Heterogeneity of Serum Creatine Kinase Activity among Racial and Gender Groups of the Population

Size: px
Start display at page:

Download "Heterogeneity of Serum Creatine Kinase Activity among Racial and Gender Groups of the Population"

Transcription

1 Heterogeneity of Serum Creatine Kinase Activity among Racial and Gender Groups of the Population EDWARD T. WONG, M.D., CAMILLA COBB, M.D., MARY K. UMEHARA, MT(ASCP), GARY A. WOLFF, M.S.E.E., L. JULIAN HAYWOOD, M.D., THEODORE GREENBERG, M.D., AND S. T. SHAW, JR., M.D. To develop reference ranges for creatine kinase (CK) appropriate for the patient population served by this hospital, levels of serum CK were measured in 1,537 individuals in our employee population. There was substantial heterogeneity in mean, median, and range of CK levels among the several race/ gender subgroups in the population studied. The race/gender subgroups could be placed into three broad groups: a high CK group, composed solely of black men; an intermediate CK group, consisting of nonblack men plus black women; and a low CK group, comprised of nonblack women. Mean CK level of the high CK group was twice that of the intermediate CK group, which, in turn, was twice that of the low CK group. Differences in mean CK values among the subgroups placed into either the intermediate CK group or the low CK group were not significant when tested with analysis of variance. Therefore, practical reference ranges for these groups are as follows: U/L for the high CK group; U/L for the intermediate CK group; and U/L for the low CK group. (Key words: Creatine kinase; Reference ranges) Am J Clin Pathol 1983; 79: MEASUREMENTS OF CREATINE KINASE (CK) levels in serum are important aids in the diagnosis of two major categories of disease: acute myocardial infarction and skeletal muscle disorders A positive CK test result for diagnosis of these disorders often is defined simply as a CK value greater than the upper limit of the reference range provided by the laboratory. Considering their clinical importance, reference ranges for laboratory tests should be defined carefully. However, determining reference ranges seems to be a disarmingly simple task, when in fact it can be a most difficult problem. In practice, reference ranges for laboratory tests often have been determined by performing the tests on a small number of volunteers (often recruited from the laboratory staff) and computing the mean and standard deviation (SD) of the results. 7 Under the assumption that the results of the test are Gaussian in distribution, the reference limits then would be set at the mean ± 2 SD, which are assumed to be the boundaries of the central 95% of the test results among normal or healthy individuals in the population at large. Reference ranges determined in this manner have some potentially Received July 12, 1982; received revised manuscript and accepted for publication September 10, Reprints are not available. Departments of Pathology and Medicine, University of Southern California School of Medicine and Los Angeles County-University of Southern California Medical Center, Los Angeles, California serious shortcomings. First, the underlying distribution of values for the tests in the population often is not Gaussian, nor does it necessarily become Gaussian after various mathematical transformations of the data; reference limits set using the mean ± SD thus are misleading when the distribution of values is non-gaussian. A second and perhaps more serious shortcoming is that the population may not be homogeneous with respect to the laboratory test, so that reference limits may not be applicable to members of groups that were represented either inadequately or not at all among the volunteers recruited for determining the reference range. Defining an appropriate reference range for CK has been a particularly difficult problem. The distribution of CK values in populations of presumably healthy people is skewed and continues to be non-gaussian, even after log transformation of the data. Substantial heterogeneity of CK values has been demonstrated when gender and race are taken into account. 6 ' 8 '" 1418,23 In addition, factors, such as muscle mass and body size, have been described as determinants of CK values in serum. 4,24 Being an urban hospital located near the geographic center of a large metropolitan area, both our patient and employee populations contain diverse racial and ethnic groups. To develop appropriate reference ranges for certain biochemical tests for our patient population, we determined results for these tests on a large sample of our employee population. We found major differences in mean CK level among the race/gender subgroups. This study indicates the complexity of providing reference ranges for CK. Materials and Methods During the period of January 1977 through November 1980, blood samples were drawn from newly hired employees of this medical center with their informed /83/0500/0582 $01.05 American Society of Clinical Pathologists 582

2 Vol. 79 No. 5 HETEROGENEITY OF CREATINE KINASE 583 consent. The employees were seen at the employee health service center at the time of their pre-employment physical examinations; they were screened by the nursing staff on the basis of their responses to health history questionaires and the results of their physical examinations to eliminate those with significant illnesses. Volunteers for this study were asked about their participation in strenuous physical activities, such as running or weightlifting. For purposes of determining reference ranges for CK, values for subjects who admitted to such activities were excluded from the CK data base, because physical exertion is known to produce substantial elevations of serum CK levels ' 24 Any intramuscular or subcutaneous immunization procedures were performed after the blood samples were taken. While these precautions were taken to eliminate values from subjects with extraneous causes of elevated CK, the possibility of having included a few CK values elevated because of strenuous physical exertion, trauma, and other causes, could not be excluded entirely. Blood samples were sent to the clinical chemistry laboratory of the medical center, where they were processed and analyzed in the same manner as for patient samples submitted to the laboratory. A battery of 19 tests, including CK, was performed using two Technicon SMA 12/60 analyzers with separate but slightly overlapping test configurations (until September 1977) or the Technicon SMAC analyzer (after September 1977). CK analysis was performed using Technicon reagents by a modification of the method of Siegel and Cohen. 21 In this method, mercaptoethanol is added to the substrate to maximize the CK activity, and the analysis is performed at 37 C. Results The distributions of CK and of log CK values found in the overall population of healthy employees in the study are shown in Figures 1 and 2. Neither the CK nor the log CK values conform to a Gaussian distribution. Based on parametric statistics for CK values on the overall population (mean CK ± SD = U/L ±215.9 U/L), the reference range could be set at 0 to 543 U/L, representing the mean ± 2 SD. However, these limits were excessively wide, including 99.3% of the overall population, because the SD was increased by the skewness of the distribution as well as by some outliers with very high CK levels. Use of parameters of the distribution of log CK produced a more narrow reference range, U/L (mean ± 2 SD), values which corresponded to the 1.3 and 96.3 percentiles of the population, respectively, and thus were not the boundaries of the central 95%. Since the distribution of log CK was non-gaussian because of significant kurtosis and skewness (P < for both kurtosis and skewness), a non- 30r m T h - T r - r ^ Creatine Kinase (CK), U/L FIG. I. The frequency distribution of creatine kinase values on the overall population of healthy employees plotted on an arithmetic scale of CK values. Because of the extreme skewness of the distribution, the abscissa has been truncated at 500 U/L; thus, 12 individuals with CK levels ranging from 502 to 6755 U/L have been excluded. parametric approach based on percentiles of the distribution would seem to be a preferable means of establishing a reference range. Using the 2.5 and 97.5 percentile values for CK in the overall population, the reference range for CK would be U/L. However, even the latter limits would be inappropriate, since they ignore the differences that existed among the race/gender subgroups. Characteristics of the race/gender subgroups within the overall population of healthy employees are shown in Table 1. The values for the mean, median, SD, and range of CK values seen in each subgroup are shown in Creatine Kinase (CK), U/L FIG. 2. The frequency distribution of creatine kinase values on the overall population of healthy employees plotted on a logarithmic scale of CK values.

