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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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    Linear Regression (Excel) and Cellular Respiration for Biology, Chemistry and Mathematics
    Students typically find linear regression analysis of data sets in a biology classroom challenging. These activities could be used in a Biology, Chemistry, Mathematics, or Statistics course. The...

    Keywords: statisticsmathematicsdata analysisdatalinear regressionbiologyonlinegraphinglinear equationsQuantitative reasoningassessmentcollege algebracellstatistical analysisregressionOERAlgebrachemistryModelscorrelationSimple Linear RegressionMicrosoft Excellab activityexperimentCellular ProcessesATPqbccUsing Excelmanipulate equationsCellular and Molecular BiologyConcepts in Statisticsoxidationline of best fitexplaining statisticsusing statisticsCellular RespirationPredictionsRespirationgraphing in ExcelLinear CorrelationExothermic Reactioncreate scatter plotAdenosine Triphosphate (ATP)germinating peasPre-lab activityStudent activityHybridCollecting DataR-squareRegression ModelFunctionDependent VariablesIndependent VariablesLinear EquationLinear Equation in two variablescreate graphcreate equationcreate regressioncreate plotinterpret regressioninterpret data

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    Wind and Ocean Ecosystems (Project EDDIE)
    This module introduces students to the concepts of Ekman transport, eastern boundary currents, and upwelling, while learning how to find a location on a map using latitude and longitude, how to...
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    Wind and Ocean Ecosystems (Project EDDIE)- adapted to provide greater autonomy for students in an upper level class
    This module adaption focuses on the interplay between winds, ocean upwelling, and marine productivity. Students are able to select and download their own data and compare results among different...
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    Uninhibited Growth of Cells
    In this activity, students will explore the concept of binary fission, generation time, and bacterial growth curves, with an emphasis on the log phase. Students will use semi-log graphs and linear...

    Keywords: graphingexponential growthMicrobiology Educationmicrobiologybacteriagrowth rateUndergraduate STEM educationCommunity College Educationqbccmanipulate equationsCellular and Molecular BiologyCreate graphsInterpret graphsbinary fissionsemi-log graphlinear graphgrowth curvecreating graphsExponential and Logarithmic Functions

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    Choosing healthy data for healthy relationships: how to use 5-point summaries, box and whisker plots, and correlation to understand global health trends.
    This module utilizes a user-friendly database exploring data selection, box-and-whisker plot, and correlation analysis. It also guides students on how to make a poster of their data and conclusions.

    Keywords: Querying databasesgraphingRatiosdata typesstatistical learningcorrelationBox Plotsqbcchealth sciences education researchnutrition & food scienceUnderstanding ratesCreate graphsInterpret graphsinterpret tablesHealth ScienceConcepts in Statisticsexplaining statisticsusing statistics

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    Graphing bacterial growth rates: semi-log graphs v linear graphs
    In this activity, students will explore the concept of binary fission, generation time, and bacterial growth curves, with an emphasis on the log phase. Students will use semi-log graphs and linear...

    Keywords: graphingexponential growthMicrobiology Educationmicrobiologybacteriagrowth rateUndergraduate STEM educationCommunity College Educationqbccmanipulate equationsCellular and Molecular BiologyCreate graphsInterpret graphsbinary fissionsemi-log graphlinear graphgrowth curvecreating graphsExponential and Logarithmic Functions

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    Get Started With GIS in Open Source Python Workshop
    There are a suite of powerful open source python libraries that can be used to work with spatial data. Learn how to use geopandas, rasterio and matplotlib to plot and manipulate spatial data in...

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

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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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    How to Create a Pollinator Project on iNaturalist
    Community science, also known as citizen science, allows any person to participate in scientific research. It breaks down the traditional barriers between scientists and the public, allowing anyone...

    Keywords: Plant EcologyPlant-insect interactions#iNaturalistpollinatorsCitizen and Community Sciencepollination ecology

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    Exploring Interdisciplinary Professional Development Opportunities through the Quantitative Biology at Community Colleges QB@CC Project
    The Quantitative Biology at Community Colleges (QB@CC) project provides a platform for open education resource (OER) development. Biology and mathematics faculty collaborate, create, and publish...

    Keywords: mathematicsprofessional developmentbiologycommunity collegesinterdisciplinaryOERcollaborationopen educational resourceqbcc

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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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    Creating a Deeper Understanding of Big Geospatial Data, Volunteered Geographic Information (VGI), and Community Science using Project Eddie Modules
    This module uses the Project Eddie Module Assessing the Risk of Invasive Species Using Community Science Data developed by Heard, M. J. (2023) to create a deeper understanding of big geospatial...

    Keywords: GISInvasive SpeciesGeospatial ScienceProject EDDIEgeographyCitizen and Community Sciencegeographic information sciencevolunteering

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    The Mathematics of Voting Systems: Plurality, Runoff and Ranked Choice
    In this five-day interdisciplinary math and social studies unit, students use math to create informed opinions about the three most common voting systems in the United States: plurality, runoff and...

    Keywords: mathematicsInterdisciplinary STEMInterdisciplinary Mathematics Educationinterdisciplinary math educationvoting

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    The QUBES Resource System: Integrating open educational practices into diverse education reform communities
    Presentation on the QUBES Resource System given at the 16th Annual Open Education Conference

    Keywords: QUBESOERQUBES Resources SystemOpenEd

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    BioGraphI FMN Leader Guide (Template version) - Google Docs
    This document contains the leader guide for the Biologist and Graph Interpretation (BioGraphI) Project’s semester-long Faculty Mentoring Network (FMN). FMN leaders use it to organize the FMN, and...

    Keywords: professional developmentCurriculum developmenttemplateInclusive teachingleadershipDiscussionBioGraphIBioGraphI FMNfacilitation

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    BioGraphI FMN Notes Template (w/ Agenda) - Google Docs
    This document contains a template for taking notes during meetings of the Biologist and Graph Interpretation (BioGraphI) Network’s semester-long Faculty Mentoring Network (FMN). These notes are...

    Keywords: professional developmentagendatemplateBioGraphIBioGraphI FMN

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    Instructions for access to BioGraphI PrePost-Lesson Student Survey - Google Docs
    This document contains instructions for curriculum developers to invite students to complete a survey before and following their participation in curriculum produced by the Biologists and Graph...

    Keywords: assessmentgraph interpretationeducation researchdata literacylearning outcomeslearning objectivesRole ModelsBioGraphIBioGraphI FMNcounterstereotypical scientist

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    Small is Beautiful: OER for Cultural Change in a STEM Institution
    This report serves as a resource for faculty, staff, and students interested in co-creating Open Education Resources (OERs). In particular, we embrace OERs as an invitation to co-create, revise, ...
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    Integrating Artificial Intelligence with the Project Leadership App
    Project Leadership is a web-based application which empowers the STEM participants to take up leadership roles to develop diverse leadership skills. Implementing Project Leadership (PL) provides...

    Keywords: Artificial Intelligenceleadershipteam workproject leadership

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    Building an Inclusive Botany - Structuring in Class Discussions
    Driven by the national conversation on systemic racism, ongoing inequities, appeals to decolonize science, and the many recent calls for diversity, equity, accessibility, and inclusion, we use...

    Keywords: botanyplant sciencediversityAccessibilityHistory of Sciencetraditional knowledgeCommunityScienceColonialismSpecimen Digitization

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