COGNITIVE PERFORMANCE DEFICIT REGRESSED ON ALCOHOL DOSAGE

Size: px
Start display at page:

Download "COGNITIVE PERFORMANCE DEFICIT REGRESSED ON ALCOHOL DOSAGE"

Transcription

1 COGNITIVE PERFORMANCE DEFICIT REGRESSED ON ALCOHOL DOSAGE Robert S. Kennedy, Robert L. Wilkes, Essex Corporation, Orlando, Florida, U.S.A.; and Gene G. Rugotzke, Wyoming Public Health Laboratory, Cheyenne, Wyoming, U.S.A. Summary. The purpose of this experiment to was relate cognitive performance deficits to circulating blood alcohol levels. Blood alcohol concentration (BAC) was carefully monitored in 18 subjects across four BAC treatments (0.00, 0.05, 0.10, & 0.15). The cognitive performance tests were administered when subjects were at the target BAC. Additionally, field sobriety measures were obtained for comparison. Results indicated that performance decrements were proportional to BAC on eight of the nine cognitive tests employed and on all of the field sobriety measures. It was also determined that the cognitive tests add variance to the prediction of BAC that is unique from variance predicted by the field sobriety measures. Although motor skills such as braking and steering are important elements in driving, behaviorally complex elements including perception, cognition, information processing, and decision making are also critically involved. More information in the scientific literature is available for the former than the latter, perhaps because of the difficulties associated with assessment of the more complex mental functions. For the past 10 years we have been engaged in the development of a multi-purpose, microbased battery of cognitive tests. Presently, a menu of 30 tests is available which possess what we consider to be the requisite metric properties of stability and reliability. It was our hypothesis that performance deficits on tests in this battery may be correlated with circulating blood alcohol levels. The secondary purpose of this experiment was to seek additional validation of the U.S. Department of Transportation recommended field sobriety test (National Highway Traffic Safety Administration, 1984). METHODS Subjects. Eighteen male subjects, 21 years of age or older, attending Casper College, Casper, Wyoming served as subjects. Acceptable candidates were those indicating some, but not excessive, experience with alcohol, no past history of chronic dependency of any type, good general health, and indications of low risk for future alcohol-based problems. Experimental Design. Subjects were randomly assigned to a series of three BAC treatments and one placebo condition over four separate testing sessions. Each subject was tested for performance decrements at 0.00, and approximately 0.05, 0.10, and 0.15 BACs. Order effects were controlled through the serial use of Latin Square randomization techniques (Edwards, 1985, pp ). Each subject served as his own control with performance measures completed both prior to and after the treatment. Blood alcohol concentrations were closely monitored by breath testing procedures until prescribed treatment levels were attained. Corresponding whole blood, blood sera, and urine measures were then obtained. Double-blind procedures were employed across all testing sessions to control for experimenter and subject expectancy effects. 354

2 Blood alcohol concentration was manipulated by administering alcoholic drinks mixed from orange, tomato or fruit juice and grain alcohol (95% alcohol) with 2.5 ml drops of rum extract floated on top. Drinks were premixed for each subject with weight and BAC treatment condition determining the proportions of alcohol. Proportions of grain alcohol and juice were combined to raise a subject BAC slightly above the target level permitting monitoring on the descending limb of the BAC curve. The amount of grain alcohol in milliliters was calculated using a condensed version of the Widmark Equation: ml grain alcohol = (200/190) (30) (subject weight in pounds) (target BAC ). If the target was 0.00, then no grain alcohol was used in the placebo preparation. Performance was assessed with both the Automated Performance Test System (APTS) and standard law enforcement field sobriety tests. The APTS battery was composed of nine subtests, previously evaluated relative to repeated-measures selection criteria. The nine subtests are listed in Figure 1 and the repeated-measures selection criteria are fully discussed elsewhere (Kennedy, Wilkes, Lane, & Homick, 1985). Collectively, the nine subtests have been demonstrated to identify four separate factors including: motor speed, symbol manipulation/reasoning, cognitive processing speed, and speed of response selection. Three common procedures for roadside testing of intoxication were also employed. The procedure included the Gaze Nystagmus test (GN), Walk-and-Turn test (W&T), and the One-Leg Stand test (OLS). The testing and scoring procedures have been standardized and are described in more detail elsewhere (National Highway Traffic Safety Administration, 1984). Apparatus. Testing with the APTS was conducted with eight NEC PC8201A microcomputers. RESULTS Statistical analyses were performed using measures from three distinct sources: the Automated Performance Test Battery, biochemical data collection, and performance on field sobriety tests. The test battery variables included number correct, average response latency, and percent correct scores for each test administered, but only number correct is reported here. Biochemical measures consisted of whole blood, blood serum, urine, and two breath measures (initial and final), all recorded at each blood alcohol level treatment administered (i.e., from 0.0 to 0.15 BAC). The interrelationships of these measures are reported elsewhere (Rugotzke, Wilkes & Kennedy, 1989), and in this report, whole blood was employed as the sole criterion. Field sobriety test scores were obtained for three tests: Gaze Nystagmus, One-Leg Stand, and Walk and Turn. Automated Performance Test System (APTS) Measures. Figure 1 shows the mean performances during the time when the alcohol dosage was at the four prescribed levels for the nine performance tests. Graphically, it may be seen that there are generally monotonic relationships between mean performance and BAC with the greatest change occurring for the.15 BAC level. In order to maximize statistical power, the performance data obtained for the four experimental trials were analyzed in a repeated measures ANOVA framework. Each subject was considered to have received exposures to four treatment levels (.00,.05,.10, and.15 BAC). To enhance interpretability each test was analyzed separately 355