3 5g4 WONG ET AL. A.J.C.P. May 1983 Table 1. Characteristics of the Race/Gender Subgroups in the Population of Healthy Employees Studied Age (yr) Weight (lb) Height (in) Subgroups Number Men Black White Hispanic Asian Other Women Black White Hispanic Asian Other ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± ± Table 2; reference ranges based on the 2.5 and 97.5 percentile values for the distribution of CK in each subgroup also are shown. From the data in Table 2, it appeared that the race/gender subgroups could be placed into three broader groups: a high CK group, composed solely of the black men; an intermediate CK group consisting of all nonblack men plus black women; and a low CK group, comprised of all the nonblack women. The validity of placing these subgroups into the three broader groups was tested by analysis of variance (AN- OVA). 1 Differences between the race/gender subgroups placed into the intermediate CK group and into the low CK group were not significant by ANOVA. Thus, the problem of providing clinically useful limits for CK may be simplified to the limits for these three groups, as shown in Table 3. Discussion Significantly higher serum CK levels in black men and women have been reported previously. " 14 The present study on healthy adults confirms and extends these findings concerning racial differences in serum CK levels. In our study, the mean serum CK in black men was more than twice the mean serum CK in white men, and the mean CK value in black women was almost twice that in white women. Two additional racial groups were included in our study, Hispanics and Asians. Hispanic and Asian men had CK values similar to those found in black women and white men, permitting these four subgroups to be placed into the intermediate CK group. Hispanic and Asian women had CK values similar to white women, permitting these three subgroups to be placed into the low CK group. The reasons for racial differences in serum CK levels are not known. Meltzer and Holy examined diet and level of physical activity as causes of black/white differences in serum CK but failed to find significant differences in these factors between blacks and whites of the same sex. 14 As a result of numerous studies, it is well established that, in normal persons, serum CK levels in men are significantly higher than those in fe- Table 2. Creatine Kinase Values on Race/Gender Subgroups of the Healthy Employee Population High CK Group Black men Intermediate CK Group Hispanic men Asian men White men Black women Other men Low CK Group Asian women Hispanic women White women Other women ± ± ± ± ± ± ± 69.2 ± 64.6 ± 78.9 ± Median Minimum Percentiles Maximum

4 Vol. 79 No. 5 HETEROGENEITY OF CREATINE KINASE 585 Table 3. Practical Reference Limits Based on the Boundaries of the Central 95% of the Distribution of CK Values within the High, Intermediate, and Low CK Groups Reference High CK Group (Black men) Intermediate CK Group (Nonblack men and black women) Low CK Group (Nonblack women) males. 6 ' 8 ' 618 ' 23 ' 24 Since skeletal muscle is the largest reservoir of CK in the body, male-female differences in serum CK generally are attributed to the relatively higher muscle mass in men than that in females. 48 '"' 8 Differences in skeletal muscle mass/total body mass ratios also have been invoked to explain racial differences in CK levels. Some investigators have suggested that blacks have higher skeletal muscle mass/total body mass ratios than whites." Olerud and co-workers reported that among Marine Corps recruits who developed acute exertional rhabdomyolysis, blacks had significantly higher peak serum CK, lactate dehydrogenase, aspartate aminotransferase, and myoglobin levels than did nonblacks. 17 Since all of these are constituents of skeletal muscle, Olerud suggested that blacks have a relatively higher skeletal muscle mass than whites. However, it is doubtful that relative muscle mass by itself is sufficient to explain the magnitude of the differences in CK levels between blacks and nonblacks. Meltzer and Holy suggested that racial differences in CK levels may be the result of genetic differences in permeability of the sarcolemma membrane to CK, variations in clearance rates of CK from the vascular compartment, variations in CK activity as measured with in vitro assays, or the presence of inhibitors or activators of CK. 14 The studies of Meltzer and colleagues on monozygotic and dizygotic twins indicated that serum CK activity is at least partially under genetic control It is important to recognize significant racial differences in CK activity, particularly when considering diseases or conditions that are associated with mild to moderate elevations in CK values. Examples would include the use of serum CK levels in screening for carriers of Duchenne's muscular dystrophy 3 or for carriers of malignant hyperpyrexia 2 and even at times in the diagnosis of acute myocardial infarction. While acute myocardial infarction often is associated with pronounced elevations of serum CK levels, it may be associated with only mild to moderate elevations, depending in part on the time that blood is drawn for CK determination in relation to the onset of symptoms and on individual differences in baseline CK levels. Failure to consider racial and gender differences in CK activity may lead to a "positive" interpretation of CK results, which actually may represent normal levels. These falsepositive results could lead to needless and costly diagnostic procedures or specific therapies that may be time consuming or even harmful to the patient. Despite the known heterogeneity of CK values among racial and gender groups, recent studies using measurements of total CK as part of the criteria for diagnosing acute myocardial infarction have persisted in using a single limit to define a positive test result for CK, with the cut-off point being the upper limit of the reference range for CK in their laboratories. Thus, Schroeder and associates defined a positive total CK result as >200 U/ L 20 ; Strauss and Roberts used > 145 U/L 22 ; and Irvin and colleagues used > 130 U/L. 9 These studies did not indicate the manner in which their laboratories determined their reference ranges for CK. As we pointed out previously, many laboratories have determined their reference limits by performing the test on a small number of volunteers, often recruited from the technical staff of the laboratory, which results in a biased or at least a restricted group composed principally of women and containing relatively few representatives of nonwhite racial groups. If we were to base the reference range for CK on volunteers from our laboratory's technical staff (the composition of which is closest to that of our low CK group), we might well define a positive CK result as a value greater than 145 U/L, similar to the definitions used in the cited studies. However, a high proportion of healthy individuals in this study would have "positive" CK levels: 56.6% of black men, 20.1% of white men, 20.0% of Asian men, 19.5% of Hispanic men, and 17.7% of black women. On the other hand, using 358 U/L (the upper boundary of the central 95% of the CK values on the overall population studied) to define a positive CK test result, the definition would be approximately correct for the intermediate CK group (black women plus nonblack men) but would not be appropriate for the low CK or the high CK groups. Therefore, we conclude that it is imperative to use definitions of positive CK test results based on reference limits that take into account the major differences in CK levels that exist among racial and gender groups of healthy individuals. References 1. Dixon WJ: P7D. Description of groups (strata) with histograms and analysis of variance. BMDP Biomedical Computer Programs, P-Series, Edited by WJ Dixon, MB Brown. Berkeley, University of California Press, 1979, pp Ellis FR, Keaney NP, Harriman DGF, et al: Screening for malignant hyperpyrexia. Br Med J 1972; 3:

