Citizen sciencepanel2015 pdf
Transcript of Citizen sciencepanel2015 pdf
Biomedical citizen science: successes and
opportunitiesBenjamin Good
The Scripps Research Institute @bgood
Types of Biomedical Citizen Science
• Personal data: 23andme surveys, ubiome!, …
• Microtasks: large in number, small in difficulty
• Megatasks: Small in number, high in difficulty
Good & Su 2013. Crowdsourcing for Bioinformatics. Bioinformatics
Citizens enhance the capacity of traditional science
by performing microtasks
• Processing images (tagging, tracing)
• Annotating concepts in text: mark2cure.org
Keys for success: volume, redundancy, aggregation, gold standards for training and quality assessment
More than microtasks, not quite megatasks: Visual Reasoning
Foldit: 3D Protein Structure Puzzles
DNA Sequence Alignment
Key to making it fun and productive is a good automated scoring function
Citizen scientists performing the megatasks usually reserved for
professional scientists
(Khatib et al 2011) “Algorithm discovery by protein folding game players” PNAS
Open Innovation Contest Platforms
Successful megatasks
• Large, diverse user population
• Well-defined problem
• Rapid, high quality feedback on proposed solutions
EteRNA http://eterna.cmu.edu/
1. Its a game! - rapid feedback, visual, beautiful
2. Its a weekly competition! the winners are rewarded with real laboratory tests of their hypotheses about how a string of RNA will fold in 3 dimensions
3. Its a community forum for creating RNA design rules
4. Its a machine learning system for learning RNA design rules
5. Its a MASSIVE OPEN ONLINE LABORATORY !!!!
6. Its working! (Lee 2013) RNA design rules from a massive open laboratory, PNAS
Identifying new opportunities
• “Measurement is the beginning of [citizen] science”
• Look for problems where it is possible to provide rapid, high quality feedback about progress
Needs
• Frame the process
• Reduce barriers to entry
Games are the Gateway Drugs!
• Short, high-quality feedback loops
• Deeper learning, discovery paths
Motivation is the easy part
Opportunities
• Biology and medicine provide a heroic purpose for citizen science – not unlike the more traditional purpose of saving the world from aliens. Scientist