prediction of lung cancer patient survival via supervised machine learning classification techniques

Answers

Answer 1

Supervised machine learning classification techniques can be utilized to predict the survival of lung cancer patients. These techniques analyze relevant patient data and can provide valuable insights into prognosis and treatment planning.

Supervised machine learning classification techniques offer a powerful approach to predict the survival of lung cancer patients. By training a model on a dataset that includes features such as patient demographics, tumor characteristics, treatment details, and follow-up data, the model can learn patterns and relationships that correlate with patient survival outcomes. Once trained, the model can be used to predict the survival probability for new, unseen patients.

Commonly employed machine learning algorithms for this task include logistic regression, decision trees, random forests, support vector machines, and artificial neural networks. These algorithms take into account multiple variables simultaneously and can capture complex interactions and nonlinear relationships among the features. The model's performance can be evaluated using metrics such as accuracy, precision, recall, and area under the receiver operating characteristic curve (AUC-ROC).

It's important to note that the accuracy and reliability of the predictions depend on the quality and representativeness of the data used for training. Adequate preprocessing, feature selection, and handling of missing data are also crucial steps in developing a robust prediction model. Additionally, validation of the model on independent datasets and rigorous evaluation of its performance are essential to ensure its generalizability and usefulness in clinical practice.

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Related Questions

When is periodontal disease reversible?

Answers

Answer:

it's reversible

it is related to teeth

Yes it is reversible

Priysha has just been hired as the receptionist in a medical office. She arrives at the office on her first day and is surprised and dismayed to notice that furniture is placed closer than 3
inches together and that there is no desk taller than 36 inches in the office area. Why is Priyasha most likely concerned about these details?


Medical assisting question


A. The office is not optimized for frequent deep cleaning.
B. The office is in violation of fire code and may be fined.
C. The office is likely to be perceived as cluttered due to the density of furniture.
D. The office is not accessible to people who use wheelchairs.

Answers

Answer:

the answer is D

Explanation:

A general conventional wheelchair has a total width of 65cm, a total length of 104cm, and a seat height of 51cm.

Apparently three inches won't allow a wheelchair to pass

Priysha has just been hired as the receptionist in a medical office. She arrives at the office on her

Answer:

D. The office is not accessible to people who use wheelchairs.

Explanation:

Which type of research method attempts to answer the question, "Why are they doing that?" (Site 1)

Answers

Answer:

It is Experimental Research

Explanation:

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Answers

why did you copy and paste this ?
Umm are you okay!?! Also what do you mean?

If the physician tested for automated CBC and automated differential wbc count, hepatitis b surface antigen (HbsAg),rubella antibody, qualitative syphilis test, RBC antibody screening, ABO blood typing and Rh (D) blood typing, what will you code

Answers

Answer:

Obstetric panel

Explanation:

The obstetric panel has a test code of 20210 with CPT codes of 80055 which includes a Complete Blood Count with White Blood Cell Differential Count, Hepatitis B Surface Antigen, RPR Screen/Reflex Titer/FTA, Rubella Immunity (IgG), and Type/Rh/Antibody Screen (Prenatal).

state five reason why hand tools should be properly maintained​

Answers

save you time and money,as well as making your projects and jobs much more comfortable.( U will have it for a longer time). It Increases operational efficiency. Increases the uptime of equipment.

Write a short explanation understandable to a patient's family on why antibiotics are being combined in the treatment of their family member.

Answers

we are adding antibiotics to your (family member enter here) treatment because your (family member enter here) is rejecting the treatment or the treatment is not strong enough.

Although different oral contraceptives work in various ways, one thing they all have in common is________.

Answers

They do all vary in effectiveness, however none of them are guaranteed to prevent pregnancy. The only form of prevention regarding pregnancy, is abstinence.

What is a challenge that forensic science faces in the future? Not enough cases Stalling technology Limited resources All of the above

Answers

Answer: Limited Resources

Explanation:

As the population of humanity grows and people live closer with each other, there is bound to be more crime and therefore cases where forensic science is needed. This is therefore not a challenge faced by forensic science in future.

Technology having stalled is also not a challenge because technology generally improves with time. The only plausible challenge is therefore a lack of resources so the third option must be right.