5 586 WONG ET AL. A.J.C.P. May Gale AN, Murphy EA: The use of serum creatine phosphokinase in genetic counselling for Duchenne muscular dystrophy. II. Review of methods of assay and factors which may be relevant in the interpretation of serum creatine phosphokinase activity. J Chronic Dis 1979; 32: Garcia W: Elevated creatine phosphokinase levels associated with large muscle mass. Another pitfall in evaluating clinical significance of total serum CPK activity. JAMA 1974; 228: Goode DJ, Meltzer HY: Effects of isometric exercise on serum creatine phosphokinase activity. Arch Gen Psychiatry 1976; 33: Griffiths PD: Serum levels of ATP: creatine phosphotransferase (creatine kinase). The normal range and effect of muscular activity. Clin Chim Acta 1966; 13: Harwood SJ, Cole GW: Reference values based on hospital admission laboratory data. JAMA 1978; 240: Hughes BP: A method for estimation of serum creatine kinase and aldolase activity in normal and pathological sera. Clin Chim Acta 1962; 7: Irvin RG, Cobb FR, Roe CR: Acute myocardial infarction and MB creatine phosphokinase. Arch Intern Med 1980; 140: Lott J A, Stang JM: Serum enzymes and isoenzymes in the diagnosis and differential diagnosis of myocardial ischemia and necrosis. Clin Chem 1980; 26: Meltzer HY: Factors affecting serum creatine phosphokinase levels in the general population: The role of race, activity and age. Clin Chim Acta 1971; 33: Meltzer HY, Belmaker R, Wyatt RJ. Pollin W, Cohen S: Serum creatine phosphokinase (CPK) activity in monozygotic twins discordant for schizophrenia. Heritability of serum CPK activity. Compr Psychiatry 1969; 17: Meltzer HY, Dorus E, Grunhaus L, Davis JM, Belmaker R: Genetic control of human plasma creatine phosphokinase activity. Clin Genet 1978; 13: Meltzer HY, Holy PA: Black-white differences in creatine phosphokinase (CPK) activity. Clin Chim Acta 1974; 54: Nuttall FQ, Jones B: Creatine kinase and glutamic-oxaloacetic transaminase activity in serum. Kinetics of change with exercise and effect of physical conditioning. J Lab Clin Med 1968; 71: Nuttall FQ, Wedin DS: A simple, rapid colorimetric method for determination of creatine kinase activity. J Lab Clin Med 1966; 68: Olerud JE, Homer LD, Carroll HW: Incidence of acute exertional rhabdomyolysis. Arch Intern Med 1976; 136: Rosalki SB: An improved procedure for serum creatine phosphokinase determination. J Lab Clin Med 1967; 69: Rosalki SB: Enzymes in diseases of skeletal muscle. The Principles and Practice of Diagnostic Enzymology. Edited by JH Wilkinson. London, Edward Arnold (Publishers), Ltd., 1976, pp Schroeder JS, Lamb IH, Hu M: Do patients in whom myocardial infarction has been ruled out have a better prognosis after hospitalization than those surviving infarction? N Engl J Med 1980;303: Siegel AL, Cohen PS: An automated determination of creatine phosphokinase. Automation in Analytical Chemistry, Technicon Symposia, White Plains, New York, Mediad Inc., 1967, pp Strauss HD, Roberts R: Plasma MB creatine kinase activity and other conventional enzymes. Comparison in patients with chest pain and tachyarrhythmias. Arch Intern Med 1980; 140: Thompson WHS: Determination and statistical analyses of the normal ranges forfiveserum enzymes. Clin Chem Acta 1968; 21: Wilkinson JH, Steciw B: Evaluation of a new procedure for measuring serum creatine kinase activity. Clin Chem 1970; 16:

Applied. Physiology and Occupational Physiology 9 Springer-Verlag 1983

Applied. Physiology and Occupational Physiology 9 Springer-Verlag 1983 Eur J Appl Physiol (1983) 52:75--79 European Journal of Applied Physiology and Occupational Physiology 9 Springer-Verlag 1983 Elevated Serum Creatine Kinase MB and Creatine Kinase BB-isoenzyme Fractions

More information

Physiology and Occupational Physiology 9 Springer-Verlag 1982

Physiology and Occupational Physiology 9 Springer-Verlag 1982 Eur J Appl Physiol (1982) 49:179-186 European Journal of Applied Physiology and Occupational Physiology 9 Springer-Verlag 1982 The Responses of Plasma Biochemical Parameters to a 56-kin Race in Novice

More information

Figure 2. RESULTS DATA ANALYSIS

Figure 2. RESULTS DATA ANALYSIS ANDROGEN PARAMETERS IN HIRSUTE AND NORMAL FEMALE PATIENTS: IS THERE A ROLE FOR THE FREE ANDROGEN INDEX (FAI)? Castracane VD 1, Childress E 1, Tawwater B 1, Vankrieken L 2, El Shami AS 2 ( 1 Department

More information

Newborn Screening for Brain Creatine Deficiency Syndromes

Newborn Screening for Brain Creatine Deficiency Syndromes Newborn Screening for Brain Creatine Deficiency Syndromes Nicola Longo MD PhD Medical Genetics, Pediatrics and Pathology ARUP Laboratories, University of Utah Salt Lake City, Utah 9 April 2013 CREATINE

More information

GSK Medicine: Study Number: Title: Rationale: Phase: Study Period: Study Design: Centres: Indication: Treatment: Objectives:

GSK Medicine: Study Number: Title: Rationale: Phase: Study Period: Study Design: Centres: Indication: Treatment: Objectives: The study listed may include approved and non-approved uses, formulations or treatment regimens. The results reported in any single study may not reflect the overall results obtained on studies of a product.

More information

The study listed may include approved and non-approved uses, formulations or treatment regimens. The results reported in any single study may not

The study listed may include approved and non-approved uses, formulations or treatment regimens. The results reported in any single study may not The study listed may include approved and non-approved uses, formulations or treatment regimens. The results reported in any single study may not reflect the overall results obtained on studies of a product.

More information

Lessons Learned. Angeles National Forest June 8, Heat-related illness; Interagency Hotshot Crew (IHC) crewmember

Lessons Learned. Angeles National Forest June 8, Heat-related illness; Interagency Hotshot Crew (IHC) crewmember Angeles National Forest June 8, 2014 Heat-related illness; Interagency Hotshot Crew (IHC) crewmember Hey Cap. I m callin it! [The crewmember] needs to go to the hospital. EMT rendering aid to crewmember.

More information

Clinical Study Synopsis

Clinical Study Synopsis Clinical Study Synopsis This Clinical Study Synopsis is provided for patients and healthcare professionals to increase the transparency of Bayer's clinical research. This document is not intended to replace

More information

Measurement of the enzymes lactate dehydrogenase

Measurement of the enzymes lactate dehydrogenase J Clin Pathol 1983;36:1371-1376 Measurement of the enzymes lactate dehydrogenase and creatine kinase using reflectance spectroscopy and reagent strips JF STEVENS*t, W. TSANG*, RG NEWALLt From the *Middlesex

More information

M0BCore Safety Profile. Pharmaceutical form(s)/strength: 5 mg SE/H/PSUR/0002/006 Date of FAR:

M0BCore Safety Profile. Pharmaceutical form(s)/strength: 5 mg SE/H/PSUR/0002/006 Date of FAR: M0BCore Safety Profile Active substance: Finasteride Pharmaceutical form(s)/strength: 5 mg P-RMS: SE/H/PSUR/0002/006 Date of FAR: 16.05.2014 4.3 Contraindications Finasteride is not indicated for use in

More information

Study No.: Title: Rationale: Phase: Study Period: Study Design: Centres: Indication: Treatment: Objectives:

Study No.: Title: Rationale: Phase: Study Period: Study Design: Centres: Indication: Treatment: Objectives: The study listed may include approved and non-approved uses, formulations or treatment regimens. The results reported in any single study may not reflect the overall results obtained on studies of a product.

