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Drug Information
Test 1
127
Health Care
Undergraduate 4
09/24/2008

Additional Health Care Flashcards

 


 

Cards

Term

 

 

What is a Primary Resource? 

Definition
Publication of original research that has not been interpreted, condensed, or evaluated by other writers.
Term
Examples of Primary Resources
Definition

- Dissertations and Theses

- Conference Proceedings

- Scientific articles reporting experimental research results, case reports or clinical trials 

Term
Advantages of Primary Resources
Definition

-Current

-Original

-"Cutting-edge"

-Specific 

Term
Limitations of Primary Resources
Definition

- Flaws in methodology may lead to inaccurate conclusions

- Knowledge of scientific methods and statistics is necessary to properly interpret information 

Term
What is a Secondary Resource?
Definition

- Simplifies the process of finding and evaluating the primary literature

- Could be an indexing service (provides bibliographic information that is indexed by topic)

- Could be an Abstracting Service (Provides same info as the indexing service but also provides brief descriptions of information) 

Term
What are some examples of Secondary Resources at ACP?
Definition

-PubMed

-IDIS

- ProQuest Medical Library

- International Pharmaceutical Abstracts

-Science Citation Index 

Term
Advantages of Secondary Resources
Definition

- Provide simplified access to primary literature

-Provide access to a large scope of information on a specific topic 

Term
Limitations of Secondary Resources
Definition

- Lag time between publication and inclusion in secondary sources varies

-You must be proficient in searching a variety of secondary sources 

Term
What are Tertiary Resources?
Definition
- Collection of data and concepts drawn from primary sources
Term
What are some general examples of Tertiary Resources?
Definition

- Reference Books

- Textbooks

- Drug Compendia

- Review Articles

- Systematic Reviews

- Practice Guidelines 

Term
What are some characteristics of a Review Article that is a Tertiary Resource?
Definition

- Published after examination of previously published material on a subject

- Material reviewd may be broad or psecific and can encompass, in medicine specifically, clinical material as well as experimental research or case reports 

Term
What are some characteristics of a Practice Guideline that is a Tertiary Resource?
Definition

- Consist of a set of direction or principles to assist health care practitioners with patient care decisions.

- Developed by government agencies, institutions, organizations, or by the convening of expert panels.

- Provide a foundation for assessing and evaluating the quality and effectiveness of health care.   

Term
What are some characteristics of a Systematic Review that is a Tertiary Resource?
Definition
- Review of a clearly formulated question that uses systematic and explicit methods to identify, select and critically appraise relevant research, and to collect and analyze data from the studies that are included in the review.  Statistical methods (meta analysis) may or may not be used to analyze and summarize the results of the included studies.
Term
What are some specific examples of Tertiary Resources?
Definition
- Harrison's principles of internal medicine
- Natural Standard
-Clinical Pharmacology
- Towheed TE.  Current status of glucosamine therapy in osteoarthritis.  Arthritis Rheum.  2003 Aug 15;49(4):601-4
-Practice guideline for the treatment of patients with Alzheimer's Disease and other dementias of late life.  American Psychiatric Association.  Am J Psychiatry.  1997 May; 154(5 Suppl);1-39 
n
Term
What are some advantages of Tertiary Resources?
Definition

- Convenient and generally accessible

- Information is usually well accepted

- Most tertiary resources are referenced with primary literature sources. 

Term
What are some limitations of Tertiary Resources?
Definition

- Information may be dated

- Texts are organized to suit purpose of author and may not meet your need

- Often need to compare and verify information in another resource 

Term
When we would want to use a Tertiary Resource?
Definition

- First place to look for background information.

-First place to look for "quick answer" in terms of disease state information, general drug information, and general reference information. 

Term

If a call number given is......

 

WB

100

H322p

1998

 

What does each line stand for?

Definition

WB100 - Subject of the book, in this case "Practice of Medicine

H322p - This line represents the author's last name or title

1998 -  This last line represents the publication date.

Term

What is Micromedex good for?

 

 

 

Definition

- Basic drug information

- Checking single and multiple drug interactions

- Finding alternative medicine information

- Comparing drug summaries

- Finding patient education information

- Identifying drugs based on tablet markings

Term
What is the Clinical Pharmacology website good for?
Definition

- Basic Drug Information

- Product Identification

- Checking for Drug Interactions

- Finding drugs by indication

- Alternative medicine information

- Drug comparisons

Term

Clinical Pharmacology is also very good in regard to a kind of report that pertains to this question......

