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The QUBES platform hosts hundreds of teaching materials, reference materials, and cloud-based software free to use and adapt using open Creative Commons licenses.

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    Searching for disability as biodiversity in digitized natural history collections
    This module uses digitized natural history and biodiversity collections to explore if, how, and whether disability can be studied in nonhumans as a form of biodiversity.
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    Mosquito Vector Ecology of the East Coast using NEON
    This data module examines the relationship between mosquito vector ecology and climate across the east coast of the United States. The module is designed to merge core concepts in ecology with...
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    Introduction to Earth Data Science Textbook
    Introduction to Earth Data Science is an online textbook for anyone new to open reproducible science and the Python programming language. There are no prerequisites for this material, and no prior...

    Keywords: data analysisdatadata typesdata visualizationdata scienceearth sciencepythonremote sensingGeographic Information System (GIS)data science educationcomputer programmingwildfireearth analytics

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    A Fun Introductory Command Line Exercise: Next Generation Sequencing Quality Analysis with Emoji!
    This resource is a fun computer-based intro to command line programming. The activity takes FASTQ NGS data files and runs a fun program called FASTQE.

    Keywords: data sciencebioinformaticsnext generation sequencingquality controlFASTQgenomicsprogrammingNIBLSElinuxmicrobiomeIllumina sequencingcommand lineFASTQEFASTPNGS analysisterminalMacemojiPhred scoreTrimmingshort read

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    Expanding Undergraduate Participation in Computational Biology: Resources and Lessons Learned from a Hands-on Workshop
    Presentation on computational biology in undergraduate education at the 2019 Great Lakes Bioinformatics Conference

    Keywords: undergraduate educationcomputational biologybioinformatics

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    Discrete Math Modeling with Biological Applications (Course Materials)
    These are the materials for Math 214 offered at Rhodes College.

    Keywords: labsagent-based modelingDiscrete Difference Equationsmatrix modelscoursebiomath coursedemonstrationin-class activitylab protocolproblem set

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    A Hands-on Introduction to Hidden Markov Models
    A lesson in which students will understand the basic structure of an HMM, the types of data used in ab initio gene prediction, and its consequent limitations.

    Keywords: Markov modelbioinformaticsgenomicsNIBLSEtranscriptionCourseSourceexonintronsplicing

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    BIO 181G: The information age
    Course materials for BIO181G: The information age

    Keywords: Rbig datainterdisciplarycourse

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    An Introduction to Statistical Learning: with Applications in R
    This book provides an introduction to statistical learning methods and is aimed for upper level undergraduate students, masters students and Ph.D. students in the non-mathematical sciences.

    Keywords: linear regressiontextbookclassificationcourseclustering coefficientR programming languagestatistical learningmachine learninglogistic regressionresamplingmodel selectionGeneralized additive modelsdecision treesprincipal components analysisMOOCResources @ QUBES - Teaching & Reference

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    Developing hands-on activities linking plankton and computational thinking
    Poster on computational thinking as a method to help address complex problems, create systems, and understand behaviors presented at the 2018 QUBES/BioQUEST Summer Workshop

    Keywords: computational thinkingplanktonSummer Workshop 2018

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    "Boost your evolution IQ": An evolution misconceptions game
    Students often enter introductory biology courses with misconceptions about evolution. For example, many students believe that traits arise when a species needs them or that evolutionary processes...

    Keywords: Evolutionactive learningNatural Selectiongroup workmisconceptions

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    Learning R for Biologists: A Mini Course Grab-Bag for Instructors
    As biology becomes more data driven, teaching students data literacy skills has become central to biology curriculum. Despite a wealth of online resources that teach researchers how to use R, there...

    Keywords: Rdata analysisRStudio

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    An Introduction to agent-based modeling.
    Introductory level textbook based on a collection of lecture notes from an undergraduate course on agent-based modeling at Arizona State University.

    Keywords: textbookcurriculumNetLogoagent-based modelingIndividual & Agent Based Modelingcourseundergraduate educationResources @ QUBES - Teaching & Reference

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    Tying it All Together: An Activity to Help Students Connect Course Experiences to Posted Learning Outcomes
    Instructors of undergraduate courses in Biology and other Science, Technology, Engineering, and Mathematics (STEM) disciplines face an ongoing challenge to foster higher-order thinking and learning...

    Keywords: metacognitionreflectiongoalsOutcomes

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    Making toast: Using analogies to explore concepts in bioinformatics
    Contemporary biology is moving towards heavy reliance on computational methods to manage, find patterns, and derive meaning from large-scale data, such as genomic sequences. Biology teachers are...

    Keywords: bioinformaticsworkflowgenome

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    Democratizing Student Access to Help: the nationwide, virtual peer mentoring network of the Genomics Education Partnership
    Our data suggests that online delivery of the novel Virtual TA program allowed the GEP CURE to remain effective through the transition from onsite to online: the GEP CURE is resilient. This...

    Keywords: Genomics Education PartnershipNABT2023

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    ICABL: An Inclusive Community for the Assessment of Biochemistry and Molecular Biology (BMB) Learning (RCN-UBE Introduction)
    ICABL is an inclusive and collaborative community that supports the professional development of biochemistry and molecular biology scientist-educators committed to the enhancement of student...

    Keywords: RCN-UBE Introduction

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    Climate-Induced Shifts in California Butterflies
    A module in which students generate and test hypotheses about butterfly species’ response to climate change in the Central Valley and Sierra Nevada Mountains of northern California using publicly...

    Keywords: linear regressionScatter Plotsclimate changephenologyhypothesis formulationmountainsCaliforniapublic dataCODAP

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    STEM OER Accessibility Framework and Guidebook
    This framework, developed by ISKME in partnership with SERC, provides a practical reference for curators and authors of STEM OER, with 23 accessibility criteria, or elements, to reference as they...

    Keywords: OEROER Evaluation

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    Exploring Phage Immunity Systems with a Scientific Reading and Communication Activity
    This jigsaw assignment is designed to increase students’ understanding of phage immunity systems, through reading primary literature and communicating key aspects.
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