More information

THE BIOLOGY OF THE PRAWN, PALAEMON

THE BIOLOGY OF THE PRAWN, PALAEMON J. mar. bio!. Ass. U.K. (1959) 38 621-627 Printed in Great Britain 621 THE BOLOGY OF THE PRAWN PALAEMON (=LEANDER) SERRA TU S (PENNANT) BY G. R. FORSTER The Plymouth Laboratory n a recent paper Cole (1958)

More information

Elevated creatine kinase levels icd 10

Elevated creatine kinase levels icd 10 Elevated creatine kinase levels icd 10 Search Icd 10 for elevated creatine kinase -- And are adept police scanners To await her own. 1-10- 2017 Search All ICD-10; ICD-10-CM. R74.8 is a billable/specific

More information

Corrected FIM effectiveness as an index independent of FIM score on admission

Corrected FIM effectiveness as an index independent of FIM score on admission 7 Japanese Journal of Comprehensive Rehabilitation Science (2014) Original Article Corrected FIM effectiveness as an index independent of FIM score on admission Makoto Tokunaga, MD, PhD, 1 Ryoji Nakanishi,

More information

QUESTIONNAIRE FOR MEMBERS OF THE PUBLIC

QUESTIONNAIRE FOR MEMBERS OF THE PUBLIC MAHSC Oxygen Project. Questionnaires for members of the public V1 10-12-2011 QUESTIONNAIRE FOR MEMBERS OF THE PUBLIC We would like to know what you think about oxygen therapy as a member of the public.

More information

Control of Vibration at Work

Control of Vibration at Work Control of Vibration at Work 1) POLICY University of Glasgow will put in place measures to protect employees from the risks of Hand Arm Vibration Syndrome (HAVS) and Whole Body Vibration. These measures

More information

IHS AP Statistics Chapter 2 Modeling Distributions of Data MP1

IHS AP Statistics Chapter 2 Modeling Distributions of Data MP1 IHS AP Statistics Chapter 2 Modeling Distributions of Data MP1 Monday Tuesday Wednesday Thursday Friday August 22 A Day 23 B Day 24 A Day 25 B Day 26 A Day Ch1 Exploring Data Class Introduction Getting

More information

Author of: The Six-Pack Diet Plan: The Secrets to Getting Lean Abs and a Rock-Hard Body Permanently

Author of: The Six-Pack Diet Plan: The Secrets to Getting Lean Abs and a Rock-Hard Body Permanently Interview with Rehan Jalali, President, Supplement Research Foundation Author of: The Six-Pack Diet Plan: The Secrets to Getting Lean Abs and a Rock-Hard Body Permanently Background Information: According

More information

Physical Fitness For Futsal Referee Of Football Association In Thailand

Physical Fitness For Futsal Referee Of Football Association In Thailand Journal of Physics: Conference Series PAPER OPEN ACCESS Physical Fitness For Futsal Referee Of Football Association In Thailand To cite this article: Thaweesub Koeipakvaen Acting Sub L.t. 2018 J. Phys.:

More information

Protocol: i-stat Cardiac Troponin I Performance Verification

Protocol: i-stat Cardiac Troponin I Performance Verification Protocol: i-stat Cardiac Troponin I Performance Verification GENERAL INFORMATION Introduction The i-stat cardiac troponin I (ctni) cartridge, used in conjunction with the i-stat 1 Analyzer, is an in vitro

More information

ALTITUDE TRAINING FOR IMPROVING SWIMMING PERFORMANCE AT SEA LEVEL. MITSUMASA MIYASHITA, YOSHITERU MUTOH and YOSHIHARU YAMAMOTO.

ALTITUDE TRAINING FOR IMPROVING SWIMMING PERFORMANCE AT SEA LEVEL. MITSUMASA MIYASHITA, YOSHITERU MUTOH and YOSHIHARU YAMAMOTO. ALTITUDE TRAINING FOR IMPROVING SWIMMING PERFORMANCE AT SEA LEVEL MITSUMASA MIYASHITA, YOSHITERU MUTOH and YOSHIHARU YAMAMOTO Abstract The present study was designed to investigate the effects of low altitude

More information

Competitive Performance of Elite Olympic-Distance Triathletes: Reliability and Smallest Worthwhile Enhancement

Competitive Performance of Elite Olympic-Distance Triathletes: Reliability and Smallest Worthwhile Enhancement SPORTSCIENCE sportsci.org Original Research / Performance Competitive Performance of Elite Olympic-Distance Triathletes: Reliability and Smallest Worthwhile Enhancement Carl D Paton, Will G Hopkins Sportscience

More information

Running head: DATA ANALYSIS AND INTERPRETATION 1

Running head: DATA ANALYSIS AND INTERPRETATION 1 Running head: DATA ANALYSIS AND INTERPRETATION 1 Data Analysis and Interpretation Final Project Vernon Tilly Jr. University of Central Oklahoma DATA ANALYSIS AND INTERPRETATION 2 Owners of the various

More information

Creatine Kinase in Serum: 1. Determination. of Optimum Reaction Conditions. Gabor Szasz, Wolfgang Gruber,2 and Erich Bernt2. Materials and Methods

Creatine Kinase in Serum: 1. Determination. of Optimum Reaction Conditions. Gabor Szasz, Wolfgang Gruber,2 and Erich Bernt2. Materials and Methods CLIN. CHEM. 22/, 6-66 (1976) Creatine Kinase in Serum: 1. Determination of Optimum Reaction Conditions Gabor Szasz, Wolfgang Gruber,2 and Erich Bernt2 To establish optimum conditions for creatine kinase

More information

Insurance. The practical application. of credibility models in the rating of Health

Insurance. The practical application. of credibility models in the rating of Health The practical application of credibility models in the rating of Health Insurance In an increasingly competitive market, fixing insurance premiums is becoming an essential task for insurance companies.

