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Categorical (Qualitative) Data
Nominal and Ordinal Data are what types of data?
Nominal: "order" doesn't matter (blood type)
Ordinal: "order" matters (Stage 1, II cancer)
What's the difference between Nominal and Ordinal Data
1. state Ho and Hi
2. compute statistics
3. decision making
4. conclusion
4 steps to significance testing
< 0.05
At what p-value should we reject the Ho?
relative risk
comparing probablility to disease in two different groups
odds ratio
measure of association between an exposure and an outcome
Evidence based practice
combining the best research to make patient/population centered decisions
1. formulate focused question
2. identify articles and evidence-based resources
3. critical appraisal of evidence
4. apply evidence
5. evaluate application of evidence
Steps of EBPP
primary literature
Raw data and articles are examples of which type of literature?
secondary literature
Guidelines and systematic reviews are examples of which type of literature?
tertiary literature
Lexicomp and micromedex are examples of which type of literature?
surrogate outcome
using an outcome to reflect another (ex.fasting plasma glucose, HbA1C)
outcomes that matter
clinically relevant outcome and provide direct measures of disease (ex. stroke, self report of nerve pain)
primary outcome
what the study is designed around; most important reflection
secondary outcome
not the most important outcome/ main ones influenced by intervention
national research act
requires informed consent for research studies
respect for persons, beneficence, justice
belmont report principles
1. identify requestor
2. define the true question
3, patient background
4. categorize question
5. systemic search for answer
6. analyze info
7. disseminate info
8. document and follow-up
steps of formulating focused questions
absence of background info, false perception that DI questions don't pertain to a specific patient
What are the barriers to formulating focused questions?
PPAARE or PICOT
2 ways to write a question
background info, patient factors, disease factors, medication factors
What should be considered when formulating a response?
timely, current info, well references, not too long,
Desired characteristics of a response
Clair AI
Which AI can we use to find sources?
epidemiology
the study of diseases and their intervention at the population level
case definition
set of standard criteria for classifying whether a person has a particular disease, syndrome, or health condition
web of causation
the idea that theres no single cause for a disease and things like lifestyle, ethnicity, gender, and cormorbidities
pre-disposing factors
factors that make individuals more or less likely to adopt healthy or risky behaviors
enabling factors
factors that help people adopt and maintain healthy or unhealthy behaviors
precipitating factors
factors that are the catalyst for an illness, episode or symptom
reinforcing factors
people that reinforce good or bad habits
host, agent, environment
epidemiological triangle consists of
If the researchers provided the exposure it's experimental
What's the difference between experimental and observational studies?
experimental
Study that tells us efficacy
quasi-experimental
Study that tells us performance
observational
Study that tells us effectiveness
cohort, case control, cross sectional
What are the 3 types of observational studies?
cohort
study that looks at exposure first then determines outcome
case-control
study that looks at outcome first then determines what exposure caused it
cross-sectional
study that looks at one point in time to determine exposure at the time of outcome
decrease
study limitations, inconsistency of results, indirectness of evidence, imprecision and publication bias are examples of factors that (increase/decrease) quality of evidence
RCT's
gold standard of clinical trials
case report
information about a single patient in a unique scenario
diagnostic, treatment, educational
3 types of case reports
case series
more than one patient with similar treatment or diagnosis
internal validity
the degree to which the result of a study are correct for the sample of subjects being studied (accuracy of our results)
Internal: truth in the study
External: truth in real life
Difference between internal and external validity
bias, random chance
Threats to internal validity
control groups, randomization, meticulous data collection and analysis
How to offset threats to internal validity
secondary literature
A clinical practice guideline is this type of literature
respect for persons, beneficence, justice
The Belmont Report developed these basic ethical principles
False
(T/F) Most of the time drug information questions do not pertain to a certain patients
SBAR method
The best way to verbally communicate the answer to a drug information question
supported by best evidence, timely
The desirable characteristics of a drug information responses
EMBASE
This database allows you to search using PICO format and provides international biomedical journal coverage
PubMed
A secondary resource that can assist in finding original research papers
Drug Interaction
A patient asks if it is okay to take oxycodone, acetaminophen, omeprazole, and clonazepam together. What category of drug information resources is most appropriate to reference?
AI always provides an answer
A major concern of using AI to answer drug information questions
True
(T/F) By searching databases and getting irrelevant results you may develop phrases to exclude irrelevant evidence
agent, host, environment
Components of the epidemiological triad
Healthy People Initiative
Epidemiological program providing objectives to improve American health
simple home page, prioritized information, simplified search, minimal scrolling necessary
Characteristic making an internet site high quality and accessible to patients of varying health literacy
PMC, MEDLINE, Bookshelf
NLM literature resources that PubMed can search
It may point to other relevant sources
The purpose of reviewing articles cited in an article found while searching databases
Randomized Control Trial (RCT)
Gold standard study type with high level of evidence
True
(T/F) When researchers introduce an exposure, it makes the study experimental
Case series follow more than one patient (up to 20) with similar treatment or diagnoses, case reports are on one patient
The difference between case reports and case series
Special populations, off label medication use, adverse reactions
Common clinical questions that case reports and series investigate
temporal relation
The most essential factor of causality
+ 1 or - 1
Pearson coefficient showing strongest linear relationship
Journal Quality
Databases
Peer Review
Impact Factor
Predatory Journal
Predatory Journal
-more open access journals
-dilution of scientific credibility
-poor peer-review process
-lower impact factor
Trustworthiness of Positivistic (Quantitative) Evidence
Internal Validity
External Validity
Reliability
Objectivity
Internal Validity
Did the study accurately measure what it intended to measure?
External Validity
Can the results be generalized to a population or to a real-life context?
Reliability
Were the data measured consistently?
Objectivity
Was the conduct of the study unbiased?
False
True/False: Coefficient of 0.80 and less = trustworthy
True
True/False: Internal & External validity have an inverse relationship.
False
True/False: If a journal is open access, it is always untrustworthy.
Introduction
Purpose
Hypothesis
Research Question
Methods
Research Design
Research Protocol
Sample
Data Collection
Results
Sample
Data Analysis
Findings
Discussion & Conclusion
What's after results?
The greater significance within discipline
The higher the JCR...
SJR
What contains the visibility of Journals in Scopus Database?
True
True/False: An article analyzed by the intention-to-treat analysis will use a method to input the data for the participants that drop out early.
Abstract
Methods
Results
Conclusion
Place the following sections of a research paper in order from first to last
Sampling
If you go from parameters to statistics, what is that called?
Inference
If you go from statistics to parameters, what is that called?
Descriptive Statistics
To organize, summarize & display data to make them more understandable.
Inferential Statistics
To provide predictions about population characteristics based on information from a sample drawn from that population.
Nominal
Unordered mutually exclusive categories
Binary (Male/Female)
Multinominal (martial status)
Ordinal
Mutually exclusive categories that are ordered in some meaningful way
Course grades
Numerical
Quantitative data with finite numbers or counts (discrete) or infinitely values (continuous)
True
True/False: Ordinal data can be numerical & nominal.
Interval
Numerical values without a true zero point.
Zero doesn't indicate a complete lack of the quantity being measured.
Ex. degrees Celsius
Ratio
Numerical values with a true zero point.
Ex. Weight & BP
Estimation (point estimate & confidence interval)
Hypothesis test
2 Approaches to Statistical Inference
Rare Event Rule for Inferential Statistics
If, under a given assumption, the probability of a particular observed event if exceptional small, we conclude that the assumption is probably not correct.
Level of Significance
Alpha
It gives the probability of incorrectly rejecting the null hypothesis when it is actually true.