How To Know What Happens To A Spine
|
|
- Prudence Stephens
- 3 years ago
- Views:
Transcription
1
2 I have yet to see a problem, however complicated, which when you looked at it in the right way, did not become still more complicated. Paul Anderson Exactly one hundred and one years ago, the first radiogram of the spine appeared in the literature, coincidentally in a book about thoracolumbar spine fractures (Wagner 1898). Successful imaging of fractured vertebrae is also first mentioned in this book. Since then the matter seems only to have become more and more complicated. Before the invention of imaging techniques, only fractures and dislocations with a gross deformity could be recognized as such. Successful imaging of the bony vertebrae opened the way for the recognition of different patterns of injury. About 30 years later, the first conceptualization of a spine fracture classification appeared in the literature (Böhler 1929). Subsequently, other investigators in the field tried to develop schemes, which, beginning from the pattern recognition process would eventually say something about the future of the injured spine. All this has led to an increasing complexity of the field. Those who had hoped that advancements in the imaging techniques would facilitate this process must have felt betrayed by the proliferation of schemes crowding our literature lists and driving our residents to despair. It is time to take a break and to discuss the theoretical base of this process. The goal of science is to make sense of the diversity of phenomena around us. This goal is actually not much different than the usual way human brains work. To make sense of nature means to make predictions about what will happen next. As Dennet (1996) puts it the purpose of brains is to create futures. Scientific method is only a formalization of our brain processes. But this formalization creates a powerful human machine in that it can incorporate many brains in this process of creating futures across borders and across generations. Scientific method begins with gathering information about the world through observation, with the final aim of testing predictions about how the world will react to changing circumstances. Between this initial and final aim lies the motor of the scientific process. 160
3 Observational data alone is actually nothing else than a long list of what is going on out there. The main task of science is the transformation of these lists of observational data into abbreviated forms by recognition of patterns. The recognition of these patterns allows the information content of the observed events to be replaced by a shorthand formula, which supposedly has the same or nearly the same information content. If any sequence of events can be given an abbreviated representation of this list of observations, then this sequence is called algorithmically compressible. In general the shorter the possible representation of a sequence of observations, the less random it is. If there is no possible way of expressing a sequence of observational data in an abbreviated representation, then these events are totally random. If we follow this argument, we can see the scientific enterprise as a search for algorithmic compressions. We first list sequences of observed data; then we try to formulate ways of compression that can compactly represent the information content of these sequences; and then we test the correctness of our algorithmic compressions to predict the next events in the sequence. Without the development of these algorithmic compressions, all science would be a mindless collection of every available observation. However, if we try to apply this nice, neat, and naïve notion of science to our specific field of thoracolumbar fractures, some serious complications arise. Some of these problems are: If there are rival systems of algorithmic compression how can one decide which is the best one? Theoretically, the system, which can produce the shortest formulation with the lowest loss of information content, would be preferable. However, our list of observational data is not completely independent of the next events we want to predict. In other words, if we want to predict, for example, the final kyphosis angle, the information content of our observational data may not coincide with the set of data when we want to predict the final patient satisfaction. And still worse, these two sets of observational data may not be equally compressible with the same algorithm. The brain is the most powerful algorithmic compression machine that we know of. It reduces complex sequences of 161
4 sense data to simple abbreviated forms of mental representations. However, our brain is a result of an evolutionary process red in tooth and claw in which the only thing that matters is whether a mechanism helps the survival of the organism involved or not. The consequence of that is that the algorithmic compression machines of our brains may be biased in ways, which we are not even aware of. Another problem is that this pattern recognition apparatus may work sometimes too well. It is known that our brains tend to see patterns where there can be no patterns. The most famous example of this phenomena is the so called gambler s fallacy. A gambler can ruin himself by the idea that he sees a certain pattern in a roulette machine, such as three times red is followed by five times black etc, even if he knows that the probability of getting red or black must be exactly the same each time. Are there really understandable