More information

Relationship between Aerobic Training and Testosterone Levels in Male Athletes

Relationship between Aerobic Training and Testosterone Levels in Male Athletes Relationship between Aerobic Training and Testosterone Levels in Male Athletes Siu Yuen Ng Biology 493 13 th December, 2010 Abstract Salivary testosterone levels of 11 athletes and 15 non athletes were

More information

Sandra Nutter, MPH James Sallis, PhD Gregory J Norman, PhD Sherry Ryan, PhD Kevin Patrick, MD, MS

Sandra Nutter, MPH James Sallis, PhD Gregory J Norman, PhD Sherry Ryan, PhD Kevin Patrick, MD, MS Objectively Measured Environmental Correlates of Adolescent Physical Activity Sandra Nutter, MPH James Sallis, PhD Gregory J Norman, PhD Sherry Ryan, PhD Kevin Patrick, MD, MS San Diego State University

More information

SECTION 2 HYDROLOGY AND FLOW REGIMES

SECTION 2 HYDROLOGY AND FLOW REGIMES SECTION 2 HYDROLOGY AND FLOW REGIMES In this section historical streamflow data from permanent USGS gaging stations will be presented and discussed to document long-term flow regime trends within the Cache-Bayou

More information

(c) The hospital decided to collect the data from the first 50 patients admitted on July 4, 2010.

(c) The hospital decided to collect the data from the first 50 patients admitted on July 4, 2010. Math 155, Test 1, 18 October 2011 Name: Instructions. This is a closed-book test. You may use a calculator (but not a cell phone). Make sure all cell-phones are put away and that the ringer is off. Show

More information

Testosterone Hormone Replacement Drug Class Prior Authorization Protocol

Testosterone Hormone Replacement Drug Class Prior Authorization Protocol Testosterone Hormone Replacement Drug Class Prior Authorization Protocol Line of Business: Medicaid P&T Approval Date: February 21, 2018 Effective date: April 1, 2018 This policy has been developed through

More information

The ICL Insider. Lab Testing: Testosterone. In This Issue. The Debate

The ICL Insider. Lab Testing: Testosterone. In This Issue. The Debate The ICL Insider February 2017 Volume 2, Issue 2 Lab Testing: Testosterone In This Issue Testosterone shashtilak@iclabs.ca Next Issue: Expected Release April 2017 The Debate Aging is accompanied by various

More information

STANDARD SCORES AND THE NORMAL DISTRIBUTION

STANDARD SCORES AND THE NORMAL DISTRIBUTION STANDARD SCORES AND THE NORMAL DISTRIBUTION REVIEW 1.MEASURES OF CENTRAL TENDENCY A.MEAN B.MEDIAN C.MODE 2.MEASURES OF DISPERSIONS OR VARIABILITY A.RANGE B.DEVIATION FROM THE MEAN C.VARIANCE D.STANDARD

More information

HHS Public Access Author manuscript Int J Cardiol. Author manuscript; available in PMC 2016 April 15.

HHS Public Access Author manuscript Int J Cardiol. Author manuscript; available in PMC 2016 April 15. FITBIT : AN ACCURATE AND RELIABLE DEVICE FOR WIRELESS PHYSICAL ACTIVITY TRACKING Keith M. Diaz 1, David J. Krupka 1, Melinda J Chang 1, James Peacock 1, Yao Ma 2, Jeff Goldsmith 2, Joseph E. Schwartz 1,

More information

Reduction of Speed Limit at Approaches to Railway Level Crossings in WA. Main Roads WA. Presenter - Brian Kidd

Reduction of Speed Limit at Approaches to Railway Level Crossings in WA. Main Roads WA. Presenter - Brian Kidd Australasian College of Road Safety Conference A Safe System: Making it Happen! Melbourne 1-2 September 2011 Reduction of Speed Limit at Approaches to Railway Level Crossings in WA Radalj T 1, Kidd B 1

More information

Effectiveness of training programmes used in two stables of thoroughbred race horses

Effectiveness of training programmes used in two stables of thoroughbred race horses Polish Journal of Veterinary Sciences Vol. 17, No. 4 (214), 681 685 DOI 1.2478/pjvs-214-99 Original article Effectiveness of training programmes used in two stables of thoroughbred race horses E. Szarska

More information

The Effects of Chronic Creatine Supplementation on Performance and Body Composition of Female Athletes. by Megan Brenner

The Effects of Chronic Creatine Supplementation on Performance and Body Composition of Female Athletes. by Megan Brenner The Effects of Chronic Creatine Supplementation on Performance and Body Composition of Female Athletes by Megan Brenner Thesis submitted to the Faculty of Virginia Polytechnic Institute and State University

More information

STT 315 Section /19/2014

STT 315 Section /19/2014 Name: PID: A STT 315 Section 101 05/19/2014 Quiz 1A 50 minutes 1. A survey by an electric company contains questions on the following: Age of household head, Gender of household head and use of electric

More information

Does wearing a wrist guard affect the site of wrist fracture in snow sports?

Does wearing a wrist guard affect the site of wrist fracture in snow sports? Available online at www.sciencedirect.com Procedia Engineering 60 ( 2013 ) 238 242 6 th Asia-Pacific Congress on Sports Technology (APCST) Does wearing a wrist guard affect the site of wrist fracture in

More information

5.1 Introduction. Learning Objectives

5.1 Introduction. Learning Objectives Learning Objectives 5.1 Introduction Statistical Process Control (SPC): SPC is a powerful collection of problem-solving tools useful in achieving process stability and improving capability through the

More information

The Influence of Heavy Truck Egress Tactics on Ground Reaction Force

The Influence of Heavy Truck Egress Tactics on Ground Reaction Force The Influence of Heavy Truck Egress Tactics on Ground Reaction Force Matthew P. Reed Suzanne G. Hoffman Sheila M. Ebert-Hamilton University of Michigan Transportation Research Institute, 2901 Baxter Road,

More information

Secrets of Abang Sado : Effects of testosterone therapy. Azraai Nasruddin

Secrets of Abang Sado : Effects of testosterone therapy. Azraai Nasruddin + Secrets of Abang Sado : Effects of testosterone therapy Azraai Nasruddin + Testosterone Testosterone : Steroid hormone - Made primarily by the testicles in males - Small amounts produced by the adrenal

More information

occurred during the 1982 Sheffield Marathon (which had a half-marathon option) and relate them to characteristics

occurred during the 1982 Sheffield Marathon (which had a half-marathon option) and relate them to characteristics 10 Brit J. Sports Med. - Vol. 17, No. 1, March 1983, pp. 10-15 J. P. Nicholl B. T. Williams INJURIES SUSTAINED BY RUNNERS DURING A POPULAR MARATHON J. P. NICHOLL, BA, MSc, Statistician and B. T. WILLIAMS,

More information

Improving the Australian Open Extreme Heat Policy. Tristan Barnett

Improving the Australian Open Extreme Heat Policy. Tristan Barnett Improving the Australian Open Extreme Heat Policy Tristan Barnett Introduction One of the characteristics of tennis is that you do not know when the match is going to finish, and a long match is a real

More information

Analysis of Foot Pressure Variation with Change in Stride Length

Analysis of Foot Pressure Variation with Change in Stride Length IOSR Journal of Dental and Medical Sciences (IOSR-JDMS) e-issn: 2279-853, p-issn: 2279-861.Volume 13, Issue 1 Ver. IV (Oct. 214), PP 46-51 Dr. Charudatta V. Shinde, M.S. MCh ( Orthopaedics ), Dr. Weijie

More information

Drug Class Monograph

Drug Class Monograph Drug Class Monograph Class: Testosterone Hormone Replacement Drug: Androderm (testosterone transdermal system), Androgel (testosterone topical gel), Axiron (testosterone topical solution), Aveed (testosterone

More information

Effects of directionality on wind load and response predictions

Effects of directionality on wind load and response predictions Effects of directionality on wind load and response predictions Seifu A. Bekele 1), John D. Holmes 2) 1) Global Wind Technology Services, 205B, 434 St Kilda Road, Melbourne, Victoria 3004, Australia, seifu@gwts.com.au

More information

Averages. October 19, Discussion item: When we talk about an average, what exactly do we mean? When are they useful?

