AI: The End of Premature Deaths?
This article is co-authored by Pokala Pranay Kumar. Artificial Intelligence (AI) represents a drastic change in technological evolution. At the moment, this technology is used in every field of science. We have seen the use of AI in fields such as Autonomous vehicles, Face Recognition, and Robotics, among others. Similarly, it is also embedded in the Medical field in areas such as disease prediction using representational images, i.e. prediction of breast cancer using CNN (Convolutional Neural Networks) in a Deep Learning model. But currently, we are moving a step forward into the future in order to find the risk of premature death in individuals with underlying chronic diseases (Weng SF, Vaz L, Qureshi N, Kai J (2019)).
Scientists have found the prediction model using Machine Learning with a variety of algorithms such as “random forest”, “neural networks” and survival analysis algorithms – “Cox-regression”. These models evaluated the dataset collected from the UK Biobank.
UK Biobank is a privately-owned charity and research center specialized in the prevention of dreadful conditions related to coronary disease, diabetes, cancer, optical, etc. They collected more than 500,000 participants data who provided their body samples (blood, skin tissue, biometrics) for analysis.
A cohort of 502,628 participants, aged between 40-69 years were recruited for research assessment from 2006 to 2010 and follow-up until 2016. The data consists of details such as age, gender, medical reports, physical, anatomy conditions, etc. The task was to develop the anticipating model related to supervised learning to predict the binary outcome of deaths using three approaches for this research.
Read more: How Much Artificial Intelligence Has Changed the Forex Trade
Starting with Deep Learning, they implemented the algorithm on a multi-layer feed-forward artificial neural network with stochastic gradient descent by using backpropagation. The train data collected with comprehends 75% of the total data. The remaining amount was set to test data. The random forest is built using a random forest decision tree. The two algorithms are developed using RStudio with the required libraries and dependencies. Deep neural networks are implemented using the h2o package and random forest implemented using the caret package. In this, they used a cross-validation concept to decrease complexity and overfitting.
The last prediction model is CoX regression. In this, they used a multivariate CoX regression model for prediction. The performance of each model is evaluated using AUC (Area Under the Curve). This analysis provides the inconstant participator who died during follow-up and has the most risk of morality comparing to the participator who lives till the end of follow-up.
Additionally, they are tested on binary classification resultant with two outputs “high” or “low” and with calculated metrics for comparison of each algorithm with one another by considering measurements such as sensitivity and specificity.
Read more: Is Artificial Intelligence the Next Stepping Stone for Web Designers?
The results showcase that men have passed away in larger numbers than women during the analysis timeframe – men, with 60.7% and women, with 39.3%. Women, with 54.8% and men, with 45.5% remain alive within the same period. The average age is 61.3 years for those passing away and 56.4 years for those who survived. Each model is formed by fundamental variables for the analysis -age, gender, education, smoking- trained with a multilayer feed-forward artificial neural network which gave the best overall accuracy comparing with multivariate CoX regression and random forest.
This project describes the study of Artificial Intelligence and Machine Learning to implement future technology in Healthcare management. It becomes a baseline for the prediction of premature mortality being able to support the current Healthcare system and adjusting the needs to the current biological demands.
“Machine Learning significantly improved accuracy of prediction of premature all-cause mortality in this middle-aged population, compared to standard methods. This study illustrates the value of Machine Learning for risk prediction within a traditional epidemiological study design, and how this approach might be reported to assist scientific verification”, the study concludes.
