphing BIOL 202 LAB 4 Statistical Aalysis ad Graphig Aalyzig data objectively to determie if sets of data differ ad the to preset data to a audiece succictly ad clearly is a major focus of sciece. We eed a way

More information

Skeletal System. Bones Protect. Bones. Bones Store. Bones Move SECTION 2: THE SKELETAL SYSTEM 4/4/16

Skeletal System. Bones Protect. Bones. Bones Store. Bones Move SECTION 2: THE SKELETAL SYSTEM 4/4/16 Skeletal System Skeletal system: the orga system whose primary fuctio is to support ad protect the body ad to allow the body to move SECTION 2: THE SKELETAL SYSTEM Boes The adult huma skeleto has 206 boes.

More information

Observe! A Popperian Critique of Automatic Content Analysis

Observe! A Popperian Critique of Automatic Content Analysis Observe! A Poppera Crtque of Automatc Cotet Aalyss Peter Ph. Mohler & Corela Zuell ZUMA, Postfach 1 1 55, D-6807 Mahem Abstract There s a revval of automatc cotet aalyss, at least for ope eded questos.

More information

STATISTICAL ANALYSIS & ASTHMATIC PATIENTS IN SULAIMANIYAH GOVERNORATE IN THE TUBER-CLOSES CENTER

STATISTICAL ANALYSIS & ASTHMATIC PATIENTS IN SULAIMANIYAH GOVERNORATE IN THE TUBER-CLOSES CENTER March 3. Vol., No. ISSN 37-3 IJRSS & K.A.J. All rights reserved STATISTICAL ANALYSIS & ASTHMATIC PATIENTS IN SULAIMANIYAH GOVERNORATE IN THE TUBER-CLOSES CENTER Dr. Mohammad M. Faqe Hussai (), Asst. Lecturer

More information

Music Structure based Vector Space Retrieval

Music Structure based Vector Space Retrieval Musc Structure based Vector Space Retreval amuu C. Maddage, Hazhou L Moha S. Kakahall Isttute or Iocomm Research (I 2 R) 2, Heg Mu Keg Terrace, Sgapore 63 {maddage, hl}@2r.a-star.edu.sg School o Computg

More information

Stacy Norman, D.D.S. William A. Stellenwerf, M.S., D.D.S., P.C Timber Shadows Dr., Bldg. A Kingwood, Texas (281)

Stacy Norman, D.D.S. William A. Stellenwerf, M.S., D.D.S., P.C Timber Shadows Dr., Bldg. A Kingwood, Texas (281) Stac Norma, D.D.S. William A. Stellewerf, M.S., D.D.S., P.C. 2325 Timber Shadows Dr., Bldg. A Kigwood, Texas 77339 (281) 359-9100 PERSONAL HISTORY: Date: Name: Birth Date: Sex: Marital Status: Address:

More information

Effect of Preparation Conditions of Activated Carbon Prepared from Rice Husk by ZnCl 2 Activation for Removal of Cu (II) from Aqueous Solution

Effect of Preparation Conditions of Activated Carbon Prepared from Rice Husk by ZnCl 2 Activation for Removal of Cu (II) from Aqueous Solution Iteratioal Joural of Egieerig & Techology IJET-IJENS Vol:10 No:06 8 Effect of Preparatio Coditios of Activated Carbo Prepared from Rice Husk by ZCl Activatio for Removal of Cu (II) from Aqueous Solutio

More information

Plantar Pressure Difference: Decision Criteria of Motor Relearning Feedback Insole for Hemiplegic Patients

Plantar Pressure Difference: Decision Criteria of Motor Relearning Feedback Insole for Hemiplegic Patients 22 4th Iteratioal Coferece o Bioiformatics ad Biomedical Techology IPCBEE vol.29 (22) (22) IACSIT Press, Sigapore Platar Pressure Differece: Decisio Criteria of Motor Relearig Feedback Isole for Hemiplegic

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

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

DEA with Missing Data: An Interval Data Assignment Approach

DEA with Missing Data: An Interval Data Assignment Approach Joual of Optmzato dustal Egeeg 17 (2015) 31-36 wth Mssg Data: A teval Data Assgmet Appoach Reza Kazem Mat a,*, Roza Azz b a Assocate Pofesso, Depatmet of Mathematcs, slamc Azad Uvesty, Kaa Bach, Kaa, a

More information

Measuring Dispersion

Measuring Dispersion 05-Sirki-4731.qxd 6/9/005 6:40 PM Page 17 CHAPTER 5 Measurig Dispersio PROLOGUE Comparig two groups by a measure of cetral tedecy may ru the risk for each group of failig to reveal valuable iformatio.

