While this week’s topic highlighted the uncertainty of Big Data, the author identified the following as areas for future research.  Pick one of the following for your Research paper:

  • The additional study must be performed on the interactions between each big data characteristic, as they do not exist separately but naturally interact in the real world.
  • The scalability and efficacy of existing analytics techniques being applied to big data must be empirically examined.
  • New techniques and algorithms must be developed in ML and NLP to handle the real-time needs for decisions made based on enormous amounts of data.
  • More work is necessary on how to efficiently model uncertainty in ML and NLP, as well as how to represent uncertainty resulting from big data analytics.
  • Since the CI algorithms are able to find an approximate solution within a reasonable time, they have been used to tackle ML problems and uncertainty challenges in data analytics and process in recent years.

Be approximately four-page length, not including the required cover page and reference page. Follow APA 7 guidelines. Your paper should include an introduction, a body with fully developed content, and a conclusion.

Question Description

COURSE PROJECT

PART 1

In this first submission of your Course Project, you will be completing the background information on the client you selected from your clinical experience. Be sure you select a client for this project who is NOT in a terminal phase of illness/condition. This first written assignment should be no more than 3 -4 pages. Include the following:

Selection of Client and Background Information

  1. The client’s age, illness or condition, and general information about their family/significant others. Also include their gender, religion, and ethnic origin
  2. Medications being taken and possible side or adverse effects

PART 2

In this second submission of your Course Project, you will be completing a health history, physical assessment of your client and determining their nursing diagnoses. This written assignment should include the following:

Health Assessment, Health History, and Nursing Diagnosis

  1. A brief medical/health history
  2. Summary of laboratory diagnostic results related to the illness/condition and what they mean
  3. Summary of a head to toe physical assessment
  4. Your nursing diagnosis

PART 3

In this third and final submission of your Course Project, you will be completing a comprehensive care plan. This written assignment should include the following:

Comprehensive Plan of Care 
Develop a comprehensive plan of care/treatment with short and long term goals and include safety needs, special considerations regarding personal needs, cultural/spiritual implications, and needed health restoration, maintenance, and promotion.

name, followed by an underscore and the name of the assignment, and an underscore and the date. An example is shown below:

MAIN DIAGNOSIS

Intervertebral Disc Stenosis of Neural Canal of Lumbar Region

ATTACH IS A SAMPLE OF HOW THE PROJECT SHOULD LOOK LIKE

THANKS

Written Assignment 1: Trace the Scientific Method in a Primary Scientific Article
Addresses course outcomes 1 and 4:

  • recognize and explain how the scientific method is used to solve problems
  • weigh evidence and make decisions based on strengths and limitations of scientific knowledge and the scientific method

Before starting this assignment you might want to revisit the Scientific Method Tutorial in the Science Learning Center under the Content area.
Please review one of the provided Science Daily articles and the corresponding peer-reviewed scholarly written article below.

  1. Identify and describe the steps of the scientific method. Which observations do you think the scientists made leading up to this research study? Given your understanding of the experimental design, formulate a specific hypothesis that is being tested in this experiment. If a hypothesis is stated, please rewrite it IN YOUR OWN WORDS. Describe the experimental design including control and treatment group(s), and dependent and independent variables. Summarize the results and the conclusion (50 points)
  2. Criticize the research described. Things to consider: Were the test subjects and treatments relevant and appropriate? Was the sample size large enough? Were the methods used appropriate? Can you think of a potential bias in a research study like this? What are the limitations of the conclusions made in this research study? Address at least two of these questions in your critique of the research study (20 points).
  3. Discuss the relevance of this type of research, both for the world in general andfor you personally (20 points). Proper grammar will count for 10 points.
  4. Write a paper with title page, introduction, paragraphs addressing the questions, conclusion and references. You must write in your own words and paraphrase information from the selected information sources, addressing each of the questions for your chosen topic. Your paper should consist of less than 10% direct quotes. Your paper should be 500 – 750 words, excluding references and title page. Use APA style for references, see https://www.umuc.edu/library/libhow/apa_tutorial.cfm

 
Multivitamins in pregnancy may be linked to lower autism risk in children
https://www.sciencedaily.com/releases/2017/10/171004190457.htm. An international research team set out to assess whether nutrient supplementation during pregnancy is associated with reduced risk of autism spectrum disorder, with and without intellectual disability.
Journal Reference: DeVilbiss, E. A., Magnusson, C., Gardner, R. A.,Rai, D., Newschaffer, C.J. Lyall, K., Dalman, C. Lee, B.K., Antenatal nutritional supplementation and autism spectrum disorders in the Stockholm youth cohort: population based cohort study. BMJ, 2017 Oct 4;359:j4273. DOI: 10.1136/bmj.j4273