"Would amitriptyline or fluoxetine be a better treatment choice for fibromyalgia in a patient that has closed-angle glaucoma?"

 

Definition
This would be a "Clinical Comparison Report"
Term

What is the Cochrane Collaboration?

Definition
An international non-profit and independent organization, dedicated to making up-to-date, accurate information about the effects of healthcare readily available worldwide. 
Term
What does the Cochrane Collaboration do?
Definition
Produce and disseminate systematic reviews of healthcare interventions and promote the search for evidence in the form of clinical trials and other studies of interventions. 
Term
Who creates the Cochrane Reviews?
Definition

- Volunteer health care professionals who work in groups to prepare the reviews. 

- Also, editorial teams to oversea the preparation and maintenance of the reviews, as well as application of the rigorous quality standards.

Term
The Cochrane Library contains a database full of Systematic reviews.  When are they published, and what are some characteristics of one of these reviews?
Definition

- Published quarterly, resource contains full text reviews of medical literature

- The reviews are highly structured and systematic, with evidence included or excluded on the basis of explicit quality criteria, to minimize bias.

- Data is evidence-based and is often combined statistically (with meta-analysis) to increase the power of the findings of numerous studies, each too small to produce reliable results individually.   

Term
What are the Cochrane Database of Systematic Review Contents (You won't be able to name all of them, so just think about as many as possible)?
Definition

- Objectives

- Background

- Criteria for Considering Studies for this Review

- Search Strategy for Identification of Studies

- Method of the Review

- Description of Studies

- Methodological Quality

- Results

- Discussion

- Reviewers Conclusions

- Potential Conflict of Interest

- Acknowledgements

- Synopsis

- References

- Tables and Graphs

- Table of Included Studies

- Table of Excluded Studies

- Comments and Criticisms

- Reviewer's Reply

- Contributors Comments 

Term
Studies evaluating the quality of health information on the Internet have yielded what results?
Definition
70% of studies examining the quality of health information online concluded that problems exist in terms of innacurate, incomplete, or biased information. 
Term
What is a quality assurance measure?
Definition
Voluntary quality assurance "services" assist users in identifying web sites containing reliable health information.
Term
What is an example of a quality assurance measure service?
Definition
Health on the Net (HON) Foundation, which is a non-profit organization founded in 1995 whose mission is to guide Web users to sound, reliable information. 
Term
What is the HON code, and what does it consist of?
Definition

The HON code are 8 principles designed to serve as quality assurance criteria for web sites containing medical or health information.  These principles are......

 

1.  Authority

2.  Complementarity

3.  Confidentiality

4.  Attribution

5.  Justifiability

6.  Transparency of authorship

7.  Transparency of sponsorship

8.  Honesty in advertising and editorial policy 

Term
What are some search strategies you can use to narrow down your results (hint: there are 6)?
Definition

- Boolean searching

- Phrase searching

- Plus/Minus syntax

- Truncation

- Case sensitivity

- Field searching 

Term
In summary, what are some ways to avoid the good, the bad, and the ugly, in terms of internet searching? 
Definition

Caveat Lector (whatever that means):

1.  Utilize Library Resources

2.  Use recommended websites (Medline, National Guidelines Clearinghouse)

3.  Use advanced searching tools

4.  Apply the HON Code Principles 

Term
What is a randomized controlled trial?
Definition
Patients are assigned to experimental and control groups in random manner
Term
What is Meta-Analysis?
Definition
A series of studies are evaluated using statistical techniques
Term
What is a Case Control Study?
Definition
Identifies patient with the outcome of interest and control patients without the outcome retrospective
Term
What is a Cohort Study?
Definition
A Cohort Study identifies 2 groups of patients, one that recieved exposure, one that did not, and follows them forward.  Prospective
Term
What is a Cross-sectional study?
Definition
Examines the relationship between disease and other variables as they exist in a defined population at one particular time.
Term
What is a Cross-over trial? 
Definition
Type of clinical trial comparing two or more interventions where participants complete one course of treatment and are switched to another
Term
What does internal validity mean?
Definition
Refers to how well the study was done
Term
What does External Validity mean?
Definition
Refers to how well the results of the study can be applied to the reader's patient population.
Term
How is a medical article organized (what is each section)?
Definition

1.  Abstract and Title

2. Investigators

3.  Introduction and Objectives - Purpose of the study

4.  Methods - how was the study conducted?

5.  Statistical Analysis

6.  Results - what was found in the study

7.  Discussion and Conclusion - Interpretation of the data

8.  References

9.  Funding Sources 

Term
In order to effectively evaluate medical literature, what questions should you ask yourself about the journal?
Definition

- Is it a reputable journal?