More information

Objectives. Sampling Distributions. Overview. Learning Objectives. Statistical Inference. Distribution of Sample Mean. Central Limit Theorem

Objectives. Sampling Distributions. Overview. Learning Objectives. Statistical Inference. Distribution of Sample Mean. Central Limit Theorem Objectives Samplig Distributios Cetral Limit Theorem Ivestigate the variability i sample statistics from sample to sample Fid measures of cetral tedecy for distributio of sample statistics Fid measures

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

Antioxidant Potential and Effect of Extraction Solvent on Total Phenol Content, Flavonoids Content and Tannin Content of Ficus palmata Forssk

Antioxidant Potential and Effect of Extraction Solvent on Total Phenol Content, Flavonoids Content and Tannin Content of Ficus palmata Forssk Research rtcle toxdat Potetal ad Effect of o Solvet o Total Pheol otet, Flavoods otet ad Ta otet of Fcus palmata Forssk Dr. rvd Neg*, Kra Dobhal, Pallav Ghldyal Uttarachal Isttutes of Pharmaceutcal Sceces,

More information

Sec 7.6 Inferences & Conclusions From Data Central Limit Theorem

Sec 7.6 Inferences & Conclusions From Data Central Limit Theorem Sec 7. Ifereces & Coclusios From Data Cetral Limit Theorem Name: The Cetral Limit Theorem offers us the opportuity to make substatial statistical predictios about the populatio based o the sample. To better

More information

Rheological Characterization of Fiber Suspensions Prepared from Vegetable Pulp and Dried Fibers. A Comparative Study.

Rheological Characterization of Fiber Suspensions Prepared from Vegetable Pulp and Dried Fibers. A Comparative Study. ANNUAL TRANSACTIONS OF THE NORDIC RHEOLOGY SOCIETY, VOL. 3, 5 Rheological Characterizatio of Fiber Suspesios Prepared from Vegetable Pulp ad Dried Fibers. A Comparative Study. Elea Bayod, Ulf Bolmstedt

More information

Health Concerns Overview

Health Concerns Overview F L A M E R E T A R D A N T S V. Health Cocers Overview Edocrie-disruptig chemicals ca mimic estroges (female sex hormoes), adroges (male sex hormoes), ad thyroid hormoes, which ca cotribute to hormoally

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

CHAPTER NINE: MITOSIS NOTES PT. 3

CHAPTER NINE: MITOSIS NOTES PT. 3 CHAPTER NINE: MITOSIS NOTES PT. 3 The Cellular Basis of Iheritace What Happes Whe Mitosis Goes Wrog?? Cacer Caused by ucotrolled cell reproductio (mitosis) ad severe disruptio of the mechaisms that cotrol

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

Valve Aortic Accessories Trifecta Valve Sizer Set Handles Global Headquarters Cardiovascular Division St. Jude Medical Coordination Center BVBA

Valve Aortic Accessories Trifecta Valve Sizer Set Handles Global Headquarters Cardiovascular Division St. Jude Medical Coordination Center BVBA Trifecta Valve Whe the Goal Is Superior Hemodyamics 1 The Valve Is Trifecta. Itroducig the ext-geeratio pericardial tissue heart valve ad perfect complemet to the lie of tissue valves from St. Jude Medical

More information

Concepts Module 7: Comparing Datasets and Comparing a Dataset with a Standard

Concepts Module 7: Comparing Datasets and Comparing a Dataset with a Standard Cocepts Module 7: Comparig Datasets ad Comparig a Dataset with a Stadard Idepedece of each data poit Test statistics Cetral Limit Theorem Stadard error of the mea Cofidece iterval for a mea Sigificace

More information

2017 Oregon Dental Conference Course Handout

2017 Oregon Dental Conference Course Handout 2017 Orego Detal Coferece Course Hadout Jim Kratochvil, DDS Course 8118: Cliical Approach to the Diagosis of Oral Lesios Thursday, April 6 10:30 am - 12 pm Cliical Approach to Diagosis of Oral Lesios Jim

More information

OPIOID OVERDOSE RELATED EMERGENCY DEPARTMENT VISITS AT PROVIDENCE EVERETT

OPIOID OVERDOSE RELATED EMERGENCY DEPARTMENT VISITS AT PROVIDENCE EVERETT OPIOID OVERDOSE RELATED EMERGENCY DEPARTMENT VISITS AT PROVIDENCE EVERETT Quarterly Report Jue August 2017 Xiyao degrauw Sohomish Health District 3020 Rucker Ave., Everett, WA 98201 Opioid Overdose Related

More information

RADIESSE Dermal Filler for the Correction of Moderate to Severe Facial Wrinkles and Folds, Such As Nasolabial Folds

RADIESSE Dermal Filler for the Correction of Moderate to Severe Facial Wrinkles and Folds, Such As Nasolabial Folds A PATIENT S GUIDE RADIESSE Dermal Filler for the Correctio of Moderate to Severe Facial Wrikles ad Folds, Such As Nasolabial Folds Read all the iformatio before you are treated with Radiesse dermal filler.