(1) Explain a life span development event, or issue (i.e., child rearing practices, marital considerations, elder care, dementia, reproductive technologies, healthcare policies);
(2) Apply the concepts and major theoretical approaches to the assigned case in resolving a life span development situation, i. e., mental or developmental disorder, psychosocial change or trauma, or a moral dilemma;
(3) Use research to evaluate and distinguish the influences of heredity, environmental context and cultural values in their case scenario;
(4) Apply ethical principles to “best” resolve or alleviate the problem in their assigned case;
(5) Use information literacy skills to locate appropriate research and other relevant community resources and materials to create an informative class presentation.
Grading: This assignment is worth a possible 100 points.
Directions:  You are responsible for producing a research paper that include the following elements:

  1. Discuss at least one major theoretical approach to explaining and resolving the life span development situation (i. e., mental or developmental disorder, psychosocial change or trauma, or a moral dilemma).
  2. Share the research findings from one professional journal article, one national organization Website, one governmental agency, and one additional source to reference in the presentation. References must be done APA style.
  3. Discuss the research method used in the journal article to study the condition.
  4. Discuss your individual recommendations that you believe will best resolve/alleviate this condition based on research and the ethics and values as expressed in the “standard of care” practiced in this community.
  5. Discuss the impact of this condition on the physical, cognitive, and psychosocial development of those affected by this condition.
  6. Identify local community resources, and or national resources, such as phone numbers and contact information, and program details that are available to support an individual or family in your “lot in life” situation.

Imagine you are an analyst for a major car manufacturer. You need to write an email that discusses whether or not the company should attempt to expand its car line into a new space — sporty cars aimed at the active lifestyle consumer. Currently, there are 2 other major car manufacturers making this type of car. You think that your company can develop, design, and produce the car for an average cost of $25,000 per car. Right now in the market, the average price of this type of car is $35,000. Given what we have learned about market structure, write a brief note discussing whether or not the company should enter the sporty car segment of the market. In your answer, be sure to make any assumptions explicit and consider the market structure of the car industry as well as the potential response of competitors. Feel free to draw any diagrams of models you feel will help explain your ideas, but be sure to explain all the economic concepts clearly.
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Nutrition and Eating Disorders
In this discussion, you will choose one eating disorder and analyze the treatment options available for that disorder as well as the rationale for their use based on the current understanding of the biological aspects of these conditions. Chapters 9 and 10 in your text analyze topics on neurotransmitters, receptors, and neurotransmitter systems, their role in feeding behaviors and satiety, and the impact of the pathology of selected eating disorders. The “Psychological Treatment of Eating Disorders (Links to an external site.)Links to an external site.”, article and the Nutrition and Eating Disorders video expand upon these topics to assist your integration of these concepts as applied to neuropsychological function and dysfunction. Include information on brain structures, nervous system pathways, neurotransmitters/receptors, and psychological, genetic, familial, lifestyle, and environmental factors when analyzing the etiologic theories. Additional emphasis should be placed on relating the proposed etiologic mechanism(s) of the disorder and the recommended treatment(s), as well as providing rationale(s) for treatment success or failure.  Include treatments that are based on psychological, medical, pharmacologic (drug), and other available interventions.
You must use a minimum of one peer-reviewed source that was published within the last five years, documented in APA style, as outlined in the Ashford Writing Center.  Your post should be a minimum of 250 words. You may cite and reference your textbook, required reading and/or multimedia, but these will not fulfill the source requirement.

BI 101 Online Lab Procedure
Lab 3: Isle Royale
Learning Objectives:
By the end of this lab you will be able to: ● Describe carrying capacity and how it relates to logistic growth. ● Discuss predator-prey cycles. ● Understand how changes to growing season can impact all organisms in a habitat.
Additional resources needed:
The following resources are located in the Week 3 “Research and Report” section of the Moodle course. ● Lab 3 Report: Use the report to answer some critical thinking questions and describe your
experience using the software. When complete, submit through the submission page in Moodle.
Introduction:
This lab requires you to have registered your SimUText software that you downloaded at the beginning of the term. Be sure to do this early in the week if you have not already done so. If you have trouble getting registered, it is imperative that you resolve any issues with the registration number provided in the ‘Technology Resources’ section of the course Moodle page before Friday afternoon since SimUText customer support may only available during normal business hours. ​Late submissions will not be accepted due to technical difficulties or lack of planning with the software registration​.
Procedure:
1. Log onto the SimUText software. Select “LAB: Isle Royale”.
2. There are 6 sections in the simulation. You will work through section 1 – 3 in order by using the “Next Page” navigation button at the bottom of the simulation screen. In order to receive full credit for this lab you must complete all the practice the first three sections.
3. Work through the assigned sections and answer questions in the Lab Report as you go. Don’t get too hung up on the math presented in the simulation, you are not required to have a detailed understanding of the logistic growth equation, just a strong understanding of logistical growth. You may find it helpful to review the practice module on population growth models if you are struggling with the concept.
4. Section 4, “An Extended Exploration: The t-Test” is beyond the scope of this class, and can be extremely challenging without prior knowledge of statistics. It is not required that you do this exercise.
5. Section 5, “Isle Royale Playground” does not have any specific questions or connection to questions in the lab report, but provides an opportunity to explore other questions you may have regarding this activity, so feel free to play around!
6. From the pulldown menu that lists all the sections in the simulation, select “Section 6: Graded Questions”. You must answer all of these questions and hit submit. Whereas the “correctness” of the practice questions in previous sections doesn’t impact your grade, these questions will, so be sure you have a strong understanding of the simulations before attempting this section. You can navigate back and forth between sections to view your previous answers if you need to review your responses.