3 yielding a total of nine analyses for APTS. Two problems attend such a strategy: 1) the individual blood alcohol concentrations may contain additional predictive power and 2) multiple comparisons do not provide protection for the type I error rate; that is, by testing the same sample over and over we increase the chance of finding a difference where none exists. Analyses to account for the first problem are covered below. To offset the increase in type I bias, we selected a higher than usual alpha level for acceptance of significance, in this case a cut-off of.001 was adopted. The resulting probability values for the APTS tests are shown underneath each curve in Figure 1. Only one test did not show a significant decrement from placebo at our selected alpha level - Grammatical Reasoning. The remaining APTS tests were significant in excess of P <.001 level. Next, we sought a method of analysis which would elucidate whether there was additional strength in individual levels of measured alcohol concentration x magnitude of the performance deficit. To this end, EACH subject's score for EACH test was regressed against (correlated with) HIS alcohol concentration (whole blood) value measured at the time of his performance. Thus, an individual predictive validity (in the form of a Pearson product moment correlation coefficient) was obtained for all tests and for each subject. In order to average these individual predictive relationships, the obtained correlations were converted to Fisher's Z, and a group average was calculated. The obtained value then was returned to a Pearson correlation and it was considered that this average correlation over all the subjects would index the strength of the predictive relationship between the two measures. Table 1 shows correlations of the nine tests rank ordered by strength of relationship. It may be seen that performances on Code Substitution, Manikin, the two Tapping tests and Reaction Time followed most closely the increasing blood alcohol levels. This ordering is consistent with the ANOVA where Grammatical Reasoning was not shown to reveal a statistically significant decrement with alcohol dosage. Based on this table, the average predictive correlations of the APTS tests were entered into a multiple regression equation for purposes of determining the best combination of tests from this battery with respect to the predicted criterion of blood alcohol level over the four administrations. Only the Code Substitution test was entered into the prediction equation, none of the other tests providing additional unique variance. The correlation adjusted for shrinkage was r =.52; p <.01. FIELD SOBRIETY MEASURES Descriptives of field sobriety scores were reviewed for the Gaze Nystagmus, One-Leg Stand, Walk and Turn tests and two combinatorial scores (National Highway Traffic Safety Administration, 1984). "Combo I" is the simple sum of walk and stand scores and "Combo II" add gaze scores to the sum. All measures exhibited a monotonic relationship to the BAC levels (P <.001). As with the performance tests, correlations between each subject's field sobriety score and his blood alcohol level were calculated. As with the APTS test scores, high correlations would imply a strong predictive relationship between the blood alcohol level and the performance deficit. It may be seen in Table 1 that all measures show positive correlations and the gaze measure shows the highest 356

4 predictive relationship for blood concentration levels. with the steeper slope of this measure. This is consistent As with the APTS scores, the average correlations between field sobriety measures and blood alcohol levels, as well as the intercorrelations between them, were cast into a multiple regression analysis. This analysis provided a multiple R which was equal to the correlation of the Gaze measures alone (R.80; p <.0001); the other variables not adding unique variance at a statistically significant (p =.076) level. Combinations of APTS and Field Sobriety Measures. We attempted to improve predictive power by administering several tests from two different batteries. Both of these batteries have been developed to tap human behavior capabilities which can be expected to be involved in the driving task. Therefore, as a test of this notion we sought to determine whether the addition of test(s) from the two batteries could be combined into composite scores to improve predictive power. We found a multiple R =.86, which adjusted for shrinkage accounts for 71% of the variance - a hefty value. The two tests combined were significantly (P =.02) better than each alone. DISCUSSION It is our view that mental tests can provide an indication of the onset, duration, and severity of impairment in operational performance which may be due to environmental hazards or toxic chemicals. The advent of microcomputers can expand the potential for assessment over paper-and pencil media by permitting more rapid, diverse, and accurate assessment of capabilities. When taken singly, eight of the nine tests produced significant differences in connection with the disparate blood alcohol levels, and functional relationships were essentially monotonic. A multiple regression analysis suggested that most of the tests were behaving similarly; using only two or three tests can capture most of the variance attributable to alcohol that was explained by the longer battery. The greatest reduction in performance occurred between.10 and.15 BAC, and the relatively abrupt nature of this change implies that sharp cut-offs in cognitive performance occur at that point, and future studies should focus on this breakpoint and explore its functional shape since it has important implications for agencies with regulatory responsibilities. Not surprisingly, this breakpoint coincides with the legal limit on driving while intoxicated (DWI) or driving under the influence (DUI) used in most of the United States. The present study did not surface any evidence which suggests that this is an inappropriate break point, at least from a measurement standpoint. The case for the field sobriety tests was clearcut. All tests revealed monotonic relationships to the blood alcohol levels, and the size of the decrements were proportional to the concentrations. When compared to the APTS tests the Field Sobriety measures were shown to provide considerable common variance but there were predictive relationships in each which were not shared. From these findings we infer that improved predictions of the adverse effects of alcohol on driving behavior are likely to be obtained by combining the two batteries, at least the best score from each battery. We would suggest that the Field Sobriety tests, the accepted BEHAVIORAL measures of DUI, are sampling the output of brainstem motor control centers whereas the tests of the APTS 357

5 Table 1. Average Correlation (Within Subjects) for APTS and Field Sobriety Measures with Blood Alcohol Levels APTS Correlation Code Substitution Manikin Reaction Time.626 Preferred Tapping Sternberg Nonpreferred Tapping Math Processing Pattern Comparison Grammatical Reasoning Field Sobriety Gaze.795 Stand.712 Walk

6 battery would appear to be more cortically dependent. Therefore, the combination of both elements would appear to converge better on the types of behaviors which are known to be disrupted by alcohol consumption. REFERENCES Edwards, A. L. (1985). York: Harper & Row. Experimental design in psychological research. New Kennedy, R. S., Wilkes, R. L., Lane, N. E., & Homick, J. L. (1985). Preliminary evaluation of a microbased repeated-measures testing system (Tech. Rep. No. EOTR 85-1). Orlando, FL: Essex Corporation. National Highway Traffic Safety Administration. (1984). testing. Washington, DC: Author. Improved sobriety Rugotzke, G. G., Wilkes, R. L., & Kennedy, R. S. (1989). Reliability and validity of blood alcohol concentrations related to measured performance decrement. Paper presented at the 11th International Conference on Alcohol, Drugs, and Traffic Safety, Chicago, IL. FIGURE CAPTION Figure 1. Effects of three graded dosages of alcohol compared to placebo for the microcomputer tests. ucns Iff s I h t t a i t l c a l Pracan ln g K > P rtiirn Ciaptrlacm CS i Coil h k t l t i t l c n Q = C r u w t l c t l fetacnlng Id = lunlkln IDI = Short f a n Hamm BB = PrtfitT»! Hind Itp jln j KPI : NoirFrefnTai Hull lipping II = Jour Ctalcs lu c tlo n I l n 359

RELIABILITY AND VALIDITY OF BLOOD ALCOHOL CONCENTRATION RELATED TO MEASURED PERFORMANCE DECREMENT

RELIABILITY AND VALIDITY OF BLOOD ALCOHOL CONCENTRATION RELATED TO MEASURED PERFORMANCE DECREMENT RELIABILITY AND VALIDITY OF BLOOD ALCOHOL CONCENTRATION RELATED TO MEASURED PERFORMANCE DECREMENT Gene G. Rugotzke, Wyoming Public Health Laboratory, Cheyenne, Wyoming, U.S.A.; Robert L. Wilkes, and Robert

More information

ROLE OF FORENSIC TOXICOLOGY

ROLE OF FORENSIC TOXICOLOGY FORENSIC TOXICOLOGY ROLE OF FORENSIC TOXICOLOGY Toxicology is the study of drugs and poisons, and their interactions with or effects on the body A drug is a natural or synthetic substance that is used

More information

Chapter 7 Guided Notes. Alcohol, Other Drugs and Driving. It is categorized as a because of the effects it has on the.