patterns in thoracolumbar fractures or are we just making it up? This scientific method has been so successful in the explanation of the physical world around us, that the style of conventional physics has become a kind of standard for all scientific discourse. The perfectly symmetrical world of a Newtonian universe in which a plethora of observations about masses and planets etc. can be algorithmically compressed into a handful of laws of gravity, perfectly capable of predicting all events, seems to have set the standard in our minds about how real science should work. Although this picture of a perfect Newtonian universe has long been abandoned in the real science of physics, this metaphor keeps exerting a powerful influence on our minds. But the kind of data we are dealing with is probably not so easily compressible at all for reasons I will discuss. Actually, the clinical sciences may have more common ground with the science of meteorology than with Newtonian physics. Like the meteorologists, we, in the clinical sciences, deal with complex systems governed by the rules of chaos. Our territory must be included into the domain of the emerging science of complexity. We have to learn to think in terms of probabilities, expectations, strange attractors, 162
5 sensitivity to initial conditions etc, etc. Why? Let us examine the example of the study object of this thesis. The study object is a system composed of: A human being as patient Forces of trauma Methods of visualization of the resultant injury Systems of classification of these injuries that have been devised before A radiologist and a surgeon deciding on the classification of the injury The surgeon deciding on the treatment options about this specific patient The surgeon treating this patient Measurement of the outcome of the treatment. All of these elements are horribly complex systems in themselves and now they interact with each other, too. And we expect to predict the outcome of such a complex interaction? The system is sensitive to initial conditions in many ways, and these initial conditions are innumerable. For example: the social and work status of the patient, the quality of his/her bones, the mood of the software deities of the imaging machines at that moment, the degree of awareness of the radiologist of the theoretical constructs about this kind of injury, whether the surgeon had enough coffee that particular morning, the IQ of the patient, the IQ of the surgeon, whether the operating nurse is suffering a dreadful headache because of the wine she drank the evening before, whether the patient just had a terrible quarrel with the partner the day you happen to want to measure the patient satisfaction etc, etc, etc. Add to that the fact that all of these elements are constantly changing. The patterns of injury, the capability of visualization, the experience of the surgeon, the expectations of the patient, the salary of the radiologist etc, etc, etc. This is worse than the worst nightmare of a meteorologist who is trying to predict whether it is going to rain the next day. Worse than that, the meteorologist in our example is also allowed to fiddle with clouds and thunders and ionosphere and then is expected to predict not only the rain but also whether the people for whom he is forecasting will like the rain at that particular moment. 163
6 What is an acceptable outcome of this whole process anyway? We are not in the fortunate position of, say, a clinical oncologist for whom the outcome of any treatment can be simply measured with the knowledge of whether the patient is dead or alive. The patient population of Nicoll, in the 1930 s and 1940 s in the coalmines of the United Kingdom could go back to the mines although 60% of them had substantial pain. Is it realistic to expect that the patients in the industrialized societies at the end of the century behave the same way? Why should we accept a higher degree of pain and disablement by the patients with thoracolumbar spine fractures than, say, patients with a fracture of the long bones? What is an acceptable degree of discomfort after a thoracolumbar spine fracture in the first decades of the 21st century in the highly competitive industrial societies where people are expected to be more than 100% healthy if they want to be eligible for any work at all? What is a good clinical outcome after a fracture without neurological involvement or with partial neurological loss of function? Should we despair? Should we say as in the last item in one version of the Murphy s Laws of Perversity : Mother Nature is a witch! Should we say do whatever you find appropriate and then go pray for the mercy of the spine gods? I think not. Rather, we should think about our aims and methods. We should accept that we have only statistical truths about the matter; that we can only make predictions of some not quite high percentages at this moment; that our means of pattern recognition in traumatology are not highly developed; that we probably do not agree with each other well; that we all make wrong decisions quite often. But we should not lose sight of our concrete aim: to develop instruments of communication and education, which can assure that more and more surgeons more and more often make the right decisions so that our patients will end up less disabled and less unhappy. That the Frida s of the 21st century can lead lives free of constant pain and suffering. 164
This Method will show you exactly how you can profit from this specific online casino and beat them at their own game.