- Is it a specialty journal?

- Is the paper peer reviewd? Should be

- Was the paper presented at a meeting? 

Term
In order to effectively evaluate medical literature, what questions should you ask yourself about the title?
Definition

- Is the title interesting (who cares)?

- Is there bias in the title (who cares about the title)? 

Term
In order to effectively evaluate medical literature, what questions should you ask yourself about the investigators?
Definition

- Were the investigators qualified to conduct the research?

- Are the investigators associated with major institutions?

- Is there a biostatistician involved in the research? 

Term
In order to effectively evaluate medical literature, what questions should you ask yourself about the abstract?
Definition

- Are the questions addressed by the study of interest to you?

- Are the patients similar to your patients?

- Does the design seem reasonable? (for example long terms outcomes and the study lasted a short time)

 - Are the results clearly written?

- Are the results significant? Differences identiied?

- Do the conclusions accurately reflect the results? 

Term
In order to effectively evaluate medical literature, what questions should you ask yourself about the introduction and objectives?
Definition

- Why was the study done and what questions were the investigators addressing?

- The introductory section of a paper should state the background to the research and provide a brief review of published literature.

- Are the objectives reasonable? 

Term
What components make up the "methods" section of a medical article?
Definition

- Patient population

- Study Design

- Treatment description

- Outcomes defined

- Statistics 

Term
In order to effectively evaluate medical literature, what questions should you ask yourself about the patients?
Definition

- Are the subjects patients or healthy volunteers?

- Do the patients represent patients one would encounter with the disease?

- Are the criteria for severity of disease appropriate?

- Are the exclusion criteria appropriate?

- Are the excluded patients accounted for in the study?

- Do the excluded patients limit the applicability of the study? 

Term
In order to effectively evaluate medical literature, what questions should you ask yourself about the study design?
Definition

- What type of study is it?  Is it appropriate?

- Are the patients homogenous after assignment to treatment group?

- Are all the specifics related to treatment clearly stated?

- Was the placebo identical to active drug?  Was there blinding?

- Was adherence checked?

- Were the dose and duration of treatment appropriate? 

Term
In order to effectively evaluate medical literature, what questions should you ask yourself about the treatment and outcomes?
Definition

- Were all the measures standardized?

- Were the measurements appropriate to show the effect of the drug?

- Were the measurements sensitive enough to show changes caused by the drug?

- Were the measurements objective?

- Were side effects measured?  Were all the patients asked about side effects in the same manner? 

Term
In order to effectively evaluate medical literature, how can you determine if the outcomes were clinically relevant?
Definition

- All signs and symptoms of infection had resolved

- Blood cultures at the end of therapy and at all follow-up visits were negative

- Associated signs of inflammation had resolved 

Term
In order to effectively evaluate medical literature, what questions should you ask yourself about the statistics?
Definition

- Are the tests described?

- Are the tests appropriate for the data?

- Were the tests chosen prior to data collection?

- Are the P values significant?

- Is power defined?

- Are the confidence intervals included?

- Is there an intent to treat analysis? 

Term
What is a Type I error?
Definition
This is a false positive, when the authors state there is a difference when in fact there is no difference - alpha determines the magnitude of a type 1 error - alpha commonly set at 0.05 (5 out of 100 chance)
Term
What is a Type II error?
Definition
This is when authors state there is no difference wen in fact there is a difference - beta determines the magnitude of a type II error - beta commonly set at 0.1 or 0.2
Term
What is the power of a study?
Definition
The power of a study is 1-beta....or 80-90%
Term
What is significant about a P value?
Definition
A p value of <0.05 suggests that there is less than a 5% likelihood (or less than 1 chance in 20) that the result was merely to chance or some unknown reason rather than the treatments themselves.
Term
What is the Confidence of a study, or CI?  What makes it important?
Definition

- Indicates the limits within which the real difference between the treatments is likely to lie. 

- A 95% CI for a parameter consists of the upper and lower limits determined so that, in many repeated samples of the same size 95% of all such intervals would be expected to contain the parameter.   

