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UB The Depression in Children and Other Age Groups Report

UB The Depression in Children and Other Age Groups Report

Please write a report in 800-1,200 (12 point font, double-spaced) words and cite appropriately. You need to have references to introduce the background of your condition. In-text citations and the list of references should follow APA 7th edition style. The report should consist of 4 to 5 paragraphs: introduction, two or three paragraphs of the main body, and conclusion. The topics can include but are not limited to background, causes of the disease, treatments, status, influential factors, and a particular reason of your interest.  The purpose of the phase 1 report is 1) to select a dataset for the term project between the MEPS and FAERS datasets, 2) to decide a medical condition for which you want to conduct data analyses, and 3) to have a basic understanding of the medical condition, such as the background, causes of the disease, treatments, status, and influential factors. You also need to prepare a sample dataset by utilizing one of two Jupyter notebooks provided in week 2 and week 6. For the data analysis, you should have at least 500 data instances. Therefore, please find a medical condition of interest and then check whether there are 500 data instances. More details will be explained below. Dataset Medical Expenditure Panel Survey MEPS is a set of large-scale surveys of families and individuals, their medical providers, and employers across the United States. MEPS is a complete source of data on the cost and use of health care and health insurance coverage in the US. For more details, please visit the official website (Links to an external site.) and Github repository (Links to an external site.) and read the attached appendix document  Download attached appendix document(p.1 – 13). MEPS data consists of various variables such as medical condition, socioeconomic factors (e.g., gender, region, race, and family income), and medical expenditure. MEPS data also consist of various files such as person-level (e.g., health status, demographics, and total $$ of care), event-level (e.g., healthcare service use), and condition-level (e.g., medical condition). For the full review of those variables, please look at codebooks (person-level (Links to an external site.)) and condition-level (Links to an external site.)). I also coded those variables regarding usefulness for analysis (included vs. excluded, Heejun_Inclusion field) and variable type (independent vs. dependent, Heejun_Variable_Type field). You can find my version of the codebook from this link (Links to an external site.). In particular there are some dependent variables you can utilize: Total health expenditures Total inpatient expenditures Total emergency care expenditures Severity of Illness (attacks/year) Number of School Days Missed (Children) Number of Work Days Missed (Adult) You should explore the dataset in depth to understand what you can do and to decide what you will do. It is a complex dataset, and you need to merge a number of files into one for your project. Do not feel overwhelmed. I will introduce all procedures step by step. Depending on the medical condition (e.g., allergic rhinitis), research goals you can set will include but are not limited to: Predict the yearly medical expenditure of persons with allergic rhinitis Compare healthcare costs in different social determinant factors (e.g., sex, region, family income, and race) Find relationships between allergic rhinitis and environmental factors FDA Adverse Event Reporting System (FAERS) The FDA’s Adverse Event Reporting System (FDA FAERS) is one of the databases containing adverse drug event (ADE) reports related to drugs, biologics, and certain other medical products. The FDA received more than 1.8 million new ADE reports in 2017, and the total number of reports from FAERS exceeds 15.9 million. The FDA FAERS data is publicly available and free to all users. This is a very rich resource for researchers working on pharmacovigilance. For more details, please visit the official website (Links to an external site.) and read the attached readme file  Download readme file. Some available variables are: Suspect product(s) Concomitant product(s) Name(s) of the AE(s) Seriousness assessment of the AE (ie, serious or nonserious) Patient age and sex Country of incidence of AE This is also a complex dataset. You should explore the dataset in depth to understand what you can do and to decide what you will do. Based on the medical condition (e.g., allergic rhinitis) you selected, research goal will be to discover adverse drug reactions. What to Do for the Phase 1 Report Explore the MEPS and FAERS datasets by utilizing two Jupyter notebooks (merging_FAERS.ipynb and week6_data_processing_MEPS.zip). Decide a medical condition of your group’s interest. You can use the same medical condition from the previous semester or find a new medical condition. Select a dataset for the term project between the MEPS and FAERS datasets. (Links to an external site.) By utilizing one of the notebooks in step 1, prepare a sample data consisting of at least 500 data instances. The notebook you used to create the sample data should be submitted. The sample data also need to be uploaded. Write a report You can utilize your previous phase 1 report from the previous course but should rewrite most of the parts. A similarity score from TurnItIn up to 40% will be allowed excluding references and quotations. Please consider the comments I left to improve your report. If you don’t have it, you can request it by email. Writing it again will help you improve your writing skill. Please note that you can use the same condition while using a new dataset (i.e., FAERS dataset) How to write Please write a report in 800-1,200 (12 point font, double-spaced) words and cite appropriately. You need to have references to introduce the background of your condition. In-text citations and the list of references should follow APA 7th edition style. The report should consist of 4 to 5 paragraphs: introduction, two or three paragraphs of the main body, and conclusion. The topics can include but are not limited to background, causes of the disease, treatments, status, influential factors, and a particular reason of your interest. What to include Your submission of the report should include: Names of students in your project group (up to two students) EUIDs of group members Title of the project Medical condition Data source Number of data records What I asked you in the “How to Write” The order of contributions (i.e., work distribution) like authorship (e.g., first author, second author, third author, and so on.) If you believe that some of you or all of you contributed equally, then you need to state it Here, contributions include all phases you worked to submit this project report