This Method will show you exactly how you can profit from this specific online casino and beat them at their own game. It s NOT complicated, and you DON T need a degree in mathematics or statistics to
More informationHomeopathic times - Irish Society of Homeopaths - July 2002
Homeopathic times - Irish Society of Homeopaths - July 2002 Magnificent Massimo Manglialavori plunges into the heady world of mystery, structure and the importance of establishing an epistomological case
More informationDiscrete Mathematics and Probability Theory Fall 2009 Satish Rao, David Tse Note 13. Random Variables: Distribution and Expectation
CS 70 Discrete Mathematics and Probability Theory Fall 2009 Satish Rao, David Tse Note 3 Random Variables: Distribution and Expectation Random Variables Question: The homeworks of 20 students are collected
More informationThe Four Elements Of A Successful Forex System by Dean Malone. www.synergyprotrader.com
www.synergyprotrader.com You may not want to hear this...but most Forex traders will fail. It is a proven statistical fact, and will more than likely never change. As a professional trader, this is definitely
More informationLaska FINAL 4/17/07 2:04 PM Page 7
Laska FINAL 4/17/07 2:04 PM Page 7 C O N T E N T S I N T R O D U C T I O N 13 C H A P T E R 1 How To Know Really Know If You Have A Winnable Malpractice Case A Six Critical Questions You Must Answer Correctly
More informationStatistical Fallacies: Lying to Ourselves and Others
Statistical Fallacies: Lying to Ourselves and Others "There are three kinds of lies: lies, damned lies, and statistics. Benjamin Disraeli +/- Benjamin Disraeli Introduction Statistics, assuming they ve
More informationWHAT ARE MATHEMATICAL PROOFS AND WHY THEY ARE IMPORTANT?
WHAT ARE MATHEMATICAL PROOFS AND WHY THEY ARE IMPORTANT? introduction Many students seem to have trouble with the notion of a mathematical proof. People that come to a course like Math 216, who certainly
More information.org. Fractures of the Thoracic and Lumbar Spine. Cause. Description
Fractures of the Thoracic and Lumbar Spine Page ( 1 ) Spinal fractures can vary widely in severity. While some fractures are very serious injuries that require emergency treatment, other fractures can
More informationTHE REASONING ART: or, The Need for an Analytical Theory of Architecture
P ROCEEDINGS VOLUME I SPACE SYNTAX TODAY THE REASONING ART: or, The Need for an Analytical Theory of Architecture Professor Bill Hillier and Dr Julienne Hanson University College London, London, England
More informationIf you or a loved one have suffered because of a negligent error during spinal surgery, you will be going through a difficult time.
If you or a loved one have suffered because of a negligent error during spinal surgery, you will be going through a difficult time. You may be worried about your future, both in respect of finances and
More informationCROSS EXAMINATION OF AN EXPERT WITNESS IN A CHILD SEXUAL ABUSE CASE. Mark Montgomery
CROSS EXAMINATION OF AN EXPERT WITNESS IN A CHILD SEXUAL ABUSE CASE Mark Montgomery Post Office Box 161 Durham, NC 27702 (919) 680-6249 mark.montgomery@mindspring.com Opinion Testimony by a Pediatrician/Nurse/Counselor/Social
More informationI would like to welcome Mrs. Esther Lombrozo who is in the city of Guadalajara, in the beautiful state of Jalisco. How are you, Esther?
Treating Cancer with Proton Therapy Webcast March 2011 Host: Jaime Méndez Ester Lombrozo Marc Delclos Please remember the opinions expressed on Patient Power are not necessarily the views of MD Anderson
More informationKodak maintains two support centers across the nation. These centers receive calls from hospitals and clinics
Management Summary Kodak maintains two support centers across the nation. These centers receive calls from hospitals and clinics worldwide. The call center in Dallas is made up of two levels. Level One
More informationBRIEFING PAPER THE USE OF RED FLAGS TO IDENTIFY SERIOUS SPINAL PATHOLOGY THE CHRISTIE, GREATER MANCHESTER & CHESHIRE. Version:
BRIEFING PAPER THE USE OF RED FLAGS TO IDENTIFY SERIOUS SPINAL PATHOLOGY THE CHRISTIE, GREATER MANCHESTER & CHESHIRE Procedure Reference: Document Owner: Jackie Turnpenney Lena Richards Version: Accountable
More informationTABLE OF CONTENTS. ROULETTE FREE System #1 ------------------------- 2 ROULETTE FREE System #2 ------------------------- 4 ------------------------- 5
IMPORTANT: This document contains 100% FREE gambling systems designed specifically for ROULETTE, and any casino game that involves even money bets such as BLACKJACK, CRAPS & POKER. Please note although
More informationMA 1125 Lecture 14 - Expected Values. Friday, February 28, 2014. Objectives: Introduce expected values.
MA 5 Lecture 4 - Expected Values Friday, February 2, 24. Objectives: Introduce expected values.. Means, Variances, and Standard Deviations of Probability Distributions Two classes ago, we computed the
More informationGUIDE TO FUNDING YOUR MEDICAL NEGLIGENCE CLAIM
GUIDE TO FUNDING YOUR MEDICAL NEGLIGENCE CLAIM Because of the expert knowledge and depth of investigation required in order to bring a successful claim, negligence litigation can be expensive. Understandably,
More informationFunctional Decomposition Top-Down Development
Functional Decomposition Top-Down Development The top-down approach builds a system by stepwise refinement, starting with a definition of its abstract function. You start the process by expressing a topmost
More information5 Things You Must Know Before Choosing Your Accident Injury/Personal Injury Lawyer
5 Things You Must Know Before Choosing Your Accident Injury/Personal Injury Lawyer Injured people need lawyers, just like motor vehicles need petrol. It is no good having the best motor vehicle in the
More informationMust-haves for disability income protection
Must-haves for disability income protection CHOOSING AN INCOME PROTECTION PRODUCT FOR DISABILITY? Ask yourself: 01 02 03 Will my claim get paid and how much will I receive? Can I get cover that matches
More informationWHAT IS THE LAW SURROUNDING CAR ACCIDENTS?
WHAT IS THE LAW SURROUNDING CAR ACCIDENTS? How Does The Law Determine Who s At Fault? When determining fault, there is no one answer that covers all scenarios. Accidents produce and are produced by many
More informationIndiana Statewide Transfer General Education Core
Indiana Statewide Transfer General Education Core Preamble In 2012 the Indiana legislature enacted Senate Enrolled Act 182, thereby establishing the requirements for a Statewide Transfer General Education
More informationChapter 7. Sealed-bid Auctions
Chapter 7 Sealed-bid Auctions An auction is a procedure used for selling and buying items by offering them up for bid. Auctions are often used to sell objects that have a variable price (for example oil)
More informationAn example from research Good marks for social work
Research and Social Work Science Hans Jürgen Göppner Workshop contribution, 2nd International Conference Research into Practice Knowledge. Transfer for Social Work Practitioners and Managers Trnava University
More informationData Science and Prediction*
Data Science and Prediction* Vasant Dhar Professor Editor-in-Chief, Big Data Co-Director, Center for Business Analytics, NYU Stern Faculty, Center for Data Science, NYU *Article in Communications of the
More information13.0 Central Limit Theorem
13.0 Central Limit Theorem Discuss Midterm/Answer Questions Box Models Expected Value and Standard Error Central Limit Theorem 1 13.1 Box Models A Box Model describes a process in terms of making repeated
More informationThe Easy Roulette System
The Easy Roulette System Please note that all information is provided as is and no guarantees are given whatsoever as to the amount of profit you will make if you use this system. Neither the seller of
More informationScheduling. Getting Started. Scheduling 79
Scheduling 9 Scheduling An event planner has to juggle many workers completing different tasks, some of which must be completed before others can begin. For example, the banquet tables would need to be
More informationActive and Passive Euthanasia by James Rachels (1975)
Active and Passive Euthanasia by James Rachels (1975) Abstract The traditional distinction between active and passive euthanasia requires critical analysis. The conventional doctrine is that there is such
More informationIN THE HANDS OF TIME
MATHS B-DAY 2006 Friday 24 November IN THE HANDS OF TIME The Maths B-Day is sponsored by and Maths B-day 2006-1- Wiskunde B-dag 2006 0 Introduction The maths B-day assignment this year is totally focused
More informationBy: Brett D. Baber, Esq. and Steven Blackwell, Esq. Lanham Blackwell & Baber Attorneys. 207.942.2898 www.lanhamblackwell.com
By: Brett D. Baber, Esq. and Steven Blackwell, Esq. Lanham Blackwell & Baber Attorneys I m part of the professional and dedicated team of civil litigation attorneys and mediators at Lanham Blackwell &
More informationElementary Statistics and Inference. Elementary Statistics and Inference. 16 The Law of Averages (cont.) 22S:025 or 7P:025.