Male Reproduction Coloring Rectum Prostate gland Seminal vesicle Penis Scrotum Testis Word Bank Urinary Bladder Bulbourethral (Cowper's) gland Ductus (Vas) deferens Urethra Epididymis Uterus Utenne (fallopian tube Rectum Vagina Reproductive System of Human Male 2. 8. 4. 9. CURLIN VU 10. ANCHE 11. 6. VALMEDEDIN 5. 6. https://www.proprofs.com/quiz-school/story.php?title=Teproductive system-male​

Answers

Answer:

Explanation:

https://www.camphillsd.k12.pa.us/site/handlers/filedownload.ashx?moduleinstanceid=679&dataid=11241&FileName=male%20and%20female%20key.pdf

Which organization has Congress legislated to define protectedhealth information (PHI)?How many titles are included in the Public Law104-91? List the four key words that summarize the areas of health carethat HIPAA has addressed. Under HIPAA, delegates from Medical Records Department, PatientAccounts/Business Office, and satellite clinics would receivetraining concerning HIPAA law from what officer?

Answers

The organization that Congress legislated to define protected health information (PHI) is the Department of Health and Human Services (HHS). Public Law 104-91 includes 11 titles. The four key words that summarize the areas of healthcare that HIPAA has addressed are privacy, security, transactions, and code sets.

Under HIPAA, delegates from the Medical Records Department, Patient Accounts/Business Office, and satellite clinics would receive training concerning HIPAA law from the Privacy Officer.

Congress legislated the Health Insurance Portability and Accountability Act (HIPAA) to define protected health information (PHI). Public Law 104-91 includes two titles. The four key words summarizing the areas of health care that HIPAA addresses are Privacy, Security, Transactions, and Identifiers.

Under HIPAA, delegates from Medical Records Department, Patient Accounts/Business Office, and satellite clinics would receive training concerning HIPAA law from the Privacy Officer.

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medical prescription: aminophylline 50 mg orally 8/8 hours. available: 5% aminophylline solution - 50ml bottles. how many ml should be given?

Answers

Answer:

To calculate how many mL of the 5% aminophylline solution should be given, we need to use the formula:

(amount of medication needed / concentration of medication available) x volume of medication available = volume of medication to be administered

Using this formula, we can calculate the volume of the aminophylline solution to be given as follows:

(amount of medication needed) = 50 mg (concentration of medication available) = 5% (volume of medication available) = 50 mL

First, we need to convert 50 mg to grams by dividing by 1000:

50 mg / 1000 = 0.05 g

Next, we need to calculate the amount of aminophylline solution required. We can do this by rearranging the formula as follows:

(volume of medication to be administered) = (amount of medication needed / concentration of medication available) x volume of medication available

(volume of medication to be administered) = (0.05 g / 0.05 g/mL) x 1 mL

(volume of medication to be administered) = 1 mL

Therefore, to administer 50 mg of aminophylline orally every 8 hours, 1 mL of the 5% aminophylline solution should be given.

Explanation:

The CDC and OSHA both influence pharmacies. In what ways do these two organizations influence pharmacy
procedures and policies? (Select all that apply)

They ensure that personal protective equipment is available to employees.

They provide recommendations to support wellness.

They ensure that chemicals are stored safely and securely.

They perform research.
They define the classes of drugs.

They differentiate between prescription and nonprescription drugs.

Answers

Answer:

A, B, D

Explanation:

hope this was helpful

Assume you are working in a research center with Parkinson’s diseased patients. You have a patient with PD. Thispatient suffers from tremor and given medication to decrease that tremor. You have taken the recordings of the patient while he is walking, on medication period and off medication period. You want to evaluate if the tremor becomes less visible under medication and also want to detect at what time the tremor occurs. The data releated to that question is shared with you onitslearning. Please explain;1)Because which limb is suffering from tremor is not known, at first find the specific limb, and explain how you investigated it. You must check at first right/left upper/lowerleg and right/left hand so on,from off medication period.Please share your codes and its outcomeswith explanations.Which parameter/s and limb is/are remarkably differentand indicating tremor?2)How you can understandif the patient has a tremor from the data. Compare the on and off period data from that perspective. Also please share your code, and its outcomes, and explain the differences of two periods.3)How you can understand at what time tremor occurs from the data. Compare the on and off period data from that perspective. Also please share your code, and its outcomesand explain the differences of two periods.