Case Study 1
Ms. A. is an apparently healthy 26-year-old white woman. Since the beginning of the current golf season, Ms. A has noted increased shortness of breath and low levels of energy and enthusiasm. These symptoms seem worse during her menses. Today, while playing in a golf tournament at a high, mountainous course, she became light-headed and was taken by her golfing partner to the emergency clinic. The attending physician’s notes indicated a temperature of 98 degrees F, an elevated heart rate and respiratory rate, and low blood pressure. Ms. A states, “Menorrhagia and dysmenorrheal have been a problem for 10-12 years, and I take 1,000 mg of aspirin every 3 to 4 hours for 6 days during menstruation.” During the summer months, while playing golf, she also takes aspirin to avoid “stiffness in my joints.”
Laboratory values are as follows:
Hemoglobin = 8 g/dl
Hematocrit = 32%
Erythrocyte count = 3.1 x 10/mm
RBC smear showed microcytic and hypochromic cells
Reticulocyte count = 1.5%
Other laboratory values were within normal limits.
Question
Considering the circumstances and the preliminary workup, what type of anemia does Ms. A most likely have? In an essay of 500-750 words, explain your answer and include rationale.
Case Study 2
Mr. P is a 76-year-old male with cardiomyopathy and congestive heart failure who has been hospitalized frequently to treat CHF symptoms. He has difficulty maintaining diet restrictions and managing his polypharmacy. He has 4+ pitting edema, moist crackles throughout lung fields, and labored breathing. He has no family other than his wife, who verbalizes sadness over his declining health and over her inability to get out of the house. She is overwhelmed with the stack of medical bills, as Mr. P always took care of the financial issues. Mr. P is despondent and asks why God has not taken him.
Question
Considering Mr. P’s condition and circumstance, write an essay of 500-750 words that includes the following:

Describe your approach to care.

Recommend a treatment plan.

Describe a method for providing both the patient and family with education and explain your rationale.

Provide a teaching plan (avoid using terminology that the patient and family may not understand).

Instructions
Create a 10- to 15-slide PowerPoint presentation (not counting the title and reference slides) that provides an overview of industrial hygiene. 
You may use the textbook, 
· the Occupational Safety and Health Administration (OSHA) booklet on industrial hygiene 
· the American Industrial Hygiene Association (AIHA) website, 
· and other sources as you see fit. 
· Be sure to create a reference slide that cites all sources using APA format. 
Include the following information in your presentation:
Ø Define industrial hygiene, and include information regarding the work of early pioneers in the field of industrial hygiene.
Ø Describe how the Occupational Safety and Health Act of 1970 advanced the field of industrial hygiene.
Ø Discuss the major U.S. industrial hygiene organizations, such as OSHA, AIHA, the National Institute for Occupational Safety and Health (NIOSH), and the American Conference of Governmental Industrial Hygienists (ACGIH), and define their roles in industrial hygiene and the protection of workers from hazards in the workplace. (You may include foreign organizations if you are currently working outside of the United States.)
Ø Briefly describe the code of ethics for industrial hygienists.
Ø Explain the impact of federal regulations on workplace safety and health.
Ø Define the types of hazards addressed by industrial hygienists.
Ø Discuss the types of control methods used by industrial hygienists.
Ø Describe the role industrial hygiene plays in an injury and illness prevention program.
Ø Use the notes section within PowerPoint to create the dialogue or script that you would use when speaking to the audience about the information presented on each slide. 
Ø Your PowerPoint presentation should be constructed using Times New Roman font, and the slides should not contain a font smaller than 30 points; 28 points should be the absolute minimum.