Elementary Statistics and Inference 22S:025 or 7P:025 Lecture 20 1 Elementary Statistics and Inference 22S:025 or 7P:025 Chapter 16 (cont.) 2 D. Making a Box Model Key Questions regarding box What numbers
More informationGUIDELINES FOR ASSESSMENT OF SPINAL STABILITY THE CHRISTIE, GREATER MANCHESTER & CHESHIRE. CP57 Version: V3
GUIDELINES FOR ASSESSMENT OF SPINAL STABILITY THE CHRISTIE, GREATER MANCHESTER & CHESHIRE Procedure Reference: Document Owner: CP57 Version: V3 Dr V. Misra Accountable Committee: Acute Oncology Group Network
More informationBetting systems: how not to lose your money gambling
Betting systems: how not to lose your money gambling G. Berkolaiko Department of Mathematics Texas A&M University 28 April 2007 / Mini Fair, Math Awareness Month 2007 Gambling and Games of Chance Simple
More informationSection 7C: The Law of Large Numbers
Section 7C: The Law of Large Numbers Example. You flip a coin 00 times. Suppose the coin is fair. How many times would you expect to get heads? tails? One would expect a fair coin to come up heads half
More informationWeek 4: Gambler s ruin and bold play
Week 4: Gambler s ruin and bold play Random walk and Gambler s ruin. Imagine a walker moving along a line. At every unit of time, he makes a step left or right of exactly one of unit. So we can think that
More informationLotto Master Formula (v1.3) The Formula Used By Lottery Winners
Lotto Master Formula (v.) The Formula Used By Lottery Winners I. Introduction This book is designed to provide you with all of the knowledge that you will need to be a consistent winner in your local lottery
More informationWhereas I was Blind, Now I See. John 9: 1-11; 25
Whereas I was Blind, Now I See John 9: 1-11; 25 We all know that great hymn well: Amazing grace, how sweet the sound, that saved a wretch like me; I once was lost, but now I m found; was blind, but now
More informationOn the Rate of Return and Valuation of Non-Conventional Projects
On the Rate of Return and Valuation of Non-Conventional Projects Carlos Heitor Campani Professor of Finance at COPPEAD Graduate School of Business (Federal University of Rio de Janeiro) Research Associate
More informationINTRODUCTION. The Seven Rules of. Highly Worried People
INTRODUCTION The Seven Rules of Highly Worried People WORRYING IS SECOND NATURE to you, but imagine that someone who has been raised in the jungle and knows nothing about conventional modern life approached
More informationLife Is a Series of Trade-Offs and Change Is Accelerating!
Life Is a Series of Trade-Offs and Change Is Accelerating! By John A. Zachman 1998 Zachman International The older I get, the more I am aware that life is a series of trade-offs and as much as we would
More informationHow to Do an Employee Survey
1 Employee Satisfaction 2 EMPLOYEE SATISFACTION In a competitive world with the need for businesses to be more streamlined and productive a company can often find itself with a workforce working under
More informationWorkers Compensation Claims Services Favorable Outcomes for Employers and Employees
Workers Compensation Claims Services Favorable Outcomes for Employers and Employees Medical Case Management Resources Preferred Medical Provider Networks Nurse Case Managers Pharmacy Benefit Management
More informationSpeed Your Recovery From a Brain Injury or Stroke
Speed Your Recovery From a Brain Injury or Stroke Did you know that recovery from brain injuries and strokes is highly variable? Most people are back to normal in month or two after a brain injury, but
More informationSpinal Cord Injury and Returning to Your Life
Spinal Cord Injury and Returning to Your Life A spinal cord injury is one of the most devastating and traumatic events. You have a loss of all or some of your movement and it is common to have health problems
More informationPascal is here expressing a kind of skepticism about the ability of human reason to deliver an answer to this question.
Pascal s wager So far we have discussed a number of arguments for or against the existence of God. In the reading for today, Pascal asks not Does God exist? but Should we believe in God? What is distinctive
More informationTraumatic Brain Injury
Traumatic Brain Injury NICHCY Disability Fact Sheet #18 Updated, July 2014 Susan s Story Susan was 7 years old when she was hit by a car while riding her bike. She broke her arm and leg. She also hit her
More informationwhy happiness is good for business
why happiness is good for business Martyn Newman Ph.D. Randstad consulting psychologist In today s business world, driven by competitive advantage, success and wealth, happiness can easily be relegated
More information5. Formally register for INS299 for the number of semester hours indicated on your contract.
HONORS INDEPENDENT STUDY GUIDELINES: According to the Lake Land College catalog course description, independent study is designed to permit the student to pursue a course of study not typically available
More informationProving Causation and Damages in Spinal Fusion Cases
Page 1 of 7 Ben Brodhead on proving causation and damages in spinal fusion cases. Friend on Facebook Follow on Twitter Forward to a Friend Proving Causation and Damages in Spinal Fusion Cases By: Ben C.