Answers

To investigate the limb affected by tremors, analyze the data of different limbs and identify the one exhibiting prominent tremor-related patterns. For tremor detection, compare relevant parameters between on and off-medication periods.

To investigate which limb is suffering from tremors during the off-medication period, you can analyze the recorded data and compare the movement patterns of different limbs. Here's a possible approach using Python and some common signal-processing techniques:

Limb Identification:

a) Load the recorded data of the patient during the off-medication period.

b) Assuming the data contains accelerometer or gyroscope measurements, you can extract the relevant sensor data for each limb (e.g., right/left upper/lower leg, right/left hand) using timestamps or sensor placement information.

c) Apply signal processing techniques like filtering, feature extraction, and visualization to analyze the sensor data of each limb.

d) Plot the time-series data for each limb and observe the characteristics of the signal, such as amplitude, frequency, and variability.

e) Identify the limb that exhibits prominent tremor-related patterns, such as rhythmic oscillations or high-amplitude fluctuations, compared to other limbs. This limb is likely the one suffering from tremors.

By analyzing the data and comparing the characteristics of the limb movements, you can identify the specific limb affected by tremors during the off-medication period.

Tremor Detection:

a) Load the recorded data during both the on and off-medication periods.

b) Extract the relevant sensor data for the identified limb suffering from tremors.

c) Apply signal processing techniques, such as filtering and feature extraction, to analyze the data and capture the tremor characteristics.

d) Compute relevant parameters like root mean square (RMS) or frequency content to quantify the severity or presence of tremor in each period.

e) Compare the computed parameters between the on and off-medication periods to determine if the medication effectively reduces the visibility of the tremor.

By comparing the tremor-related parameters between the on and off-medication periods, you can assess the effectiveness of the medication in reducing the tremor.

Tremor Timing:

a) Load the recorded data during both the on and off-medication periods for the identified limb.

b) Apply signal processing techniques like filtering and feature extraction to the data.

c) Analyze the time-series data to identify periods with notable tremor activity.

d) You can use techniques such as peak detection algorithms or spectral analysis to detect the time instances or frequency bands where tremor occurs.

e) Compare the occurrence and intensity of tremor events between the on and off-medication periods to understand any differences in timing or severity.

By comparing the tremor occurrence patterns and intensities between the on and off-medication periods, you can gain insights into the timing of tremor events and assess the impact of medication on their occurrence.

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2. Which of the following features make
online pharmacies an appealing option to
patients?
O A. Avoiding sales tax
B. Being able to develop a personal
relationship with the pharmacist
O C. Privacy and convenience
D. Wider selection of brand-name
medications to choose from

Answers

The online pharmacy store offers   Privacy and convenience. Option C

What is an online pharmacy store?

We know that an online pharmacy store is the kind of pharmacy store where there is no physical contact between the pharmacist and the person that wants to purchase the drugs. In other words, the person that is buying the drugs only needs to meet with the store electronically.

This would offer a good convenience and privacy to the kind of patients that does not want to be seen or known due to the peculiarity of the kind of drugs that they are buying.

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Which sentences make correct use of adverbs and adjectives? Select all that apply. Select one or more: a. Alma scored highest in the customer feedback table. b. Alma’s customers responded more enthusiastically than Tom’s. c. Tom’s sales pitch was received good. d. Tom was really pleased with his results.

Answers

The sentences that make correct use of adverbs and adjectives are as follows:option a ) Alma scored highest in the customer feedback table. option b) Alma’s customers responded more enthusiastically than Tom’s. option d) Tom was really pleased with his results.

The correct use of the adverbs and adjectives are as follows:The sentence “Alma scored highest in the customer feedback table” uses the adjective "highest" to describe Alma’s score. In this sentence, the adjective is modifying the noun "score".

The sentence “Alma’s customers responded more enthusiastically than Tom’s” uses the adverb "enthusiastically" to modify the verb "responded". The sentence compares Alma’s customer response with that of Tom’s.The sentence “Tom was really pleased with his results” uses the adverb "really" to modify the adjective "pleased".

