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Notes potentially for my EDG talk.
"Keeping Up" -- a talk to EDG?
Science is growing. Fast. Number of papers published. Genomes on Genbank. Software on CRAN. Everyone's felt the pressure. So what do we do? Keeping with tradition, I'll present my own work in developing comparative phylogenetic methods to identify niche differentiation in Labrid fish. I will try and use this context to pose the question -- what do we do about this information explosion?? I'll review some data to frame the rate of this change and highlight three particular challenges: (1) Big Science - Big Collaborations, (2) Evaluating Science: Quality, Reproducibility, Impact, (3) Rising Demand for Broader Impacts. I'll review literature evaluating what is and isn't effective, present a few examples and tools with which some hope to face these challenges and opportunities.
I'm not really qualified to give an opinion on all this, but I'm interested to give it a try. Bring questions and opinions or maybe we'll hear a lot more about multitype OU processes.
Exponential growth of science
Nature commentary
- Luckily this is paralleled by the exponential growth of your capacity and free time... whoops.
Big Science
Collaborating across barriers
Which is harder: research across institutes or across disciplines?
- Geographic distance:
- Collaborating across disciplines
- Rise of interdisciplinary centers, initiatives, and education
- Effectiveness and Challenges
Really really big collaborations, informal groups?
- Coordinate simultaneous development of a project with hundreds of collaborators? Regularly happens in software development
Computer Scientists work in huge groups,
Evaluating science? Quality? Reproducibility? Impact?
Quality
- Peer review/nature comments vs Amazon.com model... Cultural barriers. New solutions.
Reproducibility
Impact
- Article level metrics. Data contribution. software contribution.
- Rising demands for broader impacts. Science in the eye of the public. Communicating science.
- Paper vs package. push button reproducibility. Open science
- Picnic Day, Obama's NAS speech, educational outreach, who should communicate science and how?
- Open = Impact
- What is the minimum unit of science? A p-value? An equation? Definition? Hypothesis? A page or edit on a wiki? A paper.
- What moves science forward in comparative phylogenetics. Lots of kinds of contributions: data, methods, software, technical support.
- Synthetic science and linking big.
Ways Science is changing to face these challenges
- Generative Science, Synthetic Science, Open Science
- New thinking -- google mindset vs yahoo. tags. Everything is miscellaneous.
- Crowd sourcing
- Tools waste time / save time
From the eyes of a young college student, this is fantastic. This is the dawn of a golden era of science. From the eyes of an aging graduate student looking ahead on an uncertain career trajectory, this is terrifying.
Solutions
Survey
- Use a social networking site
- have joined a scientific social networking site
- subscribe to a help mailing list
- have asked a question to a mailing list
- have answered a question on a list
- collaborated with someone at another institution
- have collaborated with someone they've never met
- read articles as pdfs
- keep pdfs in a database system
- used an encyclopedia in the past 5 years
- used wikipedia in the past 48 hours
- used software for analysis / calculations / figures yesterday
- how long would it take for you to reproduce that analysis now?
- how long to reproduce the computational analysis/figures in a paper you've published?
- how do you find most articles you read? ToC? recommendation? citation?
Notes
- Post to friendfeed for input before presentation
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Teaching
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