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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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    Defining Life: Exploring Creativity, Scientific Discovery, and Biology Core Concepts in a Disciplinary First-Year Seminar
    This unit, Defining Life, engages students in thinking like scientists, applying creativity to science, and learning biology core concepts as they explore the defining characteristics of life. This...

    Keywords: Evolutionbiologycellprocess of science

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    Investigating the ecological value of migratory fishes on stream ecosystems in southern Appalachia
    Using the Ecological Society of America’s Four-Dimensional Ecology Education (4DEE) framework, students apply ecological concepts such as energy flow, nutrient cycling, migration, and climate...

    Keywords: Stream ecologynutrient cycling4DEE Frameworkfish migration

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    Cell Cycle and Mitosis
    This module introduces activities that allow students to walk through the cell cycle and mitotic cell division processes. As part of the activities, students learn about and apply knowledge of...

    Keywords: introductory biologyQuantitative reasoningInterdisciplinary STEMquantitative biologyinterdisciplinaryquantitative skillscell functioncell cyclemitosisCell DivisionMitotic Indexcalculating meanstumorNIQBC2. Data and GraphsC4. mathematical modelsC3. Statistical Analysisstandard errormitotic phaseinterphase

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    Long-read Sequencing Technology
    This 50 minute lecture on long-read sequencing technology covers the following items: 1) Review of RNA-Seq Short-read Sequencing, 2) Overview and benefits of Long-read Sequencing, 3) Oxford...

    Keywords: sequencingDNA sequenceRNA sequencingNanoporepacbiopacific biosciences

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    3-051-ProjectileMotions-ModelingScenario
    We consider several instances of projectile flight without resistance, one on level ground and one from edge of cliff to determine maximum distance and placement.

    Keywords: trajectorylaunching radiantprojectile motionprojectileno resistanceangle of launch

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    Leveraging Panel Discussions to Promote Positive Representation, Develop Science Identity, and Shift Stereotypes
    The overrepresentation of cis straight white male scientists in examples used in Biology curriculum makes it difficult for students with other axes of diversity (race/ethnicity, gender, sexuality,...

    Keywords: professional developmentEquitydiversityscience identitysense of belongingCentering Student VoicesCareer Paneland InclusionPositive Representation of Diverse ScientistsFostering Community Between Students

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    3-052-OptimalProjectileFiring-ModelingScenario
    We offer the opportunity to model a projectile's trajectory in several cases, all without resistance.

    Keywords: projectile motionprojectilelaunch anglemaximum range

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    Let me in: Interpreting graphs of parasite infection in red blood cells
    The goal of this activity is to familiarize students with reading graphs, to think about how cells are different from one another and how parasites can take advantage of cell surface markers to...

    Keywords: graph interpretationfmnCellsStem cellsmalariaBioGraphIrepresentation in STEMcell sortinginfection efficiencycell surface proteinscell recongitionred blood cells

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    A Structured Inquiry-Based Module for the Undergraduate Cell Biology Laboratory That Teaches Fundamental Concepts of Cell Differentiation
    Pedagogical research in science education has shown that students effectively learn science by doing science. As a result, there is increased interest in bringing research-like experiences into the...

    Keywords: fluorescence microscopygene expressionpolymerase chain reactionCell Structurecell culturewestern blottingdifferentiationreverse transcription

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    Exploring Microbial Diversity: An Interactive In-Class Assignment for Biology and Microbiology Courses
    This interactive assignment engages students in a hands-on exploration of microbial diversity and the importance of microbes in ecosystems. Designed for General Biology II and Introduction to...

    Keywords: Microbiology EducationMicrobial DiversitymicrobiologyEcological Society of Americaecology educationresearch-based classroom instruction4DEE Framework

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    Teaching Thermal Physiology of Reptiles and Amphibians to Undergraduate Students
    This module contains materials and activities for teaching undergraduate students about the thermal physiology of reptiles and amphibians. The module begins with an interactive lecture introducing...

    Keywords: animalecologyconservationclimate changeHerpetologyUndergraduatephysiologyTemperature ChangeAmphibans and ReptilestemperatureMetabolismsnakesdigestive systemreptileslizardcrticial thermal maximumthermoregulation

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    Implementing an online module about impacts of pollution from gold mining in an undergraduate ecology course in the Pacific Northwest, USA
    Students learn about biomagnification of toxins, build skills in graphical interpretation, and apply field methods to tackle complex issues about small-scale gold mining in the Peruvian Amazon....

    Keywords: food websmercury biogeochemistryBioaccumulationbiomagnificationPeruvian Amazon

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    BEDE Network Data Science Skills Curriculum Map
    The Biological and Environmental Data Education (BEDE) Network has produced this data science skills curriculum map as a flexible tool to help instructors highlight data science skills that they...

    Keywords: quantitative skillsscientific literacyCurriculum developmentdata science skills trainingdata literacy skills

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    The Great Petunia Carnage of 2017: A Clicker Case Study Using Petunias to Describe the Effect of Genetic Modification on the Biochemistry of Flower Color and Phenotype in Plants
    In this single class period case study, students examine the difference between genotype and phenotype by studying the mechanisms by which commercially available petunias have been bred to have...

    Keywords: case studyGenetic ModificationsBiochemistry of Flower ColorGMO regulationsGenotype-Phenotype Connections

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    Learning the Landscape: An Active and Applied Lesson on Landscape Ecology for General Ecology Courses
    Landscape ecology is an important subtopic of ecology. As a field, it is inherently interdisciplinary and provides opportunities to teach not only content, but transferable ecological and...

    Keywords: landscape ecologyspatial scaleecosystem managementHabitat fragmentation

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    Implementing an online module about tropical seed dispersal and restoration in an undergraduate ecology course in the Pacific Northwest, USA
    This “Spreading Seeds” case study introduces students to ecology of seed dispersal mutualisms, and their importance for forest restoration. The implementation plan teaching notes, and associated...

    Keywords: mutualismRestoration Ecologyspecies interactionHabitat fragmentationSeed dispersalforest recovery

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    1-144-HeatCool-ModelingScenario
    We offer an opportunity to build a mathematical model using Newton's Law of Cooling for a closed plastic baggie of liquid inside a liquid container.

    Keywords: temperatureNewton's Law of Coolingcooling

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    Navigating Bacterial Changes in Aging Organisms: Graphs, Patterns, and Models
    Aging is an incredibly important area of research, and recent biological advances implicate the intestines in aging pathologies. Given that the gut harbors an immense amount of an organism’s...

    Keywords: statisticsgraphingmathematics for life sciencesmathexponential growthPrecalculus

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    Implementing an online module about interpreting sound in a coral reef for an undergraduate marine biology course in Indonesia
    Students engage in interpreting sound, exploring the diversity of sounds in a coral reef in Indonesia, and relating coral reefs to climate change. This implementation incorporated principles of...

    Keywords: fishcoral reefssoundscapestropical ocean

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