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Shedding Light on the "Black Box” of Collaboration

In Stanley Kubrick’s famous film based on Arthur C. Clark’s book, 2001: A Space Odyssey, a mysterious black monolith appears on Earth millions of years before modern humans. It’s the classic “black box.” We don’t know who made it, what’s in it, or how it works, but it’s miraculous and powerful and somehow results in jumpstarting the entire evolution of humankind.

A week ago I traveled with two of my colleagues to India where we participated in a multi-day workshop for a large-scale multi-continent collaborative data-science initiative that was just getting underway. No one at the conference talked about Kubrick’s film, but there was plenty of talk of “black boxes.”

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Ethical Data Standards to Drive Society Forward

I am constantly amazed by the energy and momentum around data science. Only a few years ago, I would be met with a blank stare when I told someone I planned on going to grad school for machine learning. Today, there is no need for my “it's like computer science, linear algebra, and statistics had a combined love child” analogy as most people instantly respond with “Oh, like AI!”

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Sparking Ideas for Visualizing Innovative Research Teams

A collaborative blog series about collaborative research: a data scientist and a cognitive psychologist combine perspectives.

Dr. Alicia Knoedler: For the past 18 years, I have sought opportunities and means to advocate for researchers working to develop and accelerate their research programs. I had the very fortunate opportunity to meet Dave King in 2014 when he relocated his company to Oklahoma City.

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Finding Balance on the Spectrum Between Lone Geniuses and Team Scientists

Foreword by Jill Macchiaverna, Exaptive Media Specialist:

When we came across this podcast that so beautifully and concisely addressed many of the challenges our collaborators face, we knew we had to find a way to share it. A huge thank you to AIBS and BioScience Talks for allowing us to post their September 12, 2018, episode called “Big Data is Synergized by Team and Open Science.”

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Machine Learning Helps Humans Perform Text Analysis

The rise of Big Data created the need for data applications to be able to consume data residing in disparate databases, of wildly differing schema. The traditional approach to performing analytics on this sort of data has been to warehouse it; to move all the data into one place under a common schema so it can be analyzed.

This approach is no longer feasible with the volume of data being produced, the variety of data requiring specific optimized schemas, and the velocity of the creation of new data. A much more promising approach has been based on semantic link data, which models data as a graph (a network of nodes and edges) instead of as a series of relational tables.

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How To Use PubMed®: The New Way

The Researchers, Principal Investigators, and Science Writers we’ve talked to seem to have a love-hate relationship with PubMed. They love that a simple search can get them quick access to the latest articles but they hate the limiting interface and how much reading is required to find good articles. They told us they aren’t always sure they got all the right articles and that they want a more efficient and customized system that meets more of their needs and gets better over time as it learns from their behavior.

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