The adverb "really" is used to intensify the meaning of the adjective "pleased". Hence the correct sentences are:A. Alma scored highest in the customer feedback table.B. Alma’s customers responded more enthusiastically than Tom’s.D. Tom was really pleased with his results.

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Recognizing High-Glycemic Index Foods 75 Which of the following foods has a high glycemic index (70 or more)? oints Multiple Choice 8 01:07:18 eBook Raw apple slices References Vanilla, low-fat ice cream Peanuts Baked Russet potato W < Prev 75 of 100 Next > Evaluating Blood Glucose Levels 70 Melania's fasting blood glucose level consistently is between 75 and 97 mg/dl. Based on this information, she has ts 01:07:05 Multiple Choice eBook ferences chronic hypoglycemic syndrome. a defect of her pancreatic beta cells. a healthy blood glucose level. type 2 diabetes.

Answers

The baked Russet potato has a high glycemic index (GI) of 111, making it a high-GI food item compared to vanilla, low-fat ice cream, raw apple slices, and peanuts.

A food item with a glycemic index (GI) of 70 or higher is considered a high-GI food item. The food item that has a high glycemic index (70 or more) out of the following food items: Baked Russet potato.

A baked Russet potato has a high glycemic index (GI) of 111, which is much higher than the GI of other food items in the given list. The glycemic index measures how rapidly a carbohydrate-containing food item increases blood sugar levels in the body. The foods with higher GIs are more likely to cause a sudden spike in blood sugar levels.

A GI value of 70 or above is considered high, while a GI value of 56-69 is considered medium, and a GI value of 55 or lower is considered low. As a result, baked Russet potatoes are high-GI food items, while vanilla, low-fat ice cream, raw apple slices, and peanuts are low-GI food items.

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dentify the true statement.
a.
PK is not a good predictor of how quickly the PD effect will start.
b.
How quickly a drug is distributed in the body is a study of pharmacodynamics of a drug.,
c.
How slow (or fast) a drug is metabolized can allow us to determine the dosing schedule of a drug.
d.
Both b and c

Answers

The true statement is b. How quickly a drug is distributed in the body is a study of pharmacodynamics of a drug.

Pharmacodynamic actions of a drug include stimulating activity by directly inhibiting a receptor and its downstream effects. Depressing activity by direct receptor inhibition and its downstream effects. Antagonistic or obstruction a receptor by binding to that, however not activating it.

4 stages of pharmacodynamics are Absorption: Describes however the drug moves from the location of administration to the location of action. Distribution: Describes the journey of the drug through the blood to varied tissues of the body. Metabolism: Describes the method that breaks down the drug. Excretion: Describes the removal of the drug from the body.

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what is a major criticism of the functionalist perspective of families and marriage?

-it fails to acknowledge the role of socialization in family
-it underemphasizes the economic, social, and cultural functions
-it ignores the power differentials in a relationship where one party if economically dependent on the other
- it focuses too much on family distinctions

Answers

Answer: it ignores the differentials in a relationship where one party if economically dependent on the other

 A patient has a urinary tract infection so Dr. Padron prescribes Ancef. A 1200 mL bag contains 400 mg of Ancef. If the patient receives 600 mL of fluid, how many mg of Ancef did the patient receive?



Answers

Answer:

The patient received 200 mg of Ancef

Explanation:

The bag contained 1200 mL and 400 mg, with this information we know that the amount of mg is a third of the amount of mL so if it is 600 mL that means there is 200 mg of Ancef

What can cause a person to feel nauseous while eating?

Answers

Answer:

Common causes of nausea after eating include food allergies, stress and pregnancy.

Explanation:

If your nausea lasts for more than two days or is resistant to home remedies, see your doctor. To treat nausea after eating, chew ginger, drink cold water slowly, and limit your physical activity

There are many conditions that cause nausea, and this could make it hard to discern its precise cause.

What is nauseous?

Nausea will have reasons that are not because of underlying disease. Examples encompass movement which includes taking capsules on an empty stomach, consuming an excessive amount of or too little or ingesting an excessive amount of alcohol.

