Using the machine learning MATLAB tutorial

https://www.mathworks.com/products/demos/machine-learning/cluster_genes/cluster_genes.html

Download your own data set and perform all steps (in the tutorial). Your final document should contain the following:

Cluster diagram (chart)
Hierarchical Cluster Tree
PCA analysis
K-Means analysis
The code in the tutorial might require some modifications to run on your sample dataset. Your document should provide detailed explanation of the results, your prestatistical analysis, and the charts/diagrams described above. In addition to your document, upload your MATLAB code and dataset. “Please make certain that you upload the .m file (code) and the .mat file (data). I need both in order to test your programming.”

Diagnosis of deep vein thrombosis

What does a positive Homan’s sign indicate?

· Diagnosis of deep vein thrombosis

· Peripheral artery disease

· Calf pain with dorsiflexion of the ankle

· Vitamin B12 deficiency

· Question Points: 0.0 / 1.5

· 6

What is the most commonly used steroid to treat spinal cord compression?

· Prednisone

· Methylprednisolone succinate (Solu-Medrol)

· Hydrocortisone succinate (Solu-Cortef)

· Dexamethasone (Decadron)

· Question Points: 0.0 / 1.5

· 11

What type of pain occurs due to bone metastasis?

· Visceral pain

· Somatic pain

· Neuropathic pain

· Peripheral pain

· Question Points: 0.0 / 1.5

· 12

A 39-year-old male with no significant past medical history presents to the ER with purulent sputum, low-grade fever without chills, mild dyspnea on exertion, and rare hemoptysis for the past 4 days. What diagnostic finding would support your diagnosis of acute bronchitis?

· Sputum gram stain and CNS: Usually show gram-negative diplococci.

· CBC: Usually shows elevated WBC with acute bronchitis.

· CXR: Usually shows pleural effusion that layers out in lateral decubitus position.

· CXR: Usually shows absence of lung infiltrate.

· Question Points: 0.0 / 1.5

· 14

Which of the following criteria is not a requirement for acute rehab admission?

·

Requiring two or more therapy disciplines

·

Able to follow commands

·

Able to feed one’s self

·

Physical stamina for 3 hours a day

· Question Points: 0.0 / 1.5

· 15

Which of the following patients would benefit most from being admitted to an acute rehab hospital after discharge?

· 42-year-old female after biocartilage implantation

· 70-year-old cantankerous male after a myocardial infarction

· 65-year-old female after a stroke

· 63-year-old confused male after a laminectomy

· Question Points: 0.0 / 1.5

· 19

What is a common problem for patients with spinal stenosis?

· Pain upon waking

· Radiating pain while sitting

· Pain in both legs with activity

· Back pain that worsens with standing

· Question Points: 0.0 / 1.5

· 23

What is the most common contracture in a patient with cerebral palsy?

· Adduction of the shoulder

· Adduction of the hip

· Abduction of the hip

· Adduction of the shoulder

Question Points: 0.0 / 1.5

Texas Abortion Restriction & The Supreme Cour

submit a 2-page paper that ties in a current event news article listed below. This article is highlighting a federalism issue. Approaching your paper from this lens will give you much to write about.

Article: https://www.texastribune.org/2021/09/23/texas-abortion-restrictions-supreme-court/

The first page is to discuss the main points of the article in a summary:

Who is the article by?
What is the main issue?
The second page is to explain precisely how this article is related to the topic chosen:

What topic is it connected to?
How does it relate to the topic?
Students are to demonstrate an understanding of the themes and importance of the courses topics and how they are related to the political world. It is also important to keep in mind the course objectives when writing your entries (see syllabus).

Ethics mean in the context of software engineering.

Then proceed to answer the questions inside the reading:

Questions 2.1 and 2.2
Questions 3.1 and 3.2
Question 4.1
Because for many ethics questions there is no absolutely right or wrong answers as such, your responses will be graded based on completeness and thoughtfulness as opposed to rote or perfunctory ones. There are three grade levels for this assignment based on your responses to all the questions: 20 (no reasoning in responses), 35 (minimal to little reasoning), and 50 (sufficient reasoning and consideration).

Write your answers in a Word file using Times New Roman font (no smaller than 10 pt but no bigger than 12 pt), single spacing, 1″ margins on all sides. At least 3 pages

Question 2.1: What sorts of things can excellent software engineers contribute to the good life? (Answer as fully/in as many ways as you are able)

Question 2.2: What kinds of character traits, qualities, behaviors and/or habits do you think mark the kinds of people who tend to contribute most in these ways? (Answer as fully/in as many ways as you are able)

Question 3.1: Who are the various stakeholders in this scenario, and what do they each have at stake in your action? Reflect carefully and deeply, and answer as fully as possible.

Question 3.2: What do you think is your ethical obligation in this situation? What do you think an excellent software engineer would do in this situation? Are they the same thing, or different? Please explain your answer.

Question 4.1: Which of the contributions in your answer to 2.1 are related to vital public good(s)? What vital public goods might software engineers help to secure that you did not mention in your initial answer to 2.1?

 

 

Myasthenia Gravis Pamphlet

As a new nurse, you have had clients with Myasthenia Gravis (MG) and are concerned about their level of understanding of the disease process. You have taken on the task of developing a teaching pamphlet to provide clear discharge instructions including information on the disease, support resources, medication teaching, and signs and symptoms of Myasthenic Crisis. You will include the following information in the pamphlet.
1. Describe the disease process of MG.
2. List (2) local community resources and (2) national resources available that can provide support such as:
3. Nutrition.
4. Transportation.
5. Psychosocial needs such as support groups.
6. Briefly describe treatment and nursing interventions
7. Include medication administration instructions and the importance of timing of medication delivery.
8. Describe the complications of MG.
9. Include causes and signs of symptoms of Myasthenia Crisis and Cholinergic crisis and when to notify provider.

 

 

Reflective Journal

create 5 entries for your Reflective Journal about a patient encounter. In the 5th entry, you will review the previous 4 entries and evaluate your progress in reflective practice over the course of the term. Each journal should be a minimum of 250 words.

The purpose of this reflective journal is self-reflection regarding the role in the process of self-reflection as a PMHNP provider. Through reflective practice, the student will evaluate their own emotional health and recognize one’s own feelings as well as one’s ability to monitor and manage those feelings. The point of the exercise is to learn yourself, your triggers, the types of cases you end up getting overly involved with, and those you’d rather refer to someone else. The idea is to be able to personally reflect on your behaviors/thoughts/decisions and how those impact you in the role of PMHNP.

Discuss a patient interaction in which there was transference, countertransference, prejudice/biases, or judgments that you may be making about the patients or that they are verbalizing about you. Have you encountered this before? From where does this originate? Would it appropriate for you to continue to provide care to the patient and if so, how will you prevent these issues from affecting the care you are able to provide the patient?

 

Conditional probability

 

In recent chapters, we are going over Probability.

The idea of conditional probability is that the probability of an event happening may change if we know the outcome of a previous event. In symbolic notation, P(A|B), is read as “the probability of event A happening given that event B already occurred”. Knowing the outcome of event B will sometimes change the probability of event A, and sometimes it will not.

An interesting example of conditional probability in action is the Monty Hall Problem. Watch the video explaining the Monty Hall Problem, https://youtu.be/4Lb-6rxZxx0

For this discussion, research another example of conditional probability in real life situations and explain it using sufficient detail. As always, include any pictur

ARMOUR TRUERENT, LLP.CAS

 