Read more: Seizing Artificial Intelligence’s Opportunities in the 2020s
역대최저가격강남가라오케강남가라오케가격정보
역대최저가격강남가라오케퍼펙트가라오케
역대최저가격강남셔츠룸강남셔츠룸가격정보
역대최저가격사라있네가라오케사라있네가격정보
역대최저가격선릉가라오케선릉셔츠룸가격정보
역대최저가격강남셔츠룸강남셔츠룸가격정보
역대최저가격강남가라오케강남가라오케가격정보
역대최저가격강남룸싸롱강남룸싸롱가격정보
역대최저가격강남세미카페강남세미카페가격정보
역대최저가격강남세미텐카페강남세미텐카페가격정보
역대최저가격강남가라오케강남가라오케가격정보
역대최저가격강남하이퍼블릭강남하이퍼블릭가격정보
역대최저가격강남가라오케강남가라오케가격정보
역대최저가격강남셔츠룸강남셔츠룸가격정보
역대최저가격강남하이퍼블릭강남하이퍼블릭가격정보
역대최저가격강남가라오케강남가라오케가격정보
Copper alloys Copper scrap recycling Scrap metal legal compliance
Copper cable scrap applications, Metal waste storage, Copper acetate recycling
It’s a game. Five dollars is free. Try it It’s not an easy game ->-> 온라인카지노
This is what I am very interested in. You have a unique idea to put into this article.
I really appreciate reading such kinds of blogs.Thanks for sharing such informative articles.
This is really amazing website that I have been found here.Thanks for providing this amazing article.
I am grateful for the opportunity to learn from someone as knowledgeable as you.
more https://rybelsus.tech/# Buy semaglutide pills
good price
buy rybelsus canada: rybpharm – buy rybelsus
rybpharm rybelsus [url=https://rybpharm.com/#]rybpharm[/url] rybpharm canada
https://kampharm.shop/# kampharm.shop
kamagra oral jelly: kampharm.shop – buy kamagra oral jelly Kam Pharm
fur pharm [url=https://furpharm.com/#]furosemide furpharm.com[/url] cheapest lasix
buy rybelsus: rybpharm – buy rybelsus
https://indianpharmacyeasy.com/# Online medicine home delivery
mexican rx online: medicines mexico rx online – mexican pharmaceuticals online
Online medicine home delivery: Indian online pharmacy ship to usa – reputable indian online pharmacy
https://mexicanpharmgate.com/# mexican online pharmacies prescription drugs
http://canadiandrugsgate.com/# medicine for erectile
natural ed [url=https://canadiandrugsgate.com/#]Best Canadian pharmacy[/url] ed problems treatment
reputable indian pharmacies: indianpharmacyeasy – buy medicines online in india
over the counter erectile dysfunction pills: Best Canadian online pharmacy – generic ed pills
https://indianpharmacyeasy.com/# Online medicine home delivery
https://indianpharmacyeasy.com/# buy medicines online in india
п»їlegitimate online pharmacies india: Best online Indian pharmacy – best online pharmacy india
https://canadiandrugsgate.com/# ed in men
india online pharmacy: Indian online pharmacy ship to usa – indian pharmacy paypal
amoxicillin 800 mg price [url=https://amoxilcompharm.com/#]buy amoxil online[/url] where can i buy amoxicillin over the counter
dapoxetine online: buy dapoxetine online – max pharm
average price of prednisone: prednisone pill – purchase prednisone no prescription
medicine amoxicillin 500 [url=https://amoxilcompharm.com/#]buy amoxil online[/url] generic for amoxicillin
amoxicillin 500mg over the counter https://priligymaxpharm.com/# priligy max pharm
amoxicillin 500mg no prescription: amoxil com pharm – amoxicillin 500 mg price
where can i buy cheap clomid without insurance [url=https://clomidrexpharm.com/#]generic clomid[/url] can i purchase generic clomid prices
dapoxetine price: priligy max pharm – buy priligy max pharm
amoxicillin price canada: Amoxicillin for sale – amoxicillin online without prescription
20 mg of prednisone [url=https://prednisoneraypharm.com/#]buy prednisone[/url] 25 mg prednisone
prednisone 5 mg brand name: generic Prednisone – prednisone 5mg price
buy dapoxetine online: priligy maxpharm – priligy max pharm
order generic clomid prices: generic clomid – where can i get generic clomid no prescription
amoxicillin without rx: Com Pharm – amoxicillin 500mg capsules price
cheap amoxicillin 500mg: buy amoxil online – amoxicillin price without insurance
buy priligy max pharm: priligy max pharm – priligy maxpharm
cost clomid without a prescription: rexpharm – can you get clomid
amoxicillin 500mg tablets price in india: com pharm – amoxicillin 875 125 mg tab