Chapter 7 Guided Notes. Alcohol, Other Drugs and Driving. It is categorized as a because of the effects it has on the. Chapter 7 Guided Notes Name Alcohol, Other Drugs and Driving 7.1 Effects of Alcohol on Driving Safely It is categorized as a because of the effects it has on the. The same amount of alcohol doesn t affect

More information

Standardized Field Sobriety Testing Refresher

Standardized Field Sobriety Testing Refresher Standardized Field Sobriety Testing Refresher Location Date Instructor needs to put in Location and Date. SESSION I: INTRODUCTION AND OVERVIEW Upon successfully completing this session, the participant

More information

A Colorado Validation Study. of the. Standardized Field Sobriety Test (SFST) Battery

A Colorado Validation Study. of the. Standardized Field Sobriety Test (SFST) Battery A Colorado Validation Study of the Standardized Field Sobriety Test (SFST) Battery Final Report Submitted to Colorado Department of Transportation November 1995 Marcelline Burns, Ph.D. Southern California

More information

Impaired driving enforcement practices among state and local law enforcement agencies

Impaired driving enforcement practices among state and local law enforcement agencies Impaired driving enforcement practices among state and local law enforcement agencies Lifesavers National Conference on Highway Safety Priorities Chicago, IL March 15, 2015 Angela H. Eichelberger, Ph.D.

More information

The Effectiveness of Drinking-and-Driving Policies in the American States: A Cross-Sectional Time Series Analysis for

The Effectiveness of Drinking-and-Driving Policies in the American States: A Cross-Sectional Time Series Analysis for The Effectiveness of Drinking-and-Driving Policies in the American States: A Cross-Sectional Time Series Analysis for 1984-2000 LE Richardson DJ Houston 105 Middlebush Hall, University of Missouri, Columbia,

More information

S16G1751. SPENCER v. THE STATE. After a jury trial, appellant Mellecia Spencer was convicted of one count

S16G1751. SPENCER v. THE STATE. After a jury trial, appellant Mellecia Spencer was convicted of one count In the Supreme Court of Georgia Decided: October 2, 2017 S16G1751. SPENCER v. THE STATE. BOGGS, Justice. After a jury trial, appellant Mellecia Spencer was convicted of one count of driving under the influence

More information

Alcohol Addiction. Peer Pressure. Handling Social Pressures. Peer Pressure 2/15/2012. Alcohol's Effect on One s Health and Future.

Alcohol Addiction. Peer Pressure. Handling Social Pressures. Peer Pressure 2/15/2012. Alcohol's Effect on One s Health and Future. Peer Pressure Handling Social Pressures Chapter 3 Peer Pressure is the influence of friends who are in your age group. It can influence the way you dress, your taste in music, and even in the way you walk

More information

Forensic Toxicology. Forensic Science

Forensic Toxicology. Forensic Science Forensic Toxicology Forensic Science Copyright and Terms of Service Copyright Texas Education Agency, 2011. These materials are copyrighted and trademarked as the property of the Texas Education Agency

More information

Drug Evaluation. and Classification in Nova Scotia AND THE IMPACT OF THE LEGALIZATION OF CANNABIS. Item No

Drug Evaluation. and Classification in Nova Scotia AND THE IMPACT OF THE LEGALIZATION OF CANNABIS. Item No Drug Evaluation Item No. 7.3.2 and Classification in Nova Scotia AND THE IMPACT OF THE LEGALIZATION OF CANNABIS Constable Chad Morrison Provincial DRE Coordinator H Division Overview Began in LA early

More information

Alcohol-impaired driving in the lab: Efforts to reduce the incidence of drinking and driving

Alcohol-impaired driving in the lab: Efforts to reduce the incidence of drinking and driving Alcohol-impaired driving in the lab: Efforts to reduce the incidence of drinking and driving Nicholas A. Van Dyke, M.S. Department of Psychology An Equal Opportunity University Research Interests General

More information

On the purpose of testing:

On the purpose of testing: Why Evaluation & Assessment is Important Feedback to students Feedback to teachers Information to parents Information for selection and certification Information for accountability Incentives to increase

More information

Chapter 11 Multiple Regression

Chapter 11 Multiple Regression Chapter 11 Multiple Regression PSY 295 Oswald Outline The problem An example Compensatory and Noncompensatory Models More examples Multiple correlation Chapter 11 Multiple Regression 2 Cont. Outline--cont.

More information

Psychology Research Process

Psychology Research Process Psychology Research Process Logical Processes Induction Observation/Association/Using Correlation Trying to assess, through observation of a large group/sample, what is associated with what? Examples:

More information

Drinking Drivers Estimates of BAC

Drinking Drivers Estimates of BAC Drinking Drivers Estimates of BAC Douglas J. Beirness, Traffic Injury Research Foundation Robert D. Foss, West Virginia University Robert B. Voas, National Public Services Research Institute Karen M. Sprattler,

More information

Marijuana and driving in the United States: prevalence, risks, and laws

Marijuana and driving in the United States: prevalence, risks, and laws Marijuana and driving in the United States: prevalence, risks, and laws Lifesavers National Conference 2016 Long Beach, California April 4, 2016 Anne T. McCartt iihs.org IIHS is an independent, nonprofit

More information

BRAZOSPORT COLLEGE. Course Syllabus For CJLE 1524 Basic Peace Officer IV Fall 2010

BRAZOSPORT COLLEGE. Course Syllabus For CJLE 1524 Basic Peace Officer IV Fall 2010 BRAZOSPORT COLLEGE Course Syllabus For CJLE 1524 Basic Peace Officer IV Fall 2010 Coordinator: Teresa LeBlanc Office: A-211 Telephone: 979-230-3442 Email: teresa.leblanc@brazosport.edu Description: Basic

More information

Update on Marijuana Research. Source:

Update on Marijuana Research. Source: Update on Marijuana Research Source: http://www.hightimes.com/read/radical-rant-truth-about-marijuana-and-driving Today: Drugged driving (DD) has received national attention, because of state legalization

More information

DATA INTERPRETATION AND ANALYSIS

DATA INTERPRETATION AND ANALYSIS DATA INTERPRETATION AND ANALYSIS Numerical and Curve Analysis Ref: Compendium of Isokinetics George Davies Report Parameters Peak Torque Highest muscular force output at any moment during a repetition.