Term
In order to effectively evaluate medical literature, what questions should you ask yourself about the results?
Definition

- Are the results clearly presented, current, and relevant. 

- Are all of the patients accounted for?

- Aare baseline characteristics of patients presented?

- Is all of the data presented - microbiology, course of therapy, toxicity, outcomes, failures, and relapses, follow-up and deaths, endophthalmitis, management of intravascular catheters.

- Do the results match the outcomes objectives of the study? 

- Are the reasons for withdrawal clearly stated?

- Are the number of withdrawals acceptable? (<10% short term)

- Are the statistics reported as exact P values and confidence intervals?

- Does statistical significance necessarily imply clinical signficance? 

Term
In order to effectively evaluate medical literature, what questions should you ask yourself about the conclusions and discussion?
Definition

- Do the conclusions match the data presented in the study?

- Are the conclusions confiend to the data in the study?

- Do the conclusions compare the study results to other published data?

- Did the author discuss the study limitations and strengths 

Term
In order to effectively evaluate medical literature, what questions should you ask yourself about the references?
Definition

- Are the references up to date?

- Are the authors cited to a limited degree?

- Are landmark articles cited? 

Term
What is internal Validity?
Definition
An experiment is said to possess internal validity if it properly demosntrates a causal relation between two variables.
Term
What are the three criteria for demosntrating causal relation?
Definition

- That the "cause" precedies the "effect" in time

- That the "cause" and the "effect" are related

- That there are no plausible alternative explanations for the observed covariation.

Term
What are some threats to internal validity?
Definition

- Temporal relationship is unclear

- Selection bias

- Historical change

- Participant maturation

- Loss of participants

- Testing effects

- Instrumentation change

Term
What is external validity?
Definition
An experiment is said to possess external validity if the experiment's results hold across different experimental settings, procedures, and participants.
Term
What are the two most common causes of loss of external validity, and why is this a problem?
Definition

- Small samples obtained from a single geographic location

- Experiments that employ strict inclusion/exclusion criteria.

 

Problem: Because of these threats, one can not be sure that any results obtained would apply to people in other geographic locations.  

Term
What is systematic bias?
Definition

- A bias resulting from a flaw in a process, or measurement. 

- How were patients identified?

- What measurements were taken?  

 

Problem: As a consequence, systematic bias commonly leads to systematic errors, as opposed to random errors, which tend to cancel one another out.

Term
What is a population?
Definition
Refers to all objects of a particular kind of universe
Term
What is a sample?
Definition
A portion of a population
Term
What are parameters?
Definition
The measurements that describe a population are referred to as parameters
Term
What are statistics?
Definition
Those measurements that describe a sample
Term
Sampe must be              of the population
Definition
Representative
Term
What is a random sample?
Definition
When each member of a population has an equal probability of being selected for a sample
Term
What is a simple random sample?
Definition
- Random numbers table (what does he mean by?) this?)
Term
What is a stratified random sample?
Definition

- This is when we separate the population into non-overlapping groups --> strata

- Specific factor will be contained in separate strata to aid in analysis.  Example: Sex 

Term
What is systematic sampling?
Definition
- Population is derived from a list --> telephone list
Term
What is a nominal variable?
Definition
A classificatory varible that consists of categories that have no implied rank or order.  Example: presence of absence of a disease
Term
What is an ordinal variable?
Definition
Consists of categories that have an implied order of rank.  Example: Pain scale
Term
Interval Variable
Definition
Constant and defined units of measurement.  There is an equal distance or interval between values.
Term
What is a ratio variable?
Definition
Constant and defined units of measurement.  Same as interval but has an absolute zero.
Term
What are the two discrete variables?
Definition
Nominal variables and ordinal variables
Term
What are the two continuous variables?
Definition
Interval variable and ratio variable
Term
What are some examples of descriptive statistics?
Definition

- Measures of central tendency

- Measures of variability

- Measures of shpae

- Measures of disease frequency

- Incidence and prevalence

- Measures of association

- Sensitivity, specificity, and predictive values

- Distributions 

Term
What are some examples of statistical inference?
Definition

Central limit theorem

- Parametric versus nonparametric testing

- Hypothesis testing

- Errors (Type I and Type II)

- Significance

- Statistical testing 

Term
In speaking in terms of central tendency, what is the Mode?
Definition

- Most frequently occuring value

- > 1 mode

- Any scale of measurement 

Term
In speaking in terms of central tendency, what is a median?
Definition

- Value at the 50th percentile

- Ordinal, interval, ratio scale 

Term
In speaking in terms of central tendency, what is the Arithmetic mean?
Definition

- Average numerical value for the data set

- Interval or ratio scale

- Heavily influenced by outliers 

Term
In speaking in terms of central tendency, when do you have Normally Distributed Data?
Definition
Mode = median = mean
Term
In speaking in terms of central variability, what is the range?
Definition

- Difference between the highest data value and the lowest value

- Ordinal, interval, and ratio data 

Term
In speaking in terms of central variability, what is an inter-quartile range?
Definition

- Data values within the 25th and 75th quartiles.

- Directly related to the median

- Less likely to be affected by extreme values in the data

- Ordinal, interval, and ratio data 

Term
In speaking in terms of central variability, what is Standard Deviation?
Definition
- Measure of the average amount by which each observation in a series of data points differs from the mean. 
Term
When speaking in terms of measures of shape, what is the Coefficient of skewness?
Definition

- Measures of symmestry of a curve

- Tells how well each half of hte curve of distribution relates to the other half of a normal distribution.

- Positive versus negative 

Term
When speaking in terms of measures of shape, what is the Coefficient of kurtosis?
Definition

- How flat or peaked the curve appears

- Platykurtic (flat) vs. Leptokurtic (thin,more peaked)

 

Used to describe iterval and ratio data.  Used to determine statistical tests 

Term
Three general classes of mathetmatical parameters used to related the number of cases of a disese or outcome to the size of the source population in which they occured are......
Definition

- Ratio

- Proportions

- Rates

Term
What is a ratio?
Definition

- General term that expresses the relationship between two numbers

- Calculated simplybi dividing one quantity by another without implying any specific relationship between the numerator and the denonminator

- An example is the ratio of men to women who suffer from multiple sclerosis (MS) 

Term
What is proportion?
Definition

A type of ratio in which the numerator is included in the denominator.

- This ratio is part of the whole and is often expressed aas a percentage.  Example: The percentage of men with MS would be the number of men with MS in the numerator divided by the number of people in the population with MS. 

Term
What is rate?
Definition

- Special form of proportion that includes a specific time frame.

- The rate is equal to the number of events in a specificed period divided y the population at risk in a specific time peroid.  

- Direct relationship between the numerator and denominator (measure of time is an intrinsic part of the denominator)

- Example: Teh rate of MS would be the number of cases during a specified time period, such as 1 year, divided by the total population in that time frame.   

Term
What is prevalence?
Definition

- The number or rate of cases that exist (prevail) at a specified time

- The proportion of people who have a given disease or condition at a specified point in time.   

Term
What is incidence?
Definition

- The occurrence of new cases during a specified period of time

- A rate giving the proportion of people who develop a given disease or condition within a specified period of time. 

Term
What is cumulative incidence?
Definition

This is the.....

 

Number of new cases of a disease per a given time frame/ population at risk. 

Term
What is incidence rate?
Definition

The incidence rate is..

 

The number of new cases of a disease during time/ total person-time of observation 

Term
What are some characteristics of Cumulative Incidence (not how you calculate it)?
Definition

- The proportion of people who becoem diseased during a specified period of time.

- The relevent time period must be specified when reporting CL

- Assumes the entire population at risk at the beginning of the study period has been followed for the specific time interval for the development of the outcome under investigation.  

- Range 0-1 

Term
What are some characteristics of Incidence Rate (not how you calculate it)?
Definition

- Measure of the instantaneous rate of development of disease in a population

- The denominator is the sum of each individual's time at risk or the sum of time that each person remained under observation and free of disease

- Range 0-infinity 

Term
What are measures of Association?
Definition

- Measures of association are formed to compare measures of frquency for more than 2 groups

- Comparisons are intended to identify characteristics associated with the presence/absence of treatment or exposure. 

Term
In regards to measures of association, what is absolute sclae?
Definition
- Differences between measures of frequency such as attributale risk, cumulative index difference, and incidence density difference. 
Term
In regards to measures of association, what is relative scale?
Definition
- Ratio of measure of frequency, such as relative risk or risk ratio, and odds ratio
Term
What is relative risk?
Definition

- The ratio of the incidence of a given disase in exposed or at risk persons to the incidence of the disease in unexposed persons. 

