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    RAT ATTACK! Population growth
    This module contains exercises focused on the use and interpretation of density independent and density dependent population growth models. Students build logistic and exponential growth models in...

    Keywords: modelingecologyExcelintroductory biologygraphingQuantitative reasoningdata visualizationinterdisciplinaryexponential growthlogistic growthdata managementInterpreting Graphspopulation modelingNIQBC2. Data and GraphsC4. mathematical modelsnonlinear models

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    A class activity on classification
    Within the sciences, we are often talking of phylogenetic classification; hominin and non-human primate phylogenetic trees are often introduced in a course in biological anthropology. Students are...

    Keywords: hands-onphylogeny and classification

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    Using the Project EDDIE Sustainability Metrics module in Exploring Earth
    Students use GapMinder, an interactive data exploration and visualization tool, to assess human impact on Earth systems. Using the impact = population x affluence x technology (IPAT) framework...

    Keywords: sustainabilityProject EDDIE

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    When tests disagree, how do I know if I have COVID-19?
    Students will learn about infectious disease and the immune response to infection by investigating different types of tests (PCR, antigen, and antibody tests) to detect the SARS-CoV-2 viral genetic...

    Keywords: geneticsVision and Changeintroductory biologyinfectious diseasemolecular biologycore competenciesRT-PCRviruscore conceptsnon-majors biologySARS-CoV-2antibodyAntigenImmunoReachmolecular DiagnosticsCOVID-19 transmission

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    Building Better groups in STEM Courses
    Formation of student groups that can work effectively together is challenging at best. Considerations include group size and formation (assigned or student choice) and how group members will be...

    Keywords: EquityinclusionDiversity in STEM classroomsgroup workdeidiversity equity and inclusionBIOME 2022

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    Applying phylogenetic tree building in MEGA X to forensic applications for identifying unknown specimens
    This exercise is designed to guide a learner through the construction of phylogenetic trees as a means of addressing research questions in forensic science such as the identification of previously...

    Keywords: taxonomyBioinformatics and GenomicsDNA Barcodinginvertebrate phylogeneticsforensic entomology

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    Interpreting the Pseudocot Phylogeny
    Students use physical characteristics, genetics, and a fossil record of hypothetical flowering plants to develop fundamental phylogenetic tree-building skills.
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    Fitting Exponential and Logistic Growth Models to Bacterial Cell Count Data
    In this activity, students will model a noisy set of bacterial cell count data using both exponential and logistic growth models. For each model the students will plot the data (or a linear...

    Keywords: modelingdata analysislinear regressiongraphingExponentsoptimizationcalculusInterpreting GraphsFunctionsqbccCellular and Molecular BiologyChoosing modelsUnderstanding ratesConcepts in Statisticsmeasurementsmanipulating equationscreating graphsExponential and Logarithmic Functionsinterpreting tables

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    A Quick and Simple Natural Selection Role Play
    Teaching evolution remains a challenging task in biology education. Students enter the classroom with stubborn misconceptions and many traditional examples of the process of evolution may not...

    Keywords: EvolutionfitnessNatural Selectionheritability

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    Air Quality Data Mining: Mining the US EPA AirData website for student-led evaluation of air quality issues
    Air pollution directly affects human health endpoints including growth, respiratory processes, cardiovascular health, fertility, pregnancy outcomes, and cancer. Therefore, the distribution of air...

    Keywords: data miningenvironmental justiceair qualityairpollutionspatial reasoning

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    Statistics with epidemiology of COVID-19
    Introduction into heat maps, non-parametric t-test and GIF (optional) in R using an original dataset on COVID-19 infections from different counties of New Jersey, USA. Suitable for students who...

    Keywords: Rundergraduate educationheat mapsCOVID19coronavirusSARS-CoV-2GIF

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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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    Data Management in Excel and R using National Ecological Observatory Network's (NEON) Small Mammal Data
    Students use small mammal data from the National Ecological Observatory Network to understand necessary steps of data management from data collection to data analysis by re-organising excel sheets...

    Keywords: codingR Markdowndata managementggplot2spreadsheetssmall mammals community dynamicsNEONResource TypeNational Ecological Observatory NetworkR softwaredplyr

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    Using Dotplots for Comparative Genomic Analysis
    In this activity, students are introduced to dotplots as a tool for analyzing phage genomic similarity.
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    That Vertebrate Ate What Exactly?
    During the course of this lesson, students will analyze CT scan data and observe bycatch (or an unknown discovery) captured during the scanning process of vertebrates.

    Keywords: EvolutionidigbioAP Biologynatural history collections3D modelsanatomy and physiology#NGSSVertebrate MorphologyCT scanoVert

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    Sequence Similarity Resource Adaptation: Exploring Ebola Virus
    This adaptation of the sequence similarity resource provides biology students with a basic set of bioinformatics concepts and tools. These concepts and tools are used to explore relationships...

    Keywords: phylogeneticsbioinformaticsEbolasequencingFASTANCBINIBLSEalgorithmsincubatorsBLASTmultiple sequence alignmentsequence similarityBLOSUM scoring matrixneighbor-joining distance matrixCourseSourcephylogram

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    Agent-Based Modeling Course Materials
    Materials created for an upper level ABM course. Prerequisite: Students have taken either (a) another modeling course, or (b) the introductory computer science sequence.

    Keywords: agent-based modelingindividual-based modelingcourse materials

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    MathBench: Evolved Immunity for Introductory Environmental Science
    The Evolved Immunity module was the focal module for this lesson. Evolved Immunity was chosen because this module includes content and quantitative elements from a range of lab and lecture topics...
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    Environmental Drivers of Ecosystem Carbon Fluxes from Minutes to Years
    Students build on fundamental concepts of ecosystem production and carbon cycling, combining this knowledge with open long-term data from ecological and meteorological networks to uncover the...

    Keywords: climate changecarbonPlant EcologyBiogeochemistryResource Typecarbon cyclingproductivitynet ecosystem productiongross primary productionecosystem respirationcarbon fluxes

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    Gaining familiarity with R and Work with NEON OS & IS data – Plant phenology & temperature - adaptation
    This adaptation introduces students to R and the NEON OS & IS data – Plant Phenology & Temperature tutorial. A planned extension will prompt students to develop a testable hypothesis, based on...

    Keywords: data in the classroomtool:rstudiophenologydata managementNEONtemperature

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