Keywords: Neural Network, Supervised learning, Patient, Feed forward
Abstract
On the behalf of WHO records, it has been observed that a better health is playing a vital role in human happiness. Good health not only make an individual happy but also his family & friends and also make a contribution to economic growth. But lifestyle a human being is changing day by day and leads human being to an unhealthy life. Apart from exercise and healthy food, the health monitoring at a regular interval also becomes necessary to live a healthy life. Poor accessibility and absence of appropriate health monitoring system, patients need to make frequent visits to their physicians to know about their health update. Thus, its need to include a framework
…show more content…
The health monitoring framework is important to identify sicknesses effortlessly by just putting dataset of patients. This proposed framework can identify the diseases in patients with more accuracy when contrasted with past frameworks which took care of this issues. In this health monitoring framework, for identifying the illness, has been led by particular indications related, for identifying the infections with more exactness. So , we are utilizing ANN in health monitoring system. NN shows a seriously diverse way to deal with utilizing PCs as a part of the working environment .NN is utilized to study pattern and relationship in information. In the same way as biological NN , ANN can suit numerous inputs in the parallel , encode the data in the appropriated manner[2]-[3]. The data that is put away in a artificial network is shared by numerous processing units. ANN comprise of numerous node i.e processing units closely resembling neurons in the mind. In this the component called neurons, process the information. NN …show more content…
The movement of neurons in the hidden layer is controlled by the activities of the input neurons and the associated weights between the input and the hidden units. Thus, the conduct of the output units relies on upon the movement of the neurons in the hidden layer and the associating weights between the hidden and output layer. Multilayer system of ANN utilize a grouping of learning systems; a most eminent is back–propagation algorithms. This is a standout amongst a perfect ways to deal with making do with machine taking in algorithm data that streams the course of the input layer towards the output
Introduction Health is the way that gives a freedom from disease and sickness. Technological innovation has yielded a phenomenal growth in health care to deliver good health practice and patient outcome. One of the paramount outcome from technology in health care is ehealth. ehealth is an emerging practice in the fields of health and medical, that is delivered through technology by communication and information technologies to improve efficiency, effectiveness and quality of clinical and business process that are in practice by healthcare institutions for better healthcare even in remote places. Using ehealth will help in advanced quality of care, minimises the medical errors and from the organizational view it helps in financial aspects and is easy to work 2.
Medical technologies and apps are relevant to solving most of the challenges affecting Suburban Independent Clinic(SIC). The implementation of mobile technologies will improve the efficient and effective delivery of care to the patients visiting the clinic. Mobile devices and its application will facilitate SIC patients to have 24/7 access to their medical records, refill their prescriptions, complete medical forms online, send emails and video chat with their doctors, thus leading to a better opportunity of managing their conditions. Patients will have other options available for scheduling their appointments. With improved mobile technology and apps, patients could schedule their appointments using text messaging, email, web app.
The devices are implanted in the cerebral cortex region of brain. These implants are now developed into wireless and subcutaneous devices for ease of use and minimal invasiveness. One important issue is to select the optimal neural signals to provide control. Two major types of neural signals are received by NI systems: action potential (spike) and field potential (FP). Motor cortex is the most common source of electrical potentials read by NIs.
"It's much cheaper to keep people well than it is to treat them when they're sick," he says. "Part of wellness will be monitoring what's specifically important about each patient, like bathroom scales for congestive heart failure patients or glucometers for diabetics that transmit data directly to their EHRs." -John D. Halamka, MD, MS(McBride). That being said the Electronic Health Record or EHR has made monitoring health even easier with the ability for patients to access their records from home, email their doctors among other
Yearbook of Medical Informatics, 25(01), 264–271. https://doi.org/10.15265/iy-2016-039 Garcia-Dia, M. J. (2021). Nursing informatics. Nursing Management, 52(5), 56–56. https://doi.org/10.1097/01.numa.0000743444.08164.b4
Electronic Health Records and Patient Confidentiality Technology has become an essential part of our everyday life therefore, it makes sense that doctors and hospitals get rid of the old fashioned paper charting and use technology to access patient records. Electronic health records (EHR) provide quick access to information, as doctors no longer have to wait for other providers to fax previous records to them. The accessibility of Electronic Health Records assist medical providers to make quick medical care decisions, by accessing previous care provided to patients including treatment and diagnosis. Quick access to information through EHR enables health care providers to treat patients faster as there is no need for records to be mailed or
Patient portals are becoming the way of life for people to keep track of his/her health. Medfusion and HealthVault are among two patient portals that rank high in popularity. When comparing the two sites, MedFusion and HealthVault allow the participant to keep track of important data such as weight, lab results, exercise, and daily intake of nutrition. They are different in ways that HealthVault is a personal health record. This website is web-based application that allows the participant to input his/her health and medical history (Information about the intuit health personal health record for patients, n.d).
Using IT to reduce the number of descriptions are taking place during the same time implementation and other task occurring in the nursing unit. Challenges Experienced during an Informatics
It is important to enter all pertinent patient’s information into the Electronic Health Record as soon as possible to allow for the smooth provision of medical services. The information must be current and it must be accurate. There can be no errors on your part. Errors or mistakes can lead to wrong diagnosis and wrong treatment that could cost valuable time and money. It could even cost a patient their life.
Depending on the type of office and the patients there in, will determine what electronic health system you will need. Some doctors have patients that need a high level of care and lots of tests and other documented information, like cardiology. Other offices might be able to use a simple program because they don 't have many patients or the patients they do have don 't require extensive documentation. You have to consider the amount of time you may, or may not have to train the staff and get all the information transferred. Once the needs of the facility are determined, it is then important to decide on a system that will coincide.
The healthcare industry generates a great amount of data every day, as a form of record keeping, patient care, compliance, and regulatory requirements. Just a decade ago, all this data was stored in the form of hard copy form, now it is rapidly transforming to digital data which is called EMR (Electronic Medical Record). The digitalization of the healthcare has not just reduced cost of care, but also improved quality of care due to the abundance data that organizations receive from the EMR to identify the flaws in their system. I work in the healthcare industry where improving quality of care is our primary goal. We use software called eCW , which is an integrated system.
Analyzed statistical report of outpatient and inpatient visits, admissions, dispositions, and other selected clinical workload data and presented in command meetings. Accurately reported communicable disease to military treatment facility and civilian health authorities. Improved accuracy in reporting procedures of clinical visits. Trained staff in reporting clinical visits properly. Ensured staff utilized new techniques/procedures and had appropriate clinical privileges prior to performing procedures and duties.
As a family member, I want to be able to monitor the health and safety of my grandpa so that I can help to assure a joyful and independent life for my loved one. As a family member, I want a system that is inexpensive so that my family can afford it. As a medical technician, I want a system that provides me with real-time resident’s profile information so that my team can assure their best treatment in case of an emergency.
INTRODUCTION Nowadays more and more people are turning to social and behavioral sciences to take care of their health that is, to get used to good health lifestyle, for people to have health awareness, and give them support for healthy or unhealthy behavior. In today’s world people can easily find means and ways to change their health behavior as everything is accessible due to technology. “Behavior modification is the traditional term for the use of empirically demonstrated behavior change techniques to increase or decrease the frequency of behaviors, such as altering an individual 's behaviors and reactions to stimuli through positive and negative reinforcement of adaptive behavior and/or the reduction of behavior through its extinction,
Neuromorphic technology is that Computer chips are used which mimic the human brain. Even today's best super-computers cannot rival sophistication of human brain. Computers are the linear, moving data back and forth between the memory chips and a central processor over a high-speed backbone.