Averages. October 19, Discussion item: When we talk about an average, what exactly do we mean? When are they useful? Averages October 19, 2005 Discussion item: When we talk about an average, what exactly do we mean? When are they useful? 1 The Arithmetic Mean When we talk about an average, we can mean different things

More information

SUPPLEMENTARY APPENDIX. Ary Serpa Neto MD MSc, Fabienne D Simonis MD, Carmen SV Barbas MD PhD, Michelle Biehl MD, Rogier M Determann MD PhD, Jonathan

SUPPLEMENTARY APPENDIX. Ary Serpa Neto MD MSc, Fabienne D Simonis MD, Carmen SV Barbas MD PhD, Michelle Biehl MD, Rogier M Determann MD PhD, Jonathan 1 LUNG PROTECTIVE VENTILATION WITH LOW TIDAL VOLUMES AND THE OCCURRENCE OF PULMONARY COMPLICATIONS IN PATIENTS WITHOUT ARDS: a systematic review and individual patient data metaanalysis SUPPLEMENTARY APPENDIX

More information

American River College Student Equity Disproportionate Impact Analyses Fall 2015

American River College Student Equity Disproportionate Impact Analyses Fall 2015 Disproportionate Impact Analyses Fall 2015 This document introduces the set of data ARC s Research Office compiled in Fall 2015. The data reported here were sourced from the California Community College

More information

Cabrillo College Transportation Study

Cabrillo College Transportation Study Cabrillo College Transportation Study Planning and Research Office Terrence Willett, Research Analyst, Principle Author Jing Luan, Director of Planning and Research Judy Cassada, Research Specialist Shirley

More information

The effect of a hospital oxygen therapy guideline on the prescription of oxygen therapy

The effect of a hospital oxygen therapy guideline on the prescription of oxygen therapy The effect of a hospital oxygen therapy guideline on the prescription of oxygen therapy Rachelle Asciak, Caroline Gouder, Maria Ciantar, Julia Tua, Valerie Anne Fenech, Stephen Montefort Abstract Aim:

More information

Evaluation of pedestrians speed with investigation of un-marked crossing

Evaluation of pedestrians speed with investigation of un-marked crossing Evaluation of pedestrians speed with investigation of un-marked crossing Iraj Bargegol, Naeim Taghizadeh, Vahid Najafi Moghaddam Gilani Abstract Pedestrians are one of the most important users of urban

More information

b) (2 pts.) Does the study show that drinking 4 or more cups of coffee a day caused the higher death rate?

b) (2 pts.) Does the study show that drinking 4 or more cups of coffee a day caused the higher death rate? Question 1 (10 pts) A study published in the August 15, 2017 issue of Mayo Clinic Proceedings tracked 44,000 people aged 20 to 87 for an average of about 16 years and found that those who drank 4 or more

More information

Missing Opportunities: Racial and Ethnic Disparities in the Twin Cities Metro in 2016

Missing Opportunities: Racial and Ethnic Disparities in the Twin Cities Metro in 2016 New MetroStats Missing Opportunities: Racial and Ethnic Disparities in the Twin Cities Metro in 2016 10/2/2017 Community Development Committee What s New American Community Survey data released (9/14)

More information

JEPonline Journal of Exercise Physiologyonline

JEPonline Journal of Exercise Physiologyonline Walking Technique and Estimated VO 2 max Values 21 JEPonline Journal of Exercise Physiologyonline Official Journal of The American Society of Exercise Physiologists (ASEP) ISSN 1097-9751 An International

More information

Testosterone Hormone Replacement Drug Class Prior Authorization Protocol

Testosterone Hormone Replacement Drug Class Prior Authorization Protocol Line of business: Medi-Cal Effective Date: August 16, 2017 Revision Date: August 16, 2017 Testosterone Hormone Replacement Drug Class Prior Authorization Protocol This policy has been developed through

More information

Health Beyond Healthcare The Chronic Disease Impacts of Neighborhood Design. Erik J. Aulestia, AICP Principal, Torti Gallas + Partners

Health Beyond Healthcare The Chronic Disease Impacts of Neighborhood Design. Erik J. Aulestia, AICP Principal, Torti Gallas + Partners Health Beyond Healthcare The Chronic Disease Impacts of Neighborhood Design Erik J. Aulestia, AICP Principal, Torti Gallas + Partners Prior to 20th Century How should a city look and function? Architects

More information

Lung Volumes and Capacities

Lung Volumes and Capacities Lung Volumes and Capacities Normally the volume of air entering the lungs during a single inspiration is approximately equal to the volume leaving on the subsequent expiration and is called the tidal volume.

More information

PHARMACOLOGY LABORATORY 2 PHARMACOKINETIC LABORATORY

PHARMACOLOGY LABORATORY 2 PHARMACOKINETIC LABORATORY PHARMACOLOGY LABORATORY 2 PHARMACOKINETIC LABORATORY OBJECTIVES: 1. Reinforce the different concepts of pharmacokinetics which were presented in lecture using computer simulation of one and multiple compartment

More information

STUDY PERFORMANCE REPORT

STUDY PERFORMANCE REPORT STUDY PERFORMANCE REPORT State: Michigan Project No.: F-80-R-7 Study No.: 230654 Title: Evaluation of brown trout and steelhead competitive interactions in Hunt Creek, Michigan. Period Covered: October

More information

A Comparative Study of Running Agility, Jumping Ability and Throwing Ability among Cricket Players

A Comparative Study of Running Agility, Jumping Ability and Throwing Ability among Cricket Players Research Journal of Physical Education Sciences ISSN 2320 9011 A Comparative Study of Running Agility, Jumping Ability and Throwing Ability among Cricket Players Abstract Karunesh Kumar 1, Manjit Singh

More information

Chapter 2: Modeling Distributions of Data

Chapter 2: Modeling Distributions of Data Chapter 2: Modeling Distributions of Data Section 2.1 The Practice of Statistics, 4 th edition - For AP* STARNES, YATES, MOORE Chapter 2 Modeling Distributions of Data 2.1 2.2 Normal Distributions Section

More information

Benign liver cyst icd 10

Benign liver cyst icd 10 Benign liver cyst icd 10 Free, official coding info for 2018 ICD - 10 -CM N83.8 - includes detailed rules, notes, synonyms, ICD -9-CM conversion, index and annotation crosswalks, DRG grouping and. 001

More information

Legendre et al Appendices and Supplements, p. 1

Legendre et al Appendices and Supplements, p. 1 Legendre et al. 2010 Appendices and Supplements, p. 1 Appendices and Supplement to: Legendre, P., M. De Cáceres, and D. Borcard. 2010. Community surveys through space and time: testing the space-time interaction

More information

Biltmore Challenge 2011 Final Report Draft 1

Biltmore Challenge 2011 Final Report Draft 1 Biltmore Challenge 2011 Final Report Draft 1 Michael I. Lindinger, PhD, Dept. of Human Health and Nutritional Sciences, University of Guelph, Guelph, ON, Canada N1G 2W1 Email: mlinding@uoguelph.ca The

More information

LQG Based Robust Tracking Control of Blood Gases during Extracorporeal Membrane Oxygenation

LQG Based Robust Tracking Control of Blood Gases during Extracorporeal Membrane Oxygenation 2011 American Control Conference on O'Farrell Street, San Francisco, CA, USA June 29 - July 01, 2011 LQG Based Robust Tracking Control of Blood Gases during Extracorporeal Membrane Oxygenation David J.

