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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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    Machine Learning Meets Medicine with Jenessa Peterson
    Jenessa Peterson is a former teacher turned data scientist/engineer and Director of Learning Engineering at The Learning Agency. Her more recent work in data science has included building a...

    Keywords: data sciencemachine learningmedicine

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    Using genomic data and machine learning to predict antibiotic resistance: a tutorial paper
    Antibiotic resistance is a global public health concern. Bacteria have evolved resistance to most antibiotics, which means that for any given bacterial infection, the bacteria may be resistant to...

    Keywords: Tutorialmachine learningantibiotic-resistanceArtificial Intelligence

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    Science of Sorting
    Children possess an innate curiosity about the natural world. This Discovery Trunk explores the topic of sorting, or classification, in the study of life science.

    Keywords: species interactionsphylogenyscience educationPropertytaxonomyindividual traitsLife ScienceSortOrganizationReproductionclassifycharacteriesticlivingnonlivingobjectsadvantagedichotomous keyliving systemsoffspringphysical traitbehavioral traitcladecladogramtaxonomistnatural worldkingdomsbinomial nominclatureone class periodgradesK-8K-8

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    Are you learning R? Suggestions to help you as you learn.
    Learning how to code and analyze data in R is an important skill. Olivia Tabares and the Ecological Forecasting Education Working Group created this resource to encourage individuals who are...

    Keywords: R code

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    Incubators: Building community networks and developing open educational resources to integrate bioinformatics into life sciences education
    To efficiently and effectively integrate bioinformatics instruction into undergraduate life science curricula, educators would benefit from open access, high-quality learning resources (LRs) for...

    Keywords: bioinformaticsNIBLSEincubatorsLife Science

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    S-JEDI Learning Group Resource
    This resource provides a curriculum for a 6 week learning group centered on examining social justice, equity, diversity, and inclusion, specifically geared to organizational leaders in open...

    Keywords: social justiceodiversity equity and inclusion

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    BioGraphI Student Learning Outcomes Assessment Tool - Google Docs
    This document contains the student learning outcomes that guide the development of curriculum produced by the Biologists and Graph Interpretation (BioGraphI) Network and the survey instrument used...

    Keywords: assessmentgraph interpretationeducation researchdata literacylearning outcomeslearning objectivesRole ModelsBioGraphIBioGraphI FMNcounterstereotypical scientist

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    Evaluation of DEIJ in Lectures of Junior Year Science Undergraduate Course
    Diversity, equity, inclusion, and social justice, DEIJ, is important for both students and faculty as they improve learning outcomes and elicit professional competency respectively. DEIJ...

    Keywords: stempedagogyArticleUndergraduateOpen Sourcescienceevaluationneurobiologythe role of active learning in retention and engagementFacultyAnalysismethod#DEI-J-ADEIJinterdisplinaryjunorlearning spacesadditional support learning systemenhancement

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    Modules Ready or Adaptable for Online Learning: Google Sheet
    A dynamic database of modules discoverable on QUBES that are ready or adaptable for online learning. Anyone can use or contribute to this database.

    Keywords: modulesWorksheet

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    Introduction to Climate Change: Why we should care
    In this lesson, students cover the basics of climate change, interpret and predict several graphs that explain climate change scenarios under different treatment options, and reflect on an...

    Keywords: graph interpretationclimate changePlant Ecologyfmndata literacyBioGraphIrepresentation in STEMNon Majors Intro Biosand dunes

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    The Impact of Climate Change on Sea Hare Respiration
    In this lesson, students interpret graphs of sea hare respiration. Then, students view and reflect on an interview with environmental scientist Dr. Richelle Tanner, who collected the data in the...

    Keywords: graph interpretationclimate changefmnBioGraphIrepresentation in STEMsea hare

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    When food gets scarce: how plant-pollinator interactions will shift under global change
    In this lesson, students review plant-pollinator interactions and global change concepts. Next, students interpret graphs of pollinator visitation data to Scarlet Gilia. Then, students view and...

    Keywords: mutualismsgraph interpretationCommunity Ecologyplantsfmnglobal changepollinatorsBioGraphIrepresentation in STEM

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    Defenses against predation: Interpreting graphs of predator behavior
    In this lesson, students discuss anti-predator defense mechanisms and the types of cues defenses provide to predators. Students then interpret graphs of behavior of arthropod predators when...

    Keywords: graph interpretationfmndata literacyinterspecific interactionsconsumptionBioGraphIrepresentation in STEMarthropodsaposematismphenotypic variationtortoise beetlecarton-nest antspraying mantisorb-weaving spider

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    Count me in: Increasing early detection of invasive species with community science
    In this lesson, students interpret a map of species occurrences. Then, students view and reflect on an interview with biologist Dr. Jennifer Dean, whose research includes the map that they...

    Keywords: graph interpretationInvasive SpeciesAquatic invasive speciesspatial datawomen in steminvasive plantsCitizen and Community ScienceBioGraphIrepresentation in STEMmap interpretationiMapInvasives

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    Biodiversity Counts! Making sense of diversity metrics and graphs
    In this lesson students 1) become familiar with various graphs that are used to study diversity patterns within and across sites, 2) learn about some of the questions that can be addressed by...

    Keywords: graph interpretationfmnmetabarcodingbiodiversity literacyBioGraphIrepresentation in STEMalpha diversitybeta diversity

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    Build Multiomic and Visualization Skills in Bioscience Lecture
    This resource promotes inclusive learning by using all free platforms to extend the central dogma to an applied experience. Genomics is focused on with literature reviews that are performed to...

    Keywords: geneticsBiochemistryBiology and Biochemistry EduationProtein StructureBioinformatics and GenomicsFunctional GenomicstranscriptomicsproteomicsRNAseqClinical genomicsprotein structure modelingInclusive teaching3D protein structure /function analysisinclusive classrooms3D protein structuresinclusivegene

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    Why representation matters: Interpreting data to identify factors that affect Black students’ persistence in STEM
    In this lesson, learners interpret a table summarizing the factors influencing the persistence of Black students at an HBCU. Then, learners view and reflect on an interview with science education...

    Keywords: biologydata interpretationhbcuSelf-EfficacyBioGraphIrepresentation in STEM#BIPOCinSTEMBlack representation in STEM

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    Make Your Move: Interpreting graphs of pollinator behavior
    In this lesson, students interpret graphs of pollinator movement behavior. Then, students view and reflect on an interview with community ecologist Dr. Suann Yang., who collected the data that they...

    Keywords: graph interpretationCommunity EcologyBiodiversitycompetitiondata literacypollinationinvasive plantsinterspecific interactionsBioGraphIrepresentation in STEM#AAPIinSTEM#BIPOCinSTEM

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    Disturbance and Succession an Active Learning Lecture
    Learning Objectives: Identify and understand examples of disturbance --- Provide examples of and know/understand the differences between primary and secondary succession --- Know how ecologists...

    Keywords: wildlifelandscape ecologydisturbanceintermediate disturbance hypothesisfiresuccessionsmokey bearlandscape managementchronosequenceprimary successionsecondary succession

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    Learning Communities as a Driver for Humanizing STEM: Cultivating Authentic Conversations about Anti-Racism in Introductory Biology Pedagogy using Duoethnography
    In this study we present a retrospective debrief of a learning community of college biology professors who were exploring how to define and implement racial equity-focused practices and content in...

    Keywords: Equitysocial justicediversity

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