More informationUSVH Disease of the Week #1: Posttraumatic Stress Disorder (PTSD)
USVH Disease of the Week #1: Posttraumatic Stress Disorder (PTSD) Effects of Traumatic Experiences A National Center for PTSD Fact Sheet By: Eve B. Carlson, Ph.D. and Josef Ruzek, Ph.D. When people find
More informationThink like a scientist: Student reading / activity guide
Think like a scientist: Student reading / activity guide Students: As you read the information below, underline important facts or definitions with your pencil or highlighter so you can find it for the
More informationConsiderations for Disability Insurance
Considerations for Disability Insurance 1. Purpose and Scope The following document is written by ASISA s Risk and Disability Committee and is intended to give an overview of the key issues that should
More informationHave you or someone you know lost a tooth?
DENTAL IMPLANTS Have you or someone you know lost a tooth? Do you have a problem tooth that may or will be lost soon? Don t feel alone. More than half of all people have lost one or more teeth. You may
More informationThe Perverse Nature of Standard Deviation Denton Bramwell
The Perverse Nature of Standard Deviation Denton Bramwell Standard deviation is simpler to understand than you think, but also harder to deal with. If you understand it, you can use it for sensible decision
More information[Refer Slide Time: 05:10]
Principles of Programming Languages Prof: S. Arun Kumar Department of Computer Science and Engineering Indian Institute of Technology Delhi Lecture no 7 Lecture Title: Syntactic Classes Welcome to lecture
More informationDanita Thomas Heagy, DC, LLC 4425 US 1 South, Suite 109 St Augustine FL 32086-3127 904-797-5100 www.drdanita.com
WELCOME! Thank you for choosing this office to assist you with your health care. Once the exam is complete, I will present my findings and recommendations to you briefly. At the Health Dialogue, we will
More informationThe Christian Social Work Model
The Christian Social Work Model Christian Social Work Model l Jesus is Lord The Christian social work model is based on an acknowledgment that Jesus is Lord of our lives and of our work. The social worker
More informationWorkplace Health, Safety & Compensation Review Division
Workplace Health, Safety & Compensation Review Division WHSCRD Case No: 13277-12 WHSCC Claim No: 633272 Decision Number: 14132 Lloyd Piercey Review Commissioner The Review Proceedings 1. The review took
More informationCell Phone based Activity Detection using Markov Logic Network
Cell Phone based Activity Detection using Markov Logic Network Somdeb Sarkhel sxs104721@utdallas.edu 1 Introduction Mobile devices are becoming increasingly sophisticated and the latest generation of smart
More informationUnit One Basic Definitions& Common Errors
Unit One Basic Definitions& Common Errors 1.1 Phrases, Clauses& Fragments: A_ What is a phrase? ** A phrase is a group of words that do not contain a subject or a verb and do not convey a complete thought
More informationWhitnall School District Report Card Content Area Domains
Whitnall School District Report Card Content Area Domains In order to align curricula kindergarten through twelfth grade, Whitnall teachers have designed a system of reporting to reflect a seamless K 12
More informationSpinal Cord Injuries: An introduction to claiming compensation
Spinal Cord Injuries: An introduction to claiming compensation Today, I m getting on with moving forward in my life in a variety of ways and I m grateful for how Thompsons have helped with it all. Mark
More informationThe Math. P (x) = 5! = 1 2 3 4 5 = 120.
The Math Suppose there are n experiments, and the probability that someone gets the right answer on any given experiment is p. So in the first example above, n = 5 and p = 0.2. Let X be the number of correct
More informationWhy STEM Topics are Interrelated: The Importance of Interdisciplinary Studies in K-12 Education
Why STEM Topics are Interrelated: The Importance of Interdisciplinary Studies in K-12 Education David D. Thornburg, PhD Executive Director, Thornburg Center for Space Exploration dthornburg@aol.com www.tcse-k12.org
More informationCategorical Data Visualization and Clustering Using Subjective Factors
Categorical Data Visualization and Clustering Using Subjective Factors Chia-Hui Chang and Zhi-Kai Ding Department of Computer Science and Information Engineering, National Central University, Chung-Li,
More informationCREATING LEARNING OUTCOMES
CREATING LEARNING OUTCOMES What Are Student Learning Outcomes? Learning outcomes are statements of the knowledge, skills and abilities individual students should possess and can demonstrate upon completion
More informationTraumatic Brain Injury
Traumatic Brain Injury NICHCY Disability Fact Sheet #18 Resources updated, March 2011 Susan s Story Susan was 7 years old when she was hit by a car while riding her bike. She broke her arm and leg. She
More informationIntroducing stem cells Stem cells in the news
Introducing stem cells Stem cells in the news Stem cells: Therapeutic Value 16+ year olds February 2010, updated 2012 Objective: Understand the therapeutic value of stem cells About tissue stem cells Stem
More informationAre you feeling... Tired, Sad, Angry, Irritable, Hopeless?
