How a novel machine learning system is bridging the gap between advanced models and expert insights to accelerate protein research Proteins are essential molecules with many critical roles in the body. Determining a protein’s 3D structure helps scientists understand its functions within cells. This is crucial for advances in biology, medicine, and drug design.

Europe PMC and Open Targets develop Lit-OTAR framework unearthing over 48 million unique associations that can be leveraged for drug discovery Identifying drug targets is a critical and intricate part of drug discovery. This requires scientists to look at many sources of evidence. They use them to find links between drugs, targets, and diseases.

not so quickly! Recently, I become intrigued by game theory algorithms, not because I absolutely love playing games, but because it offers a quantifiable, systematic way to understand human relationships. I find the certainty of science and systematization reassuring to some degree so when I learned about this game called “the prisoner’ dilemma”, I thought it would fun to experiment and figure out the answer to this classic scenario.

monthly changes in her circle orb Tip If you’re wondering where I’m getting my titles and headings, they come from Shakespeare’s sonnets. The moon has always fascinated me. Eversince I was a child, I was entranced by it; her constant pursuit everywhere I went and her sneaky tactics during the day. This year, before the solar eclipse, I decided to do a little digging and replicate one algorithm used to determine the phases of the moon.

Europe PMC joins the SoFAIR project Modern science increasingly relies on software, from data collection and analysis to modeling complex systems. As part of our mission, Europe PMC integrates open access literature with research outputs, such as data and software, to support innovation. To further this effort we have joined forces with the SoFAIR project, a collaborative initiative to empower reuse of open research software.

Visualization & Pearson’s correlation coefficient The 30DayChartChallenge is a data visualization community that hosts daily challenges for April. Today’s challenge involves dinosaurs. I used the Datasaurus package to create an animated visualization to demonstrate the importance of graphing data, and the effects of outliers on statistical properties.

Lissajous Curves Lissajous curves are created by plotting two oscillations on perpendicular axes and ​​​. These oscillations, represented by sinusoidal functions, intersect to create different patterns. When the ratio of these frequencies is equal to — the oscillations are equally phased— the curve is a straight line.

TL; DR: Don’t be an absolutist– use relative paths. Use the here package instead of setwd() or getwd() to increase reproducibility and avoid wasting your and other people’s time.

RQ: What exactly is the CLT and what’s the deal with n 30? CLT - mathematical definition and simple terms definition How we use CLT How to know when empirical distribution converges to normal distribution? How did we come up with n $ $ 30? Cohen (1991) Taught that at least 30 observations were needed to use critical-ratio approach used in t-tables when comparing groups.

**Europe PMC POSI update – 2 years on ** Two years have sailed by since Europe PMC adopted the Principles of Open Scholarly Infrastructure (POSI) in February 2021. POSI is a set of guidelines for open scholarly infrastructure providers and outlines how these organisations should be run and sustained. It offers a framework to uphold transparency and accountability.