More information

Forensic Toxicology. Chapter 17. Mrs. Svedstrup

Forensic Toxicology. Chapter 17. Mrs. Svedstrup Forensic Toxicology Chapter 17 Mrs. Svedstrup Forensic Toxicology Toxicology is study of harmful effects of drugs and poisons on living things Forensic toxicology is legal application of toxicology to

More information

4/27/2016. About CCSA. Impaired Driving Research at CCSA. Background. Presentation Overview. Lessons Learned

4/27/2016. About CCSA. Impaired Driving Research at CCSA. Background. Presentation Overview. Lessons Learned About CCSA Drug-Impaired Driving i in Canada: Lessons Learned International Conference on Urban Traffic Safety Amy Porath-Waller, Ph.D. April 26, 2016 CCSA is Canada s only agency with a legislated national

More information

SUPPLEMENTAL MATERIAL

SUPPLEMENTAL MATERIAL 1 SUPPLEMENTAL MATERIAL Response time and signal detection time distributions SM Fig. 1. Correct response time (thick solid green curve) and error response time densities (dashed red curve), averaged across

More information

Psychology Research Process

Psychology Research Process Psychology Research Process Logical Processes Induction Observation/Association/Using Correlation Trying to assess, through observation of a large group/sample, what is associated with what? Examples:

More information

THE MELLANBY EFFECT. Why Impaired Individuals Should Not Be Allowed to Be Behind the Wheel By Miriam Norman

THE MELLANBY EFFECT. Why Impaired Individuals Should Not Be Allowed to Be Behind the Wheel By Miriam Norman Between the Lines National Traffic Law Center January 2019 / Volume 27, Issue 1 U P C O M I N G T R A I N I N G S & C O N F E R E N C E S n 2019 NDAA Capital Conference Washington, DC / January 29 30,

More information

Theoretical Exam. Monday 15 th, Instructor: Dr. Samir Safi. 1. Write your name, student ID and section number.

Theoretical Exam. Monday 15 th, Instructor: Dr. Samir Safi. 1. Write your name, student ID and section number. بسم االله الرحمن الرحيم COMPUTER & DATA ANALYSIS Theoretical Exam FINAL THEORETICAL EXAMINATION Monday 15 th, 2007 Instructor: Dr. Samir Safi Name: ID Number: Instructor: INSTRUCTIONS: 1. Write your name,

More information

Review of Pre-crash Behaviour in Fatal Road Collisions Report 1: Alcohol

Review of Pre-crash Behaviour in Fatal Road Collisions Report 1: Alcohol Review of Pre-crash Behaviour in Fatal Road Collisions Research Department Road Safety Authority September 2011 Contents Executive Summary... 3 Introduction... 4 Road Traffic Fatality Collision Data in

More information

Drunker than you think: Delayed performance impairment from moderate amounts of alcohol

Drunker than you think: Delayed performance impairment from moderate amounts of alcohol Drunker than you think: Delayed performance impairment from moderate amounts of alcohol, S. G. & Starkey, N. J. Traffic and Road Safety Research Group, School of Psychology, University of Waikato, Hamilton,

More information

MMI 409 Spring 2009 Final Examination Gordon Bleil. 1. Is there a difference in depression as a function of group and drug?

MMI 409 Spring 2009 Final Examination Gordon Bleil. 1. Is there a difference in depression as a function of group and drug? MMI 409 Spring 2009 Final Examination Gordon Bleil Table of Contents Research Scenario and General Assumptions Questions for Dataset (Questions are hyperlinked to detailed answers) 1. Is there a difference

More information

Introduction to the Drug Evaluation and Classification Program

Introduction to the Drug Evaluation and Classification Program Introduction to the Drug Evaluation and Classification Program Presented by: Detective Peter Sweet Cumberland Police Department Drug Recognition Expert Instructor April 12, 2017 About me Police Officer

More information

EVALUATION OF A DRUNK DRIVING WARNING SYSTEM. * A. Bodi, Ph.D.; R. E. O'Connor, Ph.D.; and M. J. King, B.Sc. (Hons), M.A.P.S.

EVALUATION OF A DRUNK DRIVING WARNING SYSTEM. * A. Bodi, Ph.D.; R. E. O'Connor, Ph.D.; and M. J. King, B.Sc. (Hons), M.A.P.S. EVALUATION OF A DRUNK DRIVING WARNING SYSTEM * A. Bodi, Ph.D.; R. E. O'Connor, Ph.D.; and M. J. King, B.Sc. (Hons), M.A.P.S. SYNOPSIS The Drunk Driving Warning System is an alcohol interlock based on performance

More information

CRITERIA FOR USE. A GRAPHICAL EXPLANATION OF BI-VARIATE (2 VARIABLE) REGRESSION ANALYSISSys

CRITERIA FOR USE. A GRAPHICAL EXPLANATION OF BI-VARIATE (2 VARIABLE) REGRESSION ANALYSISSys Multiple Regression Analysis 1 CRITERIA FOR USE Multiple regression analysis is used to test the effects of n independent (predictor) variables on a single dependent (criterion) variable. Regression tests

More information

Keywords review literature, motor vehicles, accidents, traffic, automobile driving, alcohol drinking

Keywords review literature, motor vehicles, accidents, traffic, automobile driving, alcohol drinking The Guide to Community Preventive Services: Systematic Reviews and Evidence-Based Recommendations for Community-Based Interventions to Reduce Alcohol-Impaired Driving 1 R.A. Shults, 1 R.W. Elder, 1 D.A.

More information

Effects of Alcohol on Visual, Cognitive & Motor Performances Related to a Complex Manual Control Task

Effects of Alcohol on Visual, Cognitive & Motor Performances Related to a Complex Manual Control Task Effects of Alcohol on Visual, Cognitive & Motor Performances Related to a Complex Manual Control Task R obert S. K ennedy*, Janet J. Turnage*, D eborah L. H arm ** and Julie M. Drexler*** *Essex Corporation,

More information

Chapter 20: Test Administration and Interpretation

Chapter 20: Test Administration and Interpretation Chapter 20: Test Administration and Interpretation Thought Questions Why should a needs analysis consider both the individual and the demands of the sport? Should test scores be shared with a team, or

More information

SOCIAL NORMS, ATTITUDES AND INTENTIONS CONCERNING DRINKING AND DRIVING. A CROSS-NATIONAL COMPARISON

SOCIAL NORMS, ATTITUDES AND INTENTIONS CONCERNING DRINKING AND DRIVING. A CROSS-NATIONAL COMPARISON SOCIAL NORMS, ATTITUDES AND INTENTIONS CONCERNING DRINKING AND DRIVING. A CROSS-NATIONAL COMPARISON L. Aberg, A. Glad, I. M. Bernhoft, and M. Maki Uppsala University, Department of Psychology, Uppsala,

More information

Getting to Zero Alcohol- Impaired Driving Fatalities: A Comprehensive Approach to a Persistent Problem

Getting to Zero Alcohol- Impaired Driving Fatalities: A Comprehensive Approach to a Persistent Problem Getting to Zero Alcohol- Impaired Driving Fatalities: A Comprehensive Approach to a Persistent Problem Lifesavers Conference Impaired Driving: Come Hear the Results Making Progress in Eliminating Impaired

More information

Results & Statistics: Description and Correlation. I. Scales of Measurement A Review

Results & Statistics: Description and Correlation. I. Scales of Measurement A Review Results & Statistics: Description and Correlation The description and presentation of results involves a number of topics. These include scales of measurement, descriptive statistics used to summarize

More information

Running Head: ADVERSE IMPACT. Significance Tests and Confidence Intervals for the Adverse Impact Ratio. Scott B. Morris

Running Head: ADVERSE IMPACT. Significance Tests and Confidence Intervals for the Adverse Impact Ratio. Scott B. Morris Running Head: ADVERSE IMPACT Significance Tests and Confidence Intervals for the Adverse Impact Ratio Scott B. Morris Illinois Institute of Technology Russell Lobsenz Federal Bureau of Investigation Adverse

More information

Chapter 11: Advanced Remedial Measures. Weighted Least Squares (WLS)

Chapter 11: Advanced Remedial Measures. Weighted Least Squares (WLS) Chapter : Advanced Remedial Measures Weighted Least Squares (WLS) When the error variance appears nonconstant, a transformation (of Y and/or X) is a quick remedy. But it may not solve the problem, or it

More information

ROAD SAFETY IN 170 LOW-, MIDDLE-, AND HIGH-INCOME COUNTRIES

ROAD SAFETY IN 170 LOW-, MIDDLE-, AND HIGH-INCOME COUNTRIES UMTRI-2013-37 OCTOBER 2013 ROAD SAFETY IN 170 LOW-, MIDDLE-, AND HIGH-INCOME COUNTRIES MICHAEL SIVAK BRANDON SCHOETTLE ROAD SAFETY IN 170 LOW-, MIDDLE-, AND HIGH-INCOME COUNTRIES Michael Sivak Brandon

More information

DUI Arrests, BAC at the Time of Arrest and Offender Assessment Test Results for Alcohol Problems

DUI Arrests, BAC at the Time of Arrest and Offender Assessment Test Results for Alcohol Problems DUI Arrests, BAC at the Time of Arrest and Offender Assessment Test Results for Alcohol Problems Donald D Davignon, Ph.D. 8-14-01 Abstract Many DUI/DWI offenders have drinking problems. To further reduce

More information

CHAPTER 3 RESEARCH METHODOLOGY

CHAPTER 3 RESEARCH METHODOLOGY CHAPTER 3 RESEARCH METHODOLOGY 3.1 Introduction 3.1 Methodology 3.1.1 Research Design 3.1. Research Framework Design 3.1.3 Research Instrument 3.1.4 Validity of Questionnaire 3.1.5 Statistical Measurement

More information

Crash Risk of Alcohol Impaired Driving

Crash Risk of Alcohol Impaired Driving Crash Risk of Alcohol Impaired Driving 1 R. P. Compton, 2 R. D. Blomberg, 3 H. Moskowitz, 3 M. Burns, 4 R. C. Peck, and 3 D. Fiorentino 1 National Highway Traffic Safety Administration, 2 Dunlap and Associates,

More information

Simple Linear Regression the model, estimation and testing

Simple Linear Regression the model, estimation and testing Simple Linear Regression the model, estimation and testing Lecture No. 05 Example 1 A production manager has compared the dexterity test scores of five assembly-line employees with their hourly productivity.

More information

Robert B. Voas National Public Services Research Institute, Landover, Maryland, U.S.A.

Robert B. Voas National Public Services Research Institute, Landover, Maryland, U.S.A. THE RELATIVE EFFECTIVENESS OF CHECKPOINTS Robert B. Voas National Public Services Research Institute, Landover, Maryland, U.S.A. Summary. This paper examines the legal issues surrounding sobriety checkpoints

More information

Study Guide for the Final Exam

Study Guide for the Final Exam Study Guide for the Final Exam When studying, remember that the computational portion of the exam will only involve new material (covered after the second midterm), that material from Exam 1 will make

More information

Trends in Impaired Driving in the United States: How to Resume Progress

Trends in Impaired Driving in the United States: How to Resume Progress Trends in Impaired Driving in the United States: How to Resume Progress K Stewart 1 J Fell 2 B Sweedler 1 1 Safety and Policy Analysis International, 3798 Mosswood Drive, Lafayette, California 94549 USA;

More information

DRE, SFST & Oral Fluid Devices working together to keep our roads safe

DRE, SFST & Oral Fluid Devices working together to keep our roads safe DRE, SFST & Oral Fluid Devices working together to keep our roads safe Cpl. Dave Botham Drug Evaluation and Classification Program National Traffic Services Our New World Government set to legalize cannabis

More information

ROAD SAFETY MONITOR. ALCOHOL-IMPAIRED DRIVING IN THE UNITED STATES Results from the 2018 TIRF USA Road Safety Monitor

ROAD SAFETY MONITOR. ALCOHOL-IMPAIRED DRIVING IN THE UNITED STATES Results from the 2018 TIRF USA Road Safety Monitor This fact sheet summarizes the national results of the 2018 USA Road Safety Monitor (USA RSM) on alcohol-impaired driving. This USA RSM is the fourth annual public opinion survey conducted by the Traffic

More information

STOP-DWI stands for Special Traffic Options Program for Driving While Intoxicated.