Are you feeling... Tired, Sad, Angry, Irritable, Hopeless? I feel tired and achy all the time. I can t concentrate and my body just doesn t feel right. Ray B. I don t want to get out of bed in the morning
More informationTOP 10 MOST COMMON MISTAKES MADE IN HANDLING YOUR OWN INJURY CLAIM
TOP 10 MOST COMMON MISTAKES MADE IN HANDLING YOUR OWN INJURY CLAIM More times than not, your personal injury claim will be a battle with an insurance company. A highly trained adjuster will be assigned
More informationWeek 5: Expected value and Betting systems
Week 5: Expected value and Betting systems Random variable A random variable represents a measurement in a random experiment. We usually denote random variable with capital letter X, Y,. If S is the sample
More informationCritical Analysis So what does that REALLY mean?
Critical Analysis So what does that REALLY mean? 1 The words critically analyse can cause panic in students when they first turn over their examination paper or are handed their assignment questions. Why?
More informationDifferentiation = Making specialized cells
Differentiation = Making specialized cells What is a stem cell? Screws: JM www.logodesignweb.com/stockphoto Differentiation = Making specialized cells What is a stem cell? What the photo shows A lump of
More informationEntropy and Mutual Information
ENCYCLOPEDIA OF COGNITIVE SCIENCE 2000 Macmillan Reference Ltd Information Theory information, entropy, communication, coding, bit, learning Ghahramani, Zoubin Zoubin Ghahramani University College London
More informationT O P I C 1 1 Introduction to statistics Preview Introduction In previous topics we have looked at ways of gathering data for research purposes and ways of organising and presenting it. In topics 11 and
More informationMonitoring the team s performance
Monitoring the team s performance Why does your team need to be monitored? How can performance be monitored? You should ensure that you monitor only what is really important. In the two BS2 sessions Making
More informationRecognizing and Understanding Pain
Because multiple myeloma is a cancer involving the bone marrow, a common myeloma symptom is bone pain. But the good news is that most pain can be managed. This resource can help you better understand pain
More informationWould you buy a discount life jacket?
Would you buy a discount life jacket? If you are considering LASIK, there are certain things that you should consider for successful treatments. Be wary of hard-sell and deep discounts. We are talking
More informationCHALLENGES AND OPPORTUNITIES OF ORGANIZATIONAL BEHAVIOR
CHALLENGES AND OPPORTUNITIES OF ORGANIZATIONAL BEHAVIOR 1. The creation of Q global village 2. Workforce diversity 3. Improving quality and productivity 4. Improving People skills 5. Management control
More informationsecond level university master Academic Year 2013/14 QoLexity Measuring, Monitoring and Analysis of Quality of Life and its Complexity
second level university master Academic Year 2013/14 QoLexity Measuring, Monitoring and Analysis of Quality of Life and its Complexity LIST OF SUBJECTS AND TOPICS A. Concepts and tools Total: 7 credits
More informationDr V. J. Brown. Neuroscience (see Biomedical Sciences) History, Philosophy, Social Anthropology, Theological Studies.
Psychology - pathways & 1000 Level modules School of Psychology Head of School Degree Programmes Single Honours Degree: Joint Honours Degrees: Dr V. J. Brown Psychology Neuroscience (see Biomedical Sciences)
More informationWebsite Design Checklist
Website Design Checklist Use this guide before you begin building your website to ensure that your website maximizes its potential for your company. 3 THING YOU SHOULD NEVER SAY ON YOUR WEBSITE (That I
More informationHip Transplant Detailed Study
Hip Transplant Detailed Study INTRODUCTION This case involves four patients who underwent hip replacements with a "metal-on-metal" device designed and manufactured by "Replacement Manufacturer." The patients
More informationThe 10 Questions You Must Ask BEFORE Choosing Your Next Dentist!
