A Tale of Two Crowds: Public Engagement in Plankton Classification
نویسندگان
چکیده
“Big data” are becoming common in biological oceanography with the advent of sampling technologies that can generate multiple, high-frequency data streams. Given the need for “big” data in ocean health assessments and ecosystem management, identifying and implementing robust, and efficient processing approaches is a challenge for marine scientists. Using a large plankton imagery data set, we present two crowd-sourcing approaches applied to the problem of classifying millions of organisms. The first used traditional crowd-sourcing by asking the public to identify plankton through a web-interface. The second challenged the data science community to develop algorithms via an industry partnership. We found traditional crowd-sourcing was an excellent way to engage and educate the public while crowd-sourcing data scientists rapidly generated multiple, effective solutions. As the need to process and visualize large and complex marine data sets is expected to grow over time, effective collaborations between oceanographers and computer and data scientists will become increasingly important.
منابع مشابه
The Moral of the Tale: Stories, Trust, and Public Engagement with Clinical Ethics via Radio and Theatre
Trust is frequently discussed with reference to the professional-patient relationship. However, trust is less explored in relation to the ways in which understanding of, and responses to, questions of ethics are discussed by both the "public" and "experts." Public engagement activity in healthcare ethics may invoke "trust" in analysing a moral question or problem but less frequently conceives o...
متن کاملDelving Into the Details of Evaluating Public Engagement Initiatives; Comment on “Metrics and Evaluation Tools for Patient Engagement in Healthcare Organization- and System-Level Decision-Making: A Systematic Review”
Initiatives to engage the public in health policy decisions have been widely endorsed and used, yet agreed upon methods for systematically evaluating the effectiveness of these initiatives remain to be developed. Dukhanin, Topazian, and DeCamp have thus developed a useful taxonomy of evaluation criteria derived from a systematic review of published evaluation tools that might serve as the basis...
متن کاملEnvironmental and Ecological Extra Challenges in Minority Populations; a Tale of Toxic Exposures among First Nation Populations
متن کامل
An Architectural Tale of the Two Cities
A comparative study of the corresponding styles of Western and Iranian modern architecture has hardly ever been carried out in detail. This paper aims to sketch out an outline for such an investigation and to present a summary of empirical evidence accompanied by field observations to elaborate the ongoing trend of relationship between architectural styles in Iran and that of the West. This is ...
متن کاملInfluence of Extrinsic and Intrinsic Rewards on Employee Engagement (Empirical Study in Public Sector of Uganda)
Considerable attention has been given to the identification of key forms of reward and its linkage to employee engagement. For this purpose following study aims to uncover the influence of extrinsic and intrinsic rewards on employee engagement in the public sector of Uganda. A sample of 184 public sector employees was randomly selected and taken from Gulu district. A quantita...
متن کامل