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7 Rules of Thumb for Your Open Science Project
Tips for creating and maintaining open source software for science. Read More »
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How We Track The Community Health Of Our Open Source Project
To be an effective leader in an open source community, you need a lot of information. How do I know who the most active members in my community are? Which companies are making the most contributions? Which contributors are drifting away and becoming inactive? Who in the community is knowledgeable about a specific topic? These were just a few of the questions I had when I started leading the Mautic community at Acquia. But the problem was not a shortage of information. On the contrary, there were so many places our community interacted and so many things to track that I was drowning in data. I could access plenty of data sources, but they were not helping me manage the community effectively or answering my questions.
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Open Source Machine Learning Tool Could Help Choose Cancer Drugs
The selection of a first-line chemotherapy drug to treat many types of cancer is often a clear-cut decision governed by standard-of-care protocols, but what drug should be used next if the first one fails? That's where Georgia Institute of Technology researchers believe their new open source decision support tool could come in. Using machine learning to analyze RNA expression tied to information about patient outcomes with specific drugs, the open source tool could help clinicians chose the chemotherapy drug most likely to attack the disease in individual patients. In a study using RNA analysis data from 152 patient records, the system predicted the chemotherapy drug that had provided the best outcome 80 percent of the time.
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