Some not unusual place reasons might be associated with stress, meals allergies, meals poisoning, undesirable aspects resulting from medications, taking too many dietary supplements or vitamins, or pregnancy, to call only a few. Gallbladder, liver or pancreatic disease, or diabetes and thyroid problems also can make a contribution to feeling ill after chowing down to your favorite foods.

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alokwfathovmcflwmutububba

Answers

Answer:

well

Explanation:

what's this I don't understand

ALOKEJSIBERIURHTT dawg me too

One of the main functions of tcells is to

Answers

Answer:

Explanation:

producing cytokinesregulating immune response killing infected host cells

Diverticula are small, bulging pouches commonly found in the esophagus and large intestine. If we were to pass an endoscope in either of these areas of the GI tract, we would see what appears to be holes. Under closer examination, we can see that these holes lead into pouches. If organic material gets trapped within the diverticula it can cause irritation and even an infection. Although it is extremely rare to see the formation of diverticulum in the esophagus, they can be found within the colon in _____ of all Americans over 50 years of age

Answers

Answer:  in 30-40% of all Americans over the Age of 50

Explanation:

Which of the following describes the sympathetic division of the autonomic nervous system?

Answers

Answer:

The sympathetic division of the autonomic nervous system is the division that prepares the body for stressful situations. It is often referred to as the "fight or flight" system.

Explanation:

The best description for the sympathetic division of the autonomic nervous system is that it secretes norepinephrine.

What is an autonomic nervous system?

An autonomic nervous system (ANS) can be defined as a component of the peripheral nervous system (PNS) in vertebrates, that is mainly responsible for the control and regulation of involuntary physiologic processes such as the glands and muscles of internal organs.

In Medicine, norepinephrine is aslo known as noradrenaline and it refers to a chemical substance that is predominantly secreted (released) from the sympathetic division of the autonomic nervous system (ANS), so as to increase both the rate and force of contraction of the heart, as well as skeletal muscle.

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The nurse has been educating a client newly diagnosed with MS. Which statement by the client indicates an understanding of the education?
1- "I will take hot tub baths to decrease spasms."
2- "I should participate in non-weight-bearing exercises."
3- "I will stretch daily as directed by the physical therapist."
4- "The exercises should be completed quickly to reduce fatigue."

Answers

The statement that indicates an understanding of the education by the client is option:

3. "I will stretch daily as directed by the physical therapist."

This shows that the client understands the importance of following the instructions of the healthcare professionals involved in their care.

Option 1 is not recommended as hot tub baths can actually increase spasms in some people with MS.Option 2 is a good suggestion for exercise, but it does not necessarily indicate an understanding of the education provided.Option 4 is incorrect as exercising quickly can actually increase fatigue in individuals with MS.

About physical therapist

Physiotherapy is an action or rehabilitation therapy performed on patients after experiencing certain conditions, such as illness or injury. Basically, physiotherapy is needed to restore normal body function and be able to do activities as usual.

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what describes permission to contact guidelines?

Answers

If you are a current or future Medicare beneficiary, the Medicare Permission to Contact (PTC) regulation spells out exactly when and how you may contact them. It also specifies what items they have given you permission to contact them about. This is further explained below.

What is permission to contact guidelines?

Generally, To advertise a United Healthcare Medicare Solutions product, such as a Medicare Advantage plan, a customer must provide United Healthcare permission to contact them, which is known as "permission to contact" (PTC) (MA),

In conclusion, If you are a current or future Medicare beneficiary, the Medicare Permission to Contact (PTC) regulation spells out exactly when and how you may contact them. It also specifies what items they have given you permission to contact them about.

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The pharmacy receives a prescription for Detrol (tolterodine) 1 mg bid for overactive bladder for one month. How many 1 mg tablets are needed to fill the
prescription?

Answers

A quantity of 60 tablets would need to be dispensed.

bronchoscopy with transbronchial biopsy of the lung. what is cpt code

Answers

Answer:

Explanation:

The CPT code for Bronchoscopy with Transbronchial Biopsy of the Lung is 31575.

Match the following terms with the letters shown on the illustration.
D
J
E
K

Answers

yes i totally agree with that
Yes that’s correct!!
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