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Control element in controlled experimental study
fully controlled
Control element in drug vs. placebo
control is placebo
Control element in head to head study
control is another drug
Control element in cross-over study
control is self
Drug vs. placebo, head to head, and cross-over studies are all examples of a _____ _____ _____
controlled experimental study
Two types of observational studies
descriptive, analytic
The 2 descriptive studies are _____ and _____. The 2 analytic studies are _____ and _____
Case report/series, cross-sectional; case-control, cohort
The difference between efficacy and effectiveness can be described as:
_____ aims to measure degree of success in a highly controlled environment
while _____ aims to measure success in real-world conditions
Efficacy, effectiveness
Real world evidence and real world data _____ (does/does not) come from controlled FDA approval trials
does not
_____ infers a degree of actionability whereas _____ are just the facts.
evidence, data

It is important to use RWE and RWD for analysis which is: _____, _____, _____, _____
better representation, more diverse, lower cost, faster data acquisition
Information consisting of RWE and RWD largely comes from _____ studies making it more cost effective
observational
_____ is more broad without manipulation and low internal validity but does have high external validity. _____ is more selective utilizing randomization with high internal validity but limited external validity.
RWE, RCT
Sources of RWD: any data other than _____ _____ data
clinical trial
Policy makers do not use RWD/RWE because of:
lack of expertise
21st Century Cures Act (2016) amended FD&C’s use of _____, so it can now be used for FDA drug approvals
RWE
21st Century Cures Act contains 2 core contents:
_____ FDA’s approval and authorization for drugs and devices
Enhance primary medical research and encourage medical _____
Accelerate, innovation
List what can be done with the FDA’s RWE program:
additional _____
_____
changes in: _____, _____, drug labeling
indications, administration, dosage, usage
Synthetic control arms, or _____ studies utilizing RWD to provide RWE, can be used for FDA approval
observational
_____ data refers to data sets that store variables (demographics, drug lists, patient vitals, family hx) in the same, consistent format
Structured data
_____ data includes text-heavy documents, emails, videos, images, and audio files. Common examples include social media posts, PDFs, and customer support call recordings.
unstructured
Name a possible solution to understand unstructured data.
natural language processing