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Modeling Course-Based Undergraduate Research Experiences: An Agenda for Future Research and Evaluation

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&quot; /&gt;&lt;/p&gt;

&lt;p&gt;Educational research that puts forth some hypotheses for how learning outcomes are achieved in CUREs.&lt;/p&gt;</pre>

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Exploring the Mycobacteriophage Metaproteome: Phage Genomics as an Educational Platform

Description of a widely implemented CURE involving isolation of bacteriophages from soil.

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Assessment of Course-Based Undergraduate Research Experiences: A Meeting Report

This paper:

Auchincloss, L. C., Laursen, S. L., Branchaw, J. L., Eagan, K., Graham, M., Hanauer, D. I., ... & Towns, M. (2014). Assessment of course-based undergraduate research experiences: a meeting report.

reports on a meeting of people with expertise in CURE instruction and assessment and their efforts to: 1) draft an operational definition of a CURE, with the aim of defining what makes a laboratory course or project a “research experience”; 2) summarize research on CUREs, as well as findings from studies of undergraduate research internships that would be useful for thinking about how students are influenced by participating in CUREs; and 3) identify areas of greatest need with respect to CURE assessment, and directions for future research on and evaluation of CUREs.

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CUREnet

CUREnet is a network of people and programs that are creating course-based undergraduate research experiences (CUREs) in biology.

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Integrating teaching and research in undergraduate biology laboratory education.

Short read with some concrete suggestions for integrating teaching and research.

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