STOP-DWI stands for Special Traffic Options Program for Driving While Intoxicated. 2015 ANNUAL REPORT STOP-DWI STOP-DWI stands for Special Traffic Options Program for Driving While Intoxicated. New York s STOP-DWI program is the Nations first and, to date, only self sustaining impaired

More information

MULTIPLE LINEAR REGRESSION 24.1 INTRODUCTION AND OBJECTIVES OBJECTIVES

MULTIPLE LINEAR REGRESSION 24.1 INTRODUCTION AND OBJECTIVES OBJECTIVES 24 MULTIPLE LINEAR REGRESSION 24.1 INTRODUCTION AND OBJECTIVES In the previous chapter, simple linear regression was used when you have one independent variable and one dependent variable. This chapter

More information

Examining Relationships Least-squares regression. Sections 2.3

Examining Relationships Least-squares regression. Sections 2.3 Examining Relationships Least-squares regression Sections 2.3 The regression line A regression line describes a one-way linear relationship between variables. An explanatory variable, x, explains variability

More information

The Drug Evaluation and Classification Program

The Drug Evaluation and Classification Program The Drug Evaluation and Classification Program International Association of Chiefs of Police Drug Evaluation and Classification (DEC) Program The Drug Evaluation and Classification (DEC) Program is a transportation

More information

Tutorial #7A: Latent Class Growth Model (# seizures)

Tutorial #7A: Latent Class Growth Model (# seizures) Tutorial #7A: Latent Class Growth Model (# seizures) 2.50 Class 3: Unstable (N = 6) Cluster modal 1 2 3 Mean proportional change from baseline 2.00 1.50 1.00 Class 1: No change (N = 36) 0.50 Class 2: Improved

More information

Effects of Sequential Context on Judgments and Decisions in the Prisoner s Dilemma Game

Effects of Sequential Context on Judgments and Decisions in the Prisoner s Dilemma Game Effects of Sequential Context on Judgments and Decisions in the Prisoner s Dilemma Game Ivaylo Vlaev (ivaylo.vlaev@psy.ox.ac.uk) Department of Experimental Psychology, University of Oxford, Oxford, OX1

More information

Chapter 1. Understanding Social Behavior

Chapter 1. Understanding Social Behavior Chapter 1 Understanding Social Behavior Social psychology is the scientific study of how individuals think and feel about, interact with, and influence each other individually and in groups. Model for

More information

The Effect o f Alcohol on Human Information Processing Rate

The Effect o f Alcohol on Human Information Processing Rate The Effect o f Alcohol on Human Information Processing Rate Herbert Moskowitz1 and James Murray Epidemiological data indicate that the presence of alcohol greatly increases the probability of accidents

More information

36 th International Traffic Records Forum New Orleans, Louisiana. Ron Beck Cristian Oros Missouri State Highway Patrol

36 th International Traffic Records Forum New Orleans, Louisiana. Ron Beck Cristian Oros Missouri State Highway Patrol 36 th International Traffic Records Forum New Orleans, Louisiana Ron Beck Cristian Oros Missouri State Highway Patrol Improve crash data accessibility & analytical timeliness Standardize output reports

More information

PASSIVE TESTING FOR ALCOHOL WHITE PAPER SERIES ABSTRACT

PASSIVE TESTING FOR ALCOHOL WHITE PAPER SERIES ABSTRACT WHITE PAPER SERIES PASSIVE TESTING FOR ALCOHOL ABSTRACT Stricter workplace health and safety regulations now require increased compliance in alcohol related workplace accidents and incidents. While the

More information

The Severity of Pedestrian Injuries in Alcohol-Related Collisions

The Severity of Pedestrian Injuries in Alcohol-Related Collisions The Severity of Pedestrian Injuries in -Related Collisions AUTHORS: Stanley Sciortino, PhD Elyse Chiapello San Francisco Department of Public Health Community Health Education Section The California Statewide

More information

NOT DESIGNATED FOR PUBLICATION. No. 113,587 IN THE COURT OF APPEALS OF THE STATE OF KANSAS. RODOLFO C. PEREZ, JR., Appellant,

NOT DESIGNATED FOR PUBLICATION. No. 113,587 IN THE COURT OF APPEALS OF THE STATE OF KANSAS. RODOLFO C. PEREZ, JR., Appellant, NOT DESIGNATED FOR PUBLICATION No. 113,587 IN THE COURT OF APPEALS OF THE STATE OF KANSAS RODOLFO C. PEREZ, JR., Appellant, v. KANSAS DEPARTMENT OF REVENUE, Appellee. MEMORANDUM OPINION Appeal from Reno

More information

SOCIAL-ECOLOGICAL CONSIDERATIONS IN THE EVALUATION AND IMPLEMENTATION OF ALCOHOL AND HIGHWAY SAFETY PROGRAMS

SOCIAL-ECOLOGICAL CONSIDERATIONS IN THE EVALUATION AND IMPLEMENTATION OF ALCOHOL AND HIGHWAY SAFETY PROGRAMS SOCIAL-ECOLOGICAL CONSIDERATIONS IN THE EVALUATION AND IMPLEMENTATION OF ALCOHOL AND HIGHWAY SAFETY PROGRAMS R. P. Lillis, B.A.*, T. P. Williams, B.S.*, and W. R. Williford, M.P.H.* SYNOPSIS This paper

More information

Specialized terms used in this workbook and their meanings:

Specialized terms used in this workbook and their meanings: Glossary Specialized terms used in this workbook and their meanings: Absorption: The way alcohol enters the bloodstream. Alcohol is absorbed into the blood through the stomach and small intestine. Addiction:

More information

Modifications to Traffic Signal Operation to Improve Safety for Alcoholaffected

Modifications to Traffic Signal Operation to Improve Safety for Alcoholaffected Modifications to Traffic Signal Operation to Improve Safety for Alcoholaffected Pedestrians Michael Lenné & Bruce Corben Monash University Accident Research Centre Building 70, Monash University VIC 3800

More information

DRINKING AND DRIVING. Alcohol consumption, even in relatively small quantities, increases the risk of road crashes.