More information

Analysis of Traditional Yaw Measurements

Analysis of Traditional Yaw Measurements Analysis of Traditional Yaw Measurements Curiosity is the very basis of education and if you tell me that curiosity killed the cat, I say only the cat died nobly. Arnold Edinborough Limitations of Post-

More information

Supplementary Online Content

Supplementary Online Content Supplementary Online Content McEvoy JP, Byerly M, Hamer RM, et al. Effectiveness of Paliperidone Palmitate vs Haloperidol Decanoate for Maintenance Treatment of Schizophrenia: a Randomized Clinical Trial.

More information

WATER OIL RELATIVE PERMEABILITY COMPARATIVE STUDY: STEADY VERSUS UNSTEADY STATE

WATER OIL RELATIVE PERMEABILITY COMPARATIVE STUDY: STEADY VERSUS UNSTEADY STATE SCA2005-77 1/7 WATER OIL RELATIVE PERMEABILITY COMPARATIVE STUDY: STEADY VERSUS UNSTEADY STATE 1 Marcelo M. Kikuchi, 1 Celso C.M. Branco, 2 Euclides J. Bonet, 2 Rosângela M.Zanoni, 1 Carlos M. Paiva 1

More information

Introduction to ICD-10-CM. Improving the Financial Health of the Practices we Serve.

Introduction to ICD-10-CM. Improving the Financial Health of the Practices we Serve. Improving the Financial Health of the Practices we Serve. What is ICD-10???? ICD-10 replaces the ICD-9 code sets and includes updated NEW medical terminology and updated classification of diseases. The

More information

Effective Use of Box Charts

Effective Use of Box Charts Effective Use of Box Charts Purpose This tool provides guidelines and tips on how to effectively use box charts to communicate research findings. Format This tool provides guidance on box charts and their

More information

REPLACING REDUNDANT STABILOMETRY PARAMETERS WITH RATIO AND MAXIMUM DEVIATION PARAMETERS

REPLACING REDUNDANT STABILOMETRY PARAMETERS WITH RATIO AND MAXIMUM DEVIATION PARAMETERS Proceedings of the 12th IASTED International Conference Biomedical Engineering (BioMed 2016) February 15-16, 2016 Innsbruck, Austria REPLACING REDUNDANT STABILOMETRY PARAMETERS WITH RATIO AND MAXIMUM DEVIATION

More information

Walking speemtmmkubjects and amputees: aspects of validity of gait analysis

Walking speemtmmkubjects and amputees: aspects of validity of gait analysis Prostheticsand Orthoti~Inte~national, 1993, 17, 78-82 Walking speemtmmkubjects and : aspects of validity of gait analysis A. M. BOONSTRA*, V. FIDLER** and W. H. EISMA* *Department of Rehabilitation Medicine,

More information

Data Set 7: Bioerosion by Parrotfish Background volume of bites The question:

Data Set 7: Bioerosion by Parrotfish Background volume of bites The question: Data Set 7: Bioerosion by Parrotfish Background Bioerosion of coral reefs results from animals taking bites out of the calcium-carbonate skeleton of the reef. Parrotfishes are major bioerosion agents,

More information

Newborn Screening for Guanidinoacetate Methyltransferase (GAMT) deficiency. Marzia Pasquali, PhD, FACMG

Newborn Screening for Guanidinoacetate Methyltransferase (GAMT) deficiency. Marzia Pasquali, PhD, FACMG Newborn Screening for Guanidinoacetate Methyltransferase (GAMT) deficiency Marzia Pasquali, PhD, FACMG Professor of Pathology, University of Utah School of Medicine Medical Director, Biochemical Genetics

More information

A Case Study of Leadership in Women s Intercollegiate Softball. By: DIANE L. GILL and JEAN L. PERRY

A Case Study of Leadership in Women s Intercollegiate Softball. By: DIANE L. GILL and JEAN L. PERRY A Case Study of Leadership in Women s Intercollegiate Softball By: DIANE L. GILL and JEAN L. PERRY Gill, D.L. & Perry, J.L. (1979). A case study of leadership in women's intercollegiate softball. International

More information

The Wilson and Jungner principles of screening and genetic testing

The Wilson and Jungner principles of screening and genetic testing Leeds Institute of Health Sciences The Wilson and Jungner principles of screening and genetic testing Professor Darren Shickle Academic Unit of Public Health European Forum for Evidenced-based Prevention

More information

MEDICAL DEPARTMENT PASSENGER INFORMATION PHYSICIAN INFORMATION

MEDICAL DEPARTMENT PASSENGER INFORMATION PHYSICIAN INFORMATION MON-FRI 06:00-20:00 EST MEDICAL DEPARTMENT SAT-SUN 06:00-18 :00 EST Email : acmedical@aircanada.ca Fax 1-888-334-7717 (Toll-free from North America) Telephone 1-800-667-4732 (Toll-free from North America)

More information

2015 Origin/Destination Study

2015 Origin/Destination Study 2015 Origin/Destination Study Research Report for Prepared by: March 2016 Table of Contents Summary of Findings... 7 Rider Profile... 7 Frequency of Use... 7 Transit Dependence... 7 Age... 7 Income...

More information

Citation for published version (APA): Canudas Romo, V. (2003). Decomposition Methods in Demography Groningen: s.n.

Citation for published version (APA): Canudas Romo, V. (2003). Decomposition Methods in Demography Groningen: s.n. University of Groningen Decomposition Methods in Demography Canudas Romo, Vladimir IMPORTANT NOTE: You are advised to consult the publisher's version (publisher's PDF) if you wish to cite from it. Please

More information

Energy Metabolism. Symptoms of Tying-up

Energy Metabolism. Symptoms of Tying-up TYING-UP IN HORSES Research Leads to Dietary and Exercise Management Strategies by Stephanie J. Valberg, D.V.M., Ph.D., College of Veterinary Medicine, University of Minnesota, St. Paul, Minnesota Tying-up,

More information

Pelvic mass icd 10 code

Pelvic mass icd 10 code Pelvic mass icd 10 code The Borg System is 100 % Pelvic mass icd 10 code Abdominal or pelvic swelling, mass, or lump, other specified site (approximate match). This is the official approximate match mapping

More information

Lower Columbia River Dam Fish Ladder Passage Times, Eric Johnson and Christopher Peery University of Idaho

Lower Columbia River Dam Fish Ladder Passage Times, Eric Johnson and Christopher Peery University of Idaho Lower Columbia River Dam Fish Ladder Passage Times, 3 Eric Johnson and Christopher Peery University of Idaho As per your request, we have assembled passage times at Lower Columbia River fish ladders. Ladder

More information

Full file at

Full file at Chapter 2 1. Describe the distribution. survival times of persons diagnosed with terminal lymphoma A) approximately normal B) skewed left C) skewed right D) roughly uniform Ans: C Difficulty: low 2. Without

More information

Hospital Admissions in the Northern Territory

Hospital Admissions in the Northern Territory Hospital Admissions in the Northern Territory 1976-28 www.healthynt.nt.gov.au Hospital Admissions in the Northern Territory, 1976 to 28 Shu Qin Li Sabine Pircher Steve Guthridge John Condon Jo Wright Acknowledgements

More information

imágenes en el Hospital Clinic

imágenes en el Hospital Clinic Experiencias en telepatología y digitalización masiva de Centre de Diagnòstic Biomèdic imágenes en el Hospital Clinic Jaume Ordi M.D., Ph.D. Department of Pathology Hospital Clínic Barcelona jordi@clinic.ub.es

More information

Exploring Measures of Central Tendency (mean, median and mode) Exploring range as a measure of dispersion

Exploring Measures of Central Tendency (mean, median and mode) Exploring range as a measure of dispersion Unit 5 Statistical Reasoning 1 5.1 Exploring Data Goals: Exploring Measures of Central Tendency (mean, median and mode) Exploring range as a measure of dispersion Data: A set of values. A set of data can

More information

Arch Height and Running Shoes: The Best Advice to Give Patients

Arch Height and Running Shoes: The Best Advice to Give Patients Arch Height and Running Shoes: The Best Advice to Give Patients by Thomas C. Michaud, DC Published May 1, 2014 by Dynamic Chiropractic Magazine Because runners with different arch heights are prone to

More information

Hazard Communication Plan (HCP) 29 CFR

Hazard Communication Plan (HCP) 29 CFR Hazard Communication Plan (HCP) 29 CFR 1910.1200 METHODIST UNIVERSITY Environmental Health and Safety Office Hazard Communication Plan (HCP) 1910.1200 OSHA Hazard Communication Revision 3 May 2018 Estimated

More information

The Surfer Health Study

The Surfer Health Study The Surfer Health Study Surfrider Foundation collaborated with scientists at Southern California Coastal Water Research Project (SCCWRP); University of California, Berkeley, School of Public Health; and

More information

THE IMPACT OF GURNEY DESIGN ON EMS PERSONNEL

THE IMPACT OF GURNEY DESIGN ON EMS PERSONNEL THE IMPACT OF GURNEY DESIGN ON EMS PERSONNEL Tycho K. Fredericks, Steven E. Butt, and Ashley Hovenkamp Human Performance Institute Department of Industrial and Manufacturing Engineering College of Engineering

More information

Gait Analyser. Description of Walking Performance

Gait Analyser. Description of Walking Performance Gait Analyser Description of Walking Performance This brochure will help you to understand clearly the parameters described in the report of the Gait Analyser, provide you with tips to implement the walking

More information

CHAPTER IV FINITE ELEMENT ANALYSIS OF THE KNEE JOINT WITHOUT A MEDICAL IMPLANT

CHAPTER IV FINITE ELEMENT ANALYSIS OF THE KNEE JOINT WITHOUT A MEDICAL IMPLANT 39 CHAPTER IV FINITE ELEMENT ANALYSIS OF THE KNEE JOINT WITHOUT A MEDICAL IMPLANT 4.1 Modeling in Biomechanics The human body, apart of all its other functions is a mechanical mechanism and a structure,

More information

CAPACITY ESTIMATION OF URBAN ROAD IN BAGHDAD CITY: A CASE STUDY OF PALESTINE ARTERIAL ROAD

CAPACITY ESTIMATION OF URBAN ROAD IN BAGHDAD CITY: A CASE STUDY OF PALESTINE ARTERIAL ROAD VOL. 13, NO. 21, NOVEMBER 218 ISSN 1819-668 26-218 Asian Research Publishing Network (ARPN). All rights reserved. CAPACITY ESTIMATION OF URBAN ROAD IN BAGHDAD CITY: A CASE STUDY OF PALESTINE ARTERIAL ROAD

More information

breathing oxygen-rich gas mixtures" was made in 1911 by Benedict the London Hospital.

breathing oxygen-rich gas mixtures was made in 1911 by Benedict the London Hospital. THE; EFFECT OF INHALATION OF OXYGEN ON THE RATE OF THE PULSE IN HEALTH. BY JOHN PARKINSON, M.D., M.R.C.P., Medical Registrar to the London Hospital. NONE of the early workers on the effect of oxygen on

More information

TESTOFEN HUMAN CLINICAL TRIAL GENCOR PACIFIC, INC. Copyright 2006 by Gencor Pacific, Inc.

TESTOFEN HUMAN CLINICAL TRIAL GENCOR PACIFIC, INC. Copyright 2006 by Gencor Pacific, Inc. GENCOR PACIFIC, INC. 920 E. Orangethorpe Avenue, Suite B, Anaheim, CA 92801 Ph: 714.870.8723 714.870.8724 efax: 732.875.0306 drjit@gencorpacific.com gita@gencorpacific.com www.gencorpacific.com TESTOFEN

More information

HEALTH INSURANCE COVERAGE STATUS American Community Survey 1-Year Estimates

HEALTH INSURANCE COVERAGE STATUS American Community Survey 1-Year Estimates S2701 HEALTH INSURANCE COVERAGE STATUS 2014 American Community Survey 1-Year Estimates Supporting documentation on code lists, subject definitions, data accuracy, and statistical testing can be found on

More information

PAN AMERICAN GYMNASTICS UNION

PAN AMERICAN GYMNASTICS UNION TECHNICAL REGULATIONS - 2012 WOMEN S ARTISTIC GYMNASTICS INTRODUCTION These Technical Regulations are made under, and in conformity with, the Statutes of the Pan American Gymnastics Union. In consequence,

More information

LOW PRESSURE EFFUSION OF GASES revised by Igor Bolotin 03/05/12

LOW PRESSURE EFFUSION OF GASES revised by Igor Bolotin 03/05/12 LOW PRESSURE EFFUSION OF GASES revised by Igor Bolotin 03/05/ This experiment will introduce you to the kinetic properties of low-pressure gases. You will make observations on the rates with which selected

More information

Is lung capacity affected by smoking, sport, height or gender. Table of contents

Is lung capacity affected by smoking, sport, height or gender. Table of contents Sample project This Maths Studies project has been graded by a moderator. As you read through it, you will see comments from the moderator in boxes like this: At the end of the sample project is a summary

More information