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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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    HUMAN-ENVIRONMENT AQUATIC LAB (HEAL) CURE
    Course-based Undergraduate Research Experiences (CUREs) provide students with genuine research experiences and associated skills in the classroom. This resource, the HUMAN-ENVIRONMENT AQUATIC LAB...

    Keywords: undergraduate researchField researchcollaborationcourse-based research experiences (CUREs)

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    Instructor Guide: Integrating Project Leadership, Artificial Intelligence, Simulation and Google Tools to Understand Regulation of Gene Expression with the Lac Operon and Lactase Gene
    Scientific leadership and current artificial intelligence (AI) skills are important skills to be included in the course curriculum. Together or individually, these skills can enhance knowledge,...

    Keywords: Resources @ HHMI - BioInteractivebiologymolecular biologygenomicsArtificial Intelligencegene expressionleadershipgroup worklactosegoogle toolsSeniorPhET SimulationLactase

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    Trail Camera Field Survey Module
    This QUBES module introduces high school students to the exciting world of field surveys using trail cameras. Designed for environmental science classes, the module offers a hands-on approach to...

    Keywords: graphsspecies richnessCommunity EcologymammalsMicrosoft Exceldichotomous keycamera trapsShannon diversity indexTrail CamerasPivotTables

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    Social Justice Dialogues 2
    Social Justice Dialogues in STEM 2 is a resource to help facilitate conversations around various social contexts within STEM classroom.

    Keywords: EquitySTEM educationUDLjustice

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    Instructor Guide : Integrating Leadership Skills, Data Science, Artificial Intelligence, Simulation and Google Tools to learn Physics
    Scientific, leadership and recent artificial intelligence skills are integral frameworks of the curriculum. All of them together or individually can enhance knowledge, critical thinking and...

    Keywords: simulationactive learningstembiologyassessmentdata scienceteachingphysicschemistrylearningArtificial Intelligencescienceleadership skillsgoogle toolsinstructor guide

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    Instructor Guide : Integrating Leadership Skills, Data Science, Artificial Intelligence, Simulation and Google Tools to learn Chemistry
    Scientific, leadership and recent artificial intelligence skills are integral frameworks of the curriculum. All of them together or individually can enhance knowledge, critical thinking and...

    Keywords: simulationactive learningstemBiochemistryInterdisciplinary STEMfaculty developmentchemistryArtificial IntelligencereflectionUndergraduate: Seniorleadership skillssinstructor traininggoogle tools

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    DCS 105 F24 Reading List Bates College
    The reading list for DCS 105 Calling Bull: Data Literacy and Information Science is curated to enhance students' understanding of misinformation and its impact on society.

    Keywords: datalearningmisinformation#readinglistDCS 105Calling BullshitBates College

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    Malaise Trap Project: Involving Undergraduate Students in Network Science
    A multi-week project for upper division undergraduate students to participate in network-level science, while simultaneously learning classic entomology skills of specimen collection and...

    Keywords: entomologynetwork science4DEE Framework

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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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    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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    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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    Data-Driven Decision-Making: Antarctic Fisheries
    This is an entire module for a general education data science and ecology course. The module was originally designed as the fourth and final section of the course; the full course is openly...

    Keywords: population growthRStudiodata visualizationexponential growthlogistic growthR Markdownspatial dataocean sustainability4DEE FrameworkTraditional ecological knowledgecarrying capacityEcosystem Servicesmaximum sustainable yield

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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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    Morphological identification of mosquitoes through microscopic observation
    Scientific research is integrated into various stages of student learning, but hands-on involvement in the research process typically begins at the university level. This module aims to engage high...

    Keywords: modulebiologyproject based learningmosquitoScientific researchMicroscope usedigital accessibility

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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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    Bates College DCS 105 Calling Bull: Data Literacy and Information Science Course Slides
    Slides that accompany the Course DCS 105 Calling Bull: Data Literacy and Information Science from Bates College

    Keywords: datamisinformationslidesCalling BullshitBates CollegeCourse Material

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    DCS 105 Calling Bull F24 Schedule
    Schedule overview for Bates College Course DCS 105 Calling Bull

    Keywords: datacalling bullmisinformationBates CollegeSchedule

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    Prosecutor’s Fallacy and Mammograms Case Study
    An introduction to Prosecutor’s Fallacy, and False Positives/Negatives. By Dr. Diaz Eaton, Bates College, for use in DCS 105A, and inspired by Calling Bull & Calculated Risks.

    Keywords: ProbabilityExcelcalling bullMammogramsData UnderstandingVisualizing Outcomes

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    The Undergraduate Student’s Guide to Geometric Morphometrics
    Embarking on a new research endeavor can be a daunting task. User guides, books, and published articles are written for an audience that already has some background experience in the field....

    Keywords: researchGeometric Morphometrics"body shape""shape analysis"

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    Learn Biological Sciences and Physics through scientific process, creation, experimentation and analysis
    Microbes remain attached and grow on various surfaces whether living or non-living. These surfaces provide differential growth substances for microbes to remain attached or grow. The differential...

    Keywords: data analysisscientific methodphysicshands-onScientific InquirymicrobesBiological SciencesSpectrophotometer

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