DRINKING AND DRIVING. Alcohol consumption, even in relatively small quantities, increases the risk of road crashes. DRINKING AND DRIVING Alcohol consumption, even in relatively small quantities, increases the risk of road crashes. Drinking diminishes some essential elements of safe driving, such as vision and reflexes,

More information

CHAPTER VI RESEARCH METHODOLOGY

CHAPTER VI RESEARCH METHODOLOGY CHAPTER VI RESEARCH METHODOLOGY 6.1 Research Design Research is an organized, systematic, data based, critical, objective, scientific inquiry or investigation into a specific problem, undertaken with the

More information

Fitting a Single-Phase Model to the Post-Exercise Changes in Heart Rate and Oxygen Uptake

Fitting a Single-Phase Model to the Post-Exercise Changes in Heart Rate and Oxygen Uptake Fitting a Single-Phase Model to the Post-Exercise Changes in Heart Rate and Oxygen Uptake R. STUPNICKI, T. GABRYŚ, U. SZMATLAN-GABRYŚ, P. TOMASZEWSKI University of Physical Education, Warsaw, Poland Summary

More information

EFFECT OF ALCOHOL ON PERCEPTUAL FIELD DEPENDENCE 1

EFFECT OF ALCOHOL ON PERCEPTUAL FIELD DEPENDENCE 1 Journal of Abnormal Psychology 1968, Vol. 73, No. 4, 387-391 EFFECT OF ALCOHOL ON PERCEPTUAL FIELD DEPENDENCE 1 MARIANNE W. KRISTOFFERSON McMaster University The stability of perceptual field dependence,

More information

Notes for laboratory session 2

Notes for laboratory session 2 Notes for laboratory session 2 Preliminaries Consider the ordinary least-squares (OLS) regression of alcohol (alcohol) and plasma retinol (retplasm). We do this with STATA as follows:. reg retplasm alcohol

More information

Addendum: Multiple Regression Analysis (DRAFT 8/2/07)

Addendum: Multiple Regression Analysis (DRAFT 8/2/07) Addendum: Multiple Regression Analysis (DRAFT 8/2/07) When conducting a rapid ethnographic assessment, program staff may: Want to assess the relative degree to which a number of possible predictive variables

More information

ALCOHOL AND MARIJUANA, A LESS THAN ADDITIVE INTERACTION?

ALCOHOL AND MARIJUANA, A LESS THAN ADDITIVE INTERACTION? ALCOHOL AND MARIJUANA, A LESS THAN ADDITIVE INTERACTION? Helen Dauncey, Gregory Chesher, John Crawford, Michael Adena, Kim Horne. Department of Pharmacology, University of Sydney, Australia There have

More information

Correlational Research. Correlational Research. Stephen E. Brock, Ph.D., NCSP EDS 250. Descriptive Research 1. Correlational Research: Scatter Plots

Correlational Research. Correlational Research. Stephen E. Brock, Ph.D., NCSP EDS 250. Descriptive Research 1. Correlational Research: Scatter Plots Correlational Research Stephen E. Brock, Ph.D., NCSP California State University, Sacramento 1 Correlational Research A quantitative methodology used to determine whether, and to what degree, a relationship

More information

Technical Specifications

Technical Specifications Technical Specifications In order to provide summary information across a set of exercises, all tests must employ some form of scoring models. The most familiar of these scoring models is the one typically

More information

Section 3.2 Least-Squares Regression

Section 3.2 Least-Squares Regression Section 3.2 Least-Squares Regression Linear relationships between two quantitative variables are pretty common and easy to understand. Correlation measures the direction and strength of these relationships.

More information

Preliminary Report on Simple Statistical Tests (t-tests and bivariate correlations)

Preliminary Report on Simple Statistical Tests (t-tests and bivariate correlations) Preliminary Report on Simple Statistical Tests (t-tests and bivariate correlations) After receiving my comments on the preliminary reports of your datasets, the next step for the groups is to complete

More information

Florida A & M University Office of Human Resources INTERNAL OPERATING PROCEDURE. Procedure No. HR-7000

Florida A & M University Office of Human Resources INTERNAL OPERATING PROCEDURE. Procedure No. HR-7000 Subject: Alcohol and Drug Testing Policy Florida A & M University Office of Human Resources INTERNAL OPERATING PROCEDURE Procedure No. HR-7000 Authority: Florida Statutes 1001.74; Chapter 112.0455, Florida

More information

04/12/2014. Research Methods in Psychology. Chapter 6: Independent Groups Designs. What is your ideas? Testing

04/12/2014. Research Methods in Psychology. Chapter 6: Independent Groups Designs. What is your ideas? Testing Research Methods in Psychology Chapter 6: Independent Groups Designs 1 Why Psychologists Conduct Experiments? What is your ideas? 2 Why Psychologists Conduct Experiments? Testing Hypotheses derived from

More information

Alcohol Awareness: Rodeo Rundown! HOW IT AFFECTS THE BRAIN, THE BODY, AND HOW MUCH IS TOO MUCH?

Alcohol Awareness: Rodeo Rundown! HOW IT AFFECTS THE BRAIN, THE BODY, AND HOW MUCH IS TOO MUCH? Alcohol Awareness: Rodeo Rundown! HOW IT AFFECTS THE BRAIN, THE BODY, AND HOW MUCH IS TOO MUCH? What about Alcohol? Cerebral Cortex Hippocampus Limbic System Cerebellum Hypothalamus Medulla Alcohol Poisoning

More information

Lecture 4: Research Approaches

Lecture 4: Research Approaches Lecture 4: Research Approaches Lecture Objectives Theories in research Research design approaches ú Experimental vs. non-experimental ú Cross-sectional and longitudinal ú Descriptive approaches How to

More information

Undiagnosed ADHD Among Unionized Drivers in Ghana: Public Health and Policy Implications

Undiagnosed ADHD Among Unionized Drivers in Ghana: Public Health and Policy Implications Undiagnosed ADHD Among Unionized Drivers in Ghana: Public Health and Policy Implications Thad Ulzen MD Professor and Chair, Dept. of Psychiatry and Behavioral Medicine Associate Dean for Academic Affairs

More information

Unit 1 Exploring and Understanding Data

Unit 1 Exploring and Understanding Data Unit 1 Exploring and Understanding Data Area Principle Bar Chart Boxplot Conditional Distribution Dotplot Empirical Rule Five Number Summary Frequency Distribution Frequency Polygon Histogram Interquartile

More information

PÄIVI KARHU THE THEORY OF MEASUREMENT

PÄIVI KARHU THE THEORY OF MEASUREMENT PÄIVI KARHU THE THEORY OF MEASUREMENT AGENDA 1. Quality of Measurement a) Validity Definition and Types of validity Assessment of validity Threats of Validity b) Reliability True Score Theory Definition

More information

Nebraska LB605: This bill is designed to reduce prison overcrowding and allows for alternatives to incarceration like CAM.

