Research
Decoder
Research papers contain incredible ideas. They also contain sentences that somehow last half a page. Research Decoder is an experiment in making the first read a little less intimidating.
papers weren't written to be read once.
Start with the scary paragraph.
Decoded notes
The decoder pulls apart the abstract by looking for language associated with questions, methods, results, conclusions, and limitations.
What were the researchers trying to figure out?
Paste an abstract above and press Decode paper.
What did they actually do?
Paste an abstract above and press Decode paper.
What did the study observe?
Paste an abstract above and press Decode paper.
Why might this result be useful?
Paste an abstract above and press Decode paper.
What doesn't this paper establish?
Paste an abstract above and press Decode paper.
Margin vocabulary
dataset
The collection of examples, measurements, observations, or samples used in an analysis or computational model.
validation
Testing whether a method or model performs beyond the exact information used to develop it.
generalizability
How well findings from one dataset, population, or setting may extend to others.
baseline
A reference method or result used to determine whether a new approach actually improves performance.
confidence interval
A range used to communicate uncertainty around an estimated value rather than presenting that estimate as perfectly precise.
external validation
Evaluating a model or finding using data that come from outside the original development setting.
Decoder ≠ paper.
The goal isn't to replace scientific papers with summaries. A decoder should help you find your footing: understand the question, identify the methods, recognize unfamiliar terminology, and notice where you need to look more carefully. The original research remains the source.