There is a huge variation among scientific studies. What this means is we can't possibly assess all of these different study designs by the same metrics. For example, you can't ask if a systematic review is randomized because that makes no sense. To assess the quality of your specific study design, you'll need to locate the right checklist for it. Below are the checklists for common study designs.
Two groups are studied and compared: the "cases" (those with a certain condition) and the "controls" (those without that condition). This type of study looks backward in time, typically by comparing medical records of the cases and the controls, and therefore is considered to be retrospective. The researchers are trying to figure out differences between the two groups that might have led to the development of the condition.
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Case studies or reports detail unusual or unique signs and symptoms in a particular patient. While they are considered a weaker form of evidence than other studies, they oftentimes are the only option for rare diseases that do not have large enough populations to conduct an RCT or other large-scale study.
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Cohort studies follow a group of people (or "cohort") over time, often to see what symptoms will develop or to watch the trajectory of an illness. Because this type of study looks forward in time by following this group of people, it is considered prospective.
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A cross-sectional study uses surveys or other data collection methods to gather information from a certain population. It is helpful for questions relating to the prevalence of a condition (though not etiology), or the preferences and attitudes of a population.
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Study participants are recruited and then divided into two groups by random methods (roll of a die, toss of a coin, etc.). Each group receives a different treatment (or one group receives no treatment). These types of studies typically look at the efficacy of a treatment.
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Systematic reviews are reviews of the literature. A team conducts a massive search, finding every paper written ever on their topic (i.e., thousands of papers) and winnows them down to a small set that answer their question. They then perform a rigorous quality assessment of their final set of papers.
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Umbrella Reviews
You can also look up an umbrella review on your topic. Umbrella reviews are systematic reviews of systematic reviews. In other words, they perform quality assessment of systematic reviews. To limit to umbrella reviews, search in PubMed for:
[keyword describing your topic] AND umbrella[ti]
Videos
Our recent presentation at the Slavin Academy gets into the quality issues surrounding systematic reviews: