Natural Language Processing Technology

Natural Language Processing Technology Melchor Abejon Artificial Intelligence (AI) is a branch of computer science devoted to emulating the human mind (Wager, Lee and Glaser, p.305, 2013). Today, one common use of AI is integrated into the Google search engine which can suggest alternative keywords when a user types a misspelled word in a chain of keywords. Another form of AI is the Siri for the iPhone. In the field of healthcare, the rising use of Electronic Health Records (EHRs) in many health care facilities entails the use of innovative technologies that likewise incorporate AI to facilitate the transition from paper-based health records to EHRs. One type of AI technology that can be found in healthcare settings is the Natural Language Processing (NLP) technology. The purpose of this paper is to: Define the Natural Language Processing (NLP) technology. Determine the possible benefits the NLP technology will provide to medical professionals and health organizations. Determine the possible disadvantages that could occur to using the NLP technology. Determine the barriers to using the NLP technology. Definition of NLP Technology Wager, Lee and Glaser (2013) define NLP as a program that takes human language (typed as text or input as voice) and translate it into a standard computer instruction (p.306). It is a fact that majority of the clinical documentations that can be found in healthcare today are unstructured and are buried within EHRs. These unstructured information are