Nebraska LB605: This bill is designed to reduce prison overcrowding and allows for alternatives to incarceration like CAM. State Legislative Summary SCRAM CAM and 24/7 Sobriety Programs 2015 Legislation Arkansas SB472: Known as the Criminal Justice Reform Act of 2015 this bill implements measures designed to enhance public

More information

CONTEXTUAL EFFECTS IN INFORMATION INTEGRATION

CONTEXTUAL EFFECTS IN INFORMATION INTEGRATION Journal ol Experimental Psychology 1971, Vol. 88, No. 2, 18-170 CONTEXTUAL EFFECTS IN INFORMATION INTEGRATION MICHAEL H. BIRNBAUM,* ALLEN PARDUCCI, AND ROBERT K. GIFFORD University of California, Los Angeles

More information

Assessment of Driving Impairment from Cannabis

Assessment of Driving Impairment from Cannabis Assessment of Driving Impairment from Cannabis Stephen Schmitz, PhD, MA Forensic Neuropsychologist Director, The Brain and Behavior Clinic - Denver and Boulder Clinical and Scientific Advisor, DriveABLE

More information

MTH 225: Introductory Statistics

MTH 225: Introductory Statistics Marshall University College of Science Mathematics Department MTH 225: Introductory Statistics Course catalog description Basic probability, descriptive statistics, fundamental statistical inference procedures

More information

CHAPTER NINE DATA ANALYSIS / EVALUATING QUALITY (VALIDITY) OF BETWEEN GROUP EXPERIMENTS

CHAPTER NINE DATA ANALYSIS / EVALUATING QUALITY (VALIDITY) OF BETWEEN GROUP EXPERIMENTS CHAPTER NINE DATA ANALYSIS / EVALUATING QUALITY (VALIDITY) OF BETWEEN GROUP EXPERIMENTS Chapter Objectives: Understand Null Hypothesis Significance Testing (NHST) Understand statistical significance and

More information

Multivariable Systems. Lawrence Hubert. July 31, 2011

Multivariable Systems. Lawrence Hubert. July 31, 2011 Multivariable July 31, 2011 Whenever results are presented within a multivariate context, it is important to remember that there is a system present among the variables, and this has a number of implications

More information

Data and Statistics 101: Key Concepts in the Collection, Analysis, and Application of Child Welfare Data

Data and Statistics 101: Key Concepts in the Collection, Analysis, and Application of Child Welfare Data TECHNICAL REPORT Data and Statistics 101: Key Concepts in the Collection, Analysis, and Application of Child Welfare Data CONTENTS Executive Summary...1 Introduction...2 Overview of Data Analysis Concepts...2

More information

Bruno D. Zumbo, Ph.D. University of Northern British Columbia

Bruno D. Zumbo, Ph.D. University of Northern British Columbia Bruno Zumbo 1 The Effect of DIF and Impact on Classical Test Statistics: Undetected DIF and Impact, and the Reliability and Interpretability of Scores from a Language Proficiency Test Bruno D. Zumbo, Ph.D.

More information

Contribution to the European Commission s Public Consultation on. 15 January 2015

Contribution to the European Commission s Public Consultation on. 15 January 2015 Contribution to the European Commission s Public Consultation on Defining criteria for identifying Endocrine Disruptors in the context of the implementation of the Plant Protection Product Regulation and

More information

How Safe Are Our Roads? 2016 Checkpoint Strikeforce campaign poster celebrating real area cab drivers as being Beautiful designated sober drivers.

How Safe Are Our Roads? 2016 Checkpoint Strikeforce campaign poster celebrating real area cab drivers as being Beautiful designated sober drivers. How Safe Are Our Roads? 2016 Checkpoint Strikeforce campaign poster celebrating real area cab drivers as being Beautiful designated sober drivers. Annual Data Report on the Impact of Drunk Driving on Road

More information

12/30/2017. PSY 5102: Advanced Statistics for Psychological and Behavioral Research 2

12/30/2017. PSY 5102: Advanced Statistics for Psychological and Behavioral Research 2 PSY 5102: Advanced Statistics for Psychological and Behavioral Research 2 Selecting a statistical test Relationships among major statistical methods General Linear Model and multiple regression Special

More information

Biostatistics II

Biostatistics II Biostatistics II 514-5509 Course Description: Modern multivariable statistical analysis based on the concept of generalized linear models. Includes linear, logistic, and Poisson regression, survival analysis,

More information

Chapter 11. Experimental Design: One-Way Independent Samples Design

Chapter 11. Experimental Design: One-Way Independent Samples Design 11-1 Chapter 11. Experimental Design: One-Way Independent Samples Design Advantages and Limitations Comparing Two Groups Comparing t Test to ANOVA Independent Samples t Test Independent Samples ANOVA Comparing

More information

Elderly Norms for the Hopkins Verbal Learning Test-Revised*

Elderly Norms for the Hopkins Verbal Learning Test-Revised* The Clinical Neuropsychologist -//-$., Vol., No., pp. - Swets & Zeitlinger Elderly Norms for the Hopkins Verbal Learning Test-Revised* Rodney D. Vanderploeg, John A. Schinka, Tatyana Jones, Brent J. Small,

More information

THE DIMENSIONS OF DRIVER PERFORMANCE DURING SECONDARY MANUAL TASKS

THE DIMENSIONS OF DRIVER PERFORMANCE DURING SECONDARY MANUAL TASKS THE DIMENSIONS OF DRIVER PERFORMANCE DURING SECONDARY MANUAL TASKS Richard A. Young, Linda S. Angell General Motors Engineering Warren, MI USA 48090-9055 1 INTRODUCTION Drivers manage multiple tasks: Primary

More information