The case of Armour TrueRent, LLP. illustrates how a smaller firm can achieve market power and survive through horizontal integration. Growth, however is only the beginning of a successful strategic process. It does not ensure long-term success, as there are numerous strategic challenges for this and other firms in similar circumstances. The firm has reached a size that could attract the attention of larger competitors. This new level of competition would increase the hostility and complexity of the external environment. Due to the new larger size, the firm will also encounter internal problems in such areas as management and logistics. Armour TrueRent, LLP.
THE COMPANY
Armour TrueRent, LLP. is a small and relatively new firm. It initially was located in the Central U.S., and was incorporated over ten years ago with more than one hundred retail rental stores. These stores appealed to the desire of consumers lacking cash or credit to rent products for a short time period. The firm struggled along, fighting problems that come from small size and inadequate cash flow. Being small meant paying high interest rates for a line of credit, and lacking clout when buying additional supplies and equipment for its stores. After nine years of slow growth, Armour TrueRent, LLP. decided to change strategies. The time appeared to be ripe for faster horizontal growth. Armour TrueRent, LLP. using financing from a friendly bank, bought out a similar-sized competitor located in its competitive area for $ 20 million in cash. In addition, it purchased 51 percent of the stock of a larger rental firm in the North-Central U.S. for $ 18 million. These actions meant that in one year it had more than tripled in size and in the market it served. It then organized itself geographically, with three layers of management below the president. Store managers reported to 55 regional managers, who in turn reported to 11 regional vice-presidents. Compensation for both regional and store managers was tied to store performance. Corporate headquarters has centralized purchasing, financial planning, personnel, training, individual store evaluations and site selection.
THE INTERNAL ENVIRONMENT
STRENGTHS
The firm has an excellent MIS system that each unit of merchandise and each rental agreement. The computer at each store is connected to the main computer at corporate headquarters. Each day’s activity is compiled for stores by region. Management has access to daily, weekly and monthly data in order to make precise decisions about personnel, about merchandise, about stores, and about regions. Since all merchandise goes directly from vendors to stores, no warehouse or storage costs are incurred. Various vendors are used to help keep merchandise prices competitive. Growth rates in revenues per store have been increasing at 18 percent a year.
WEAKNESSES
The biggest weakness facing Armour TrueRent, LLP. is the inefficiencies associated with absorbing the two chains it purchased. Regional managers and store managers must learn new methods and new information-gathering guidelines. Organizational cultures are slow to change.
THE EXTERNAL ENVIRONMENT
OPPORTUNITIES
The rent-to-own industry has been consolidating for several years. The biggest problem facing the independent store or the small chain is a lack of adequate financing. Armour TrueRent, LLP. was fortunate that it found a bank to provide the cash needed for expansion. Current and future trends indicate that industry consolidation will continue. Armour TrueRent, LLP. should aggressively continue to seek acquisitions or merger partners to avoid being left out of the industry changes. If smaller firms will be squeezed out of the industry, Armour TrueRent, LLP. must pursue growth to insure survival. Current social trends appear to be growing. The U.S. continues to be an itinerant society. People move more, so they need to own less. People want to do more, but lack storage for ownership of things. Many people lack both cash and credit, so the purchase of furniture and appliances is difficult. Rentals and rent-to-own activities will continue to be a growth industry. Armour TrueRent, LLP. must take advantage of this trend to enhance per store sales and increase cash flow for repayment of bank loans.
THREATS
The rent-to-own industry is highly competitive. In 1994, the ten largest firms accounted for 37 percent of the total industry sales. The rental industry must also compete with discount and department stores for customers. Another serious threat is the growth of the credit industry. Credit cards are available to almost anyone, giving people more choices when considering a major purchase. Rent-to-own stores may lose potential customers to big discount and department stores that offer easy credit or access to their credit cards. The rent-to-own industry is heavily regulated and further legislation at the national level is being considered. Restrictions on interest rates and fees, on contract language and disclosure, and on lending in general would increase costs and further limit the profit potential of the industry. Other near term costs that are expected to increase are shipping rates, taxes, fuel/energy, and paper costs. Investors will shy away from an industry where profits are falling and firms are consolidating.

QUESTIONS
Q1. What different strategies are available to this firm Armour TrueRent, LLP.? (Hint: More horizontal growth, Increase store sizes/activities etc. etc.) Give at least three other strategies. (2 Marks)
Q2. What are the problems and benefits associated with each strategy? (2 Marks)
Q3. What would be the best choice of action? Why? (1Mark)