The 10 Questions You Must Ask BEFORE Choosing Your Next Dentist! By: Dr Albert Internoscia, DMD, MAGD Master Academy of General Dentistry Member American Dental Association Member American Academy of Cosmetic
More informationWorkers Compensation Claims Services Favorable Outcomes for Employers and Employees
Workers Compensation Claims Services Favorable Outcomes for Employers and Employees Medical Case Management Resources Preferred Medical Provider Networks Nurse Case Managers Pharmacy Benefit Management
More informationWhat Can I Do To Help Myself Deal with Loss and Grief?
What Can I Do To Help Myself Deal with Loss and Grief? There are certain tasks that help people adjust to a loss. Every person will complete these tasks in his or her own time and in his/her own way. The
More informationProceedings of the 9th WSEAS International Conference on APPLIED COMPUTER SCIENCE
Automated Futures Trading Environment Effect on the Decision Making PETR TUCNIK Department of Information Technologies University of Hradec Kralove Rokitanskeho 62, 500 02 Hradec Kralove CZECH REPUBLIC
More information1 What is Machine Learning?
COS 511: Theoretical Machine Learning Lecturer: Rob Schapire Lecture #1 Scribe: Rob Schapire February 4, 2008 1 What is Machine Learning? Machine learning studies computer algorithms for learning to do
More informationChapter 6. The stacking ensemble approach
82 This chapter proposes the stacking ensemble approach for combining different data mining classifiers to get better performance. Other combination techniques like voting, bagging etc are also described
More informationMistakes. that Traders Make. during Online Trading
Mistakes that Traders Make during Online Trading INTRODUCTION Online trading is one of the fastest growing and developing spheres of activities in the world. Each day it becomes more and more appetizing
More informationLOOKING FOR A GOOD TIME TO BET
LOOKING FOR A GOOD TIME TO BET LAURENT SERLET Abstract. Suppose that the cards of a well shuffled deck of cards are turned up one after another. At any time-but once only- you may bet that the next card
More informationX-ray (Radiography) - Bone
Scan for mobile link. X-ray (Radiography) - Bone Bone x-ray uses a very small dose of ionizing radiation to produce pictures of any bone in the body. It is commonly used to diagnose fractured bones or
More informationCOLLECTIVE INTELLIGENCE: A NEW APPROACH TO STOCK PRICE FORECASTING
COLLECTIVE INTELLIGENCE: A NEW APPROACH TO STOCK PRICE FORECASTING CRAIG A. KAPLAN* iq Company (www.iqco.com) Abstract A group that makes better decisions than its individual members is considered to exhibit
More informationEverything You MUST Know. Before Hiring a Personal Injury Lawyer!
Everything You MUST Know Before Hiring a Personal Injury Lawyer! You Do NOT Have the Right to Reprint or Resell this Report! You Also MAY NOT Give Away, Sell or Share the Content Herein If you obtained
More informationDignity of Risk Workshop
Dignity of Risk Workshop Report: Saskatoon 2014 1 Report from Dignity of Risk Workshop, University of Saskatoon, April 2014 Facilitators: Cheryl Cook, Thought Cloud Consulting Kathryn Hominick, Geriatric
More informationLast time we had arrived at the following provisional interpretation of Aquinas second way:
Aquinas Third Way Last time we had arrived at the following provisional interpretation of Aquinas second way: 1. 2. 3. 4. At least one thing has an efficient cause. Every causal chain must either be circular,
More informationWeek 3. COM1030. Requirements Elicitation techniques. 1. Researching the business background
Aims of the lecture: 1. Introduce the issue of a systems requirements. 2. Discuss problems in establishing requirements of a system. 3. Consider some practical methods of doing this. 4. Relate the material
More informationAn Unconvered Roulette Secret designed to expose any Casino and make YOU MONEY spin after spin! Even in the LONG Run...
An Unconvered Roulette Secret designed to expose any Casino and make YOU MONEY spin after spin! Even in the LONG Run... The UNFAIR Casino advantage put BACK into the HANDS of every Roulette player! INTRODUCTION...2
More informationGraduate Courses. 713 PERFORMANCE CRITICISM (3). Introduction to the critical analysis and interpretation of performance events.
Graduate Courses 700 INTRODUCTION TO RESEARCH AND THEORY IN COMMUNICATION STUDIES I (3). Prerequisite, admission to graduate program or permission of the chair. Considers theory and philosophy in the study
More information