- A measure of the association between exposure and dissae.

- Ratio of incidnece in exposed persons to incidence in non-exposed persons.   

Term
What is Odds Ratio?
Definition

The odds that a patient was exposed to a given risk factor divided by the odds that a control was exposed to the risk factor. 

- The probability of occurrence over the probability of nonoccurrence.

- A measure of prevalence

- An estimate of the relative risk.   

Term
Relative risk can be measured in what kind of study?
Definition
A Cohorts study
Term
Odds Ratio can be calculated from what kind of study?
Definition
Case Control Study
Term
How are odds ratio and relative risk related?
Definition

Odds ratio is an estimate of relative risk (often overestimate relative risk).

- Range of values: 0 - infinity

- Pivot on 1.0 (no difference) 

Term
What can the size of the relative risk factor tell you?
Definition

- In no way indicates the magnitude of incidence/prevalence rates in exposed/non-exposed grups

- Size helps in deciding whether the association between the antecedent risk factor and the disease is a likely part of the cause (Identifying causal relationships, if the RR is very large, regardless of the  respective incidence rates, a causative association is more likely) 

Term
What are the different measures of validity?
Definition

- Sensitivity

- Specificity

- Positive preditive value

- Negative predictive value 

Term

Define the following terms....
True Positives

False Positives

True Negatives

False Negatives 

Definition

TP - Individuals with the disease who were correctly identified

FP - Individuals without the disease who were incorrectly identified as having the disease by the test.

TN - Individuals without the disease who were correctly identified as disease free by the test.  

FN - Individuals with the disease who were incrorectly identified as disease free by the test.   

Term
What does the sensitivity of a test refer to?
Definition

-  The ability of a test to reliably detect the presence of disease (positivity of the test) when the disease is present.

- Sensitivity = TP/ (TP + FN)

- Sensitivity = a/(a+c) 

Term
What does the specificity of a test refer to?
Definition

The ability of a test t oreliably detect the absence of disease (negativity of the test) when the disease is absent

- Specificity = TN/ (TN + FP)

- Specificity = d/b+d 

Term
What is predictive value, and what can a positive predictive value and negative predictive value tell us?
Definition

- Predictive values can be used to help predict the likelihood of disease in an individual.

- Positive predictive value is useful to indicate the proportion of individuals who actually have the diasease when the diagnostic test indicates the presence of that disease.  

- Negative predictive value is useful to determine the proportion of individuals who are truly free of the disease tested for when the diagnostic test indicates the absence of that disease 

Term
What is a research hypothesis (aka alternative hypothesis)?
Definition
Hypothesis that states a difference between two or more groups studied
Term
What is a Null Hypothesis (Statistical Hypothesis)?
Definition
Hypothesis of no difference between two or more populations studied
Term
When is two-sided hypothesis testing appropriate?
Definition
When investigators do not have any priori expection regarding the value they expect to observe, could go in any direction
Term
When is one-sided hypothesis testing appropriate?
Definition

When investigators have a priori expection about the sample value they expect to observe, and they want to test whether it is larger or smaller.

- Statistical signficance can be obtained with a smaller departure from the hypothesized vlaue.  It is important to note that two-sided tests are considered statistically stronger.   

Term
What are the assumptions of parametric methods?
Definition

- Valid only when characteristics follow or nearly follow the normal distribution in the population studied.

- Can be applied properly to most interval and ratio scale data when those data come from a sample of a normally distributed population.  

- Can be used to derive measures of central tendency and variability 

Term
What are the assumptions of non-parametric methods?
Definition

Non-parametric methods are applied to non-normally distributed data and/or data that do not meet the criteria for use of parametric methods.

- Data that fit the ordinal scale definition should be analyzed by non-parametric methods (Apgar Score, Glasgow Coma Scale, Trauma Score, Injury Severity Score) 

Term
What is the meaning of alpha?
Definition

- Inferential statistics generate P values. 

-The calculated p value is the probability that the result observed in the study is entirely due to chance.

- Data are considered statistically signficiant when the calculated p values is less than alpha or the level of significance 

Term
What results could you get if your sample size is too small?
Definition

- False negative results (Type II error)

- Sample may not represent population

- Overestimation of treatment effects 

Term
What could happen to your results if your sample size is too large?
Definition
Results may lack clinical significance
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