More information

Noise Reduction of Steel Cord Conveyor Belt Defect Electromagnetic Signal by Combined Use of Improved Wavelet and EMD

Noise Reduction of Steel Cord Conveyor Belt Defect Electromagnetic Signal by Combined Use of Improved Wavelet and EMD algorthms Artcle Noe Reducto Steel Cord Coveyor Belt Defect Electromagetc Sgal by Combed Use Improved Wavelet Hog-We Ma, Hog-We Fa *, Qg-Hua Mao *, Xu-Hu Zhag Wag Xg School Mechacal Egeerg, X a Uversty

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

Certify your stroke care program. Tell your community you re ready when needed.

Certify your stroke care program. Tell your community you re ready when needed. Certify your stroke care program. Tell your commuity you re ready whe eeded. Stroke Certificatio Optios STROKE READY PRIMARY STROKE Stroke Ready Certificatio Demostrates to commuity emergecy services ad

More information

Meningococcal B Prevention Tools for Your Practice

Meningococcal B Prevention Tools for Your Practice Meigococcal B Prevetio Tools for Your Practice NAPNAP MeB Facts for HCPs Fast Facts Although ucommo, MeB is potetially fatal. 1 MeB symptoms progress quickly; death ca occur i 24 hours or less. MeB accouts

More information

Modified Early Warning Score Effect in the ICU Patient Population

Modified Early Warning Score Effect in the ICU Patient Population Lehigh Valley Health Network LVHN Scholarly Works Patiet Care Services / Nursig Modified Early Warig Score Effect i the ICU Patiet Populatio Ae Rabert RN, DHA, CCRN, NE-BC Lehigh Valley Health Network,

More information

CHAPTER 8 ANSWERS. Copyright 2012 Pearson Education, Inc. Publishing as Addison-Wesley

CHAPTER 8 ANSWERS. Copyright 2012 Pearson Education, Inc. Publishing as Addison-Wesley CHAPTER 8 ANSWERS Sectio 8.1 Statistical Literacy ad Critical Thikig 1 The distributio of radomly selected digits from to 9 is uiform. The distributio of sample meas of 5 such digits is approximately ormal.

More information

Outline. Neutron Interactions and Dosimetry. Introduction. Tissue composition. Neutron kinetic energy. Neutron kinetic energy.

Outline. Neutron Interactions and Dosimetry. Introduction. Tissue composition. Neutron kinetic energy. Neutron kinetic energy. Outlie Neutro Iteractios ad Dosimetry Chapter 16 F.A. Attix, Itroductio to Radiological Physics ad Radiatio Dosimetry Neutro dosimetry Thermal eutros Itermediate-eergy eutros Fast eutros Sources of eutros

More information

Comparison of speed and accuracy between manual and computer-aided measurements of dental arch and jaw arch lengths in study model casts

Comparison of speed and accuracy between manual and computer-aided measurements of dental arch and jaw arch lengths in study model casts Compariso of speed ad accuracy betwee maual ad computeraided measuremets (Diah Wibisoo, et.al.) Compariso of speed ad accuracy betwee maual ad computeraided measuremets of detal arch ad jaw arch legths

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

Pitch Estimation Enhancement Employing Neural Network- Based Music Prediction

Pitch Estimation Enhancement Employing Neural Network- Based Music Prediction Ptch Estmato Ehacemet Employg eural etwor- Based Musc Predcto Mare Szczerba & Adrze Czyżews Soud & Vso Egeerg Departmet Techcal Uversty of Gdańs ul. arutowcza /, PL-895 Gdańs, Polad tel. +48 (58) 347 3

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

Competition, extinction, and the sexuality of species

Competition, extinction, and the sexuality of species A. Zool. Fec 38: 315 330 ISSN 0003-455X Helsk 2001 Fsh Zoologcal ad Botacal Publshg Board 2001 Dedcated to the memory of W. D. Hamlto Competto, extcto, ad the sexualty of speces Waye M. Getz Departmet

More information

Technical Assistance Document Algebra I Standard of Learning A.9

Technical Assistance Document Algebra I Standard of Learning A.9 Techical Assistace Documet 2009 Algebra I Stadard of Learig A.9 Ackowledgemets The Virgiia Departmet of Educatio wishes to express sicere thaks to J. Patrick Liter, Doa Meeks, Dr. Marcia Perry, Amy Siepka,

More information

DISTRIBUTION AND PROPERTIES OF SPERMATOZOA IN DIFFERENT FRACTIONS OF SPLIT EJACULATES*

DISTRIBUTION AND PROPERTIES OF SPERMATOZOA IN DIFFERENT FRACTIONS OF SPLIT EJACULATES* FERTILITY AND STERILITY Copyright 1972 by The Williams & Wilkis Co. Vol. 23, No.4, April 1972 Prited i U.S.A. DISTRIBUTION AND PROPERTIES OF SPERMATOZOA IN DIFFERENT FRACTIONS OF SPLIT EJACULATES* R. ELIASSON,

More information

Chem 135: First Midterm

Chem 135: First Midterm Chem 135: First Midterm September 30 th, 2013 Please provide all aswers i the spaces provided. You are ot allowed to use a calculator for this exam, but you may use (previously disassembled) molecular

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