Mastering the Art of Online Learning: Your Guide to Acing Online Courses

Mastering the Art of Online Learning: Your Guide to Acing Online Courses

Introduction

In recent years, the popularity of online courses has skyrocketed, offering learners the flexibility to acquire new skills and knowledge from the comfort of their homes. However, succeeding in online courses requires a different approach compared to traditional classroom settings. To help you make the most of your online learning experience, this article presents essential strategies and tips to ace your online courses.

1. Set Clear Goals and Plan Ahead

Before embarking on an online course, establish clear goals and objectives. Determine what you hope to achieve by the end of the course and break down your goals into manageable milestones. Create a study schedule that aligns with your other commitments, ensuring you allocate dedicated time for coursework, assignments, and revision.

2. Create a Productive Study Environment

Establishing a conducive study environment is crucial for online learning success. Find a quiet, well-lit space where you can concentrate without distractions. Remove any potential interruptions, such as notifications from social media or email. Organize your study materials and have a reliable internet connection to ensure seamless access to course materials.

3. Actively Engage in the Course

Active participation is key to mastering online courses. Engage with course materials, including videos, readings, and interactive components. Take comprehensive notes, highlighting key concepts and ideas. Participate in discussion boards, forums, and virtual meetings to interact with instructors and peers, fostering a sense of community and enhancing your understanding of the subject matter.

4. Manage Your Time Effectively

Online courses offer flexibility, but it’s essential to manage your time wisely to avoid falling behind. Create a detailed schedule, allocating specific time slots for coursework, assignments, and studying. Break down larger tasks into smaller, manageable segments to prevent procrastination. Prioritize tasks based on deadlines and dedicate focused time to each one, ensuring consistent progress throughout the course.

5. Develop Effective Communication Skills

Online courses often rely on written communication, making it crucial to hone your skills in this area. Be concise and clear in your written responses, paying attention to grammar and spelling. Actively participate in discussions, asking thoughtful questions and providing constructive feedback to your peers. Regularly check your course emails and notifications, ensuring you stay updated with any important announcements or changes.

6. Utilize Available Resources

Take full advantage of the resources provided by your online course platform and instructors. Familiarize yourself with the learning management system (LMS) and explore its features. Access supplementary materials, such as textbooks, lecture slides, and external resources recommended by instructors. Utilize online libraries, research databases, and tutorial services to deepen your understanding of the subject matter.

7. Stay Motivated and Engaged

Maintaining motivation throughout an online course can be challenging, particularly when faced with competing priorities or a lack of face-to-face interaction. Set short-term goals and reward yourself upon their completion. Connect with fellow learners through virtual study groups or online forums to foster a sense of camaraderie. Regularly remind yourself of the benefits and personal growth associated with completing the course successfully.

8. Seek Support and Clarification

Don’t hesitate to seek support or clarification when needed. Reach out to your instructors for guidance or clarification on course material. Utilize online discussion forums to ask questions or engage in collaborative problem-solving. Leverage the support services provided by your course platform or institution, such as technical support or academic advising.

Conclusion

Online courses present unique opportunities for self-paced learning and personal growth. By setting clear goals, creating a productive study environment, actively engaging with course materials, and managing your time effectively, you can maximize your chances of acing online courses. Remember to stay motivated, seek support when needed, and make the most of the available resources. Embrace the flexibility and adaptability of online learning to achieve your educational goals.


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