deep learning algorithms in medical image analysis(Data Science)

Please write a journal essay choosing the title( Deep learning algorithms in medical image analysis(Data Science)
– The topic must be related to Data Science.
–  Use 5 references, you can use online well-known websites that cover related topics in addition to articles it should be good and strong references.

The evaluation is based on excellent words, excellent content, content formulation, strong references, the interconnectedness of ideas, and subject relationship in data science

MN566 W5

Process and Diagnostics

Your objective is to determine diagnostic workup based on the differential diagnosis for clients presenting with an episodic illness in the care setting.

Headache is an exceedingly common symptom in primary care and other practice settings, ranking among the top 10 most frequent symptoms that prompt an office visit. Diagnosis and management are based on a careful clinical approach augmented by an understanding of the anatomy, physiology, and pharmacology of the nervous system pathways that mediate the various headache syndromes.

A 35-year-old woman comes to your office to discuss her “bad headaches,” which started after having her first child 2 years ago. The headaches sometimes awaken her from sleep and at times can be disabling and occasionally require her to take Tylenol and rest in a dark room. Sometimes she vomits during an attack. Over the past 6 months, her headaches have become more severe and frequent, prompting her visit today.

-What additional questions would you ask to learn more about her headaches?
-How do you classify headaches?
-How can you determine if this is an old headache or a new headache/s? Is this a chronic or episodic condition?
-Can you make a definite diagnosis through an open-ended history followed by focused questions?
-How can you use the patient history to distinguish between benign headaches and serious ones that require urgent attention?
-What diagnostic tests do you want to include to help you with your diagnosis? Who might you refer to this patient to see and why?
-Create a differential diagnosis flow sheet for this patient and include the diagnostics related to the differentials.
-Please support with an up-to-date evidence-based standard of care guidelines.

3 references

MN566 W3 CASE STUDY

A 30-year-old woman comes to your office because of a persistent cough that has been bothering her for the past 3 months. Her cough is dry and is more frequent during the evenings. She also notes frequent nasal congestion, especially when she is exposed to dust and cold weather. She reports no hemoptysis, weight loss, wheezing, fever, or changes in his appetite. What additional questions would you ask to learn more about her cough? What would be included in your HPI and your subjective questioning?

How would you classify her cough based on the duration to help with the diagnosis?
What diagnostic tests do you want to include to help you with your diagnosis?

Create a differential diagnosis flow sheet for this patient and include the diagnostics as well as the pharmacological management and rationale related to the differentials. Support your discussion with evidence-based research that is no older than 5 years.

At least 3 references

Choose any

hoose one social problem (such as: abortion, bullying, alcoholism, date rape, capital punishment/death penalty, racism, poverty, eating disorders, etc.) and describe, in your ideal society, how you would combat your selected issue to solve it. Describe the experience of those affected by the social problem and how their experience would be shifted through the changes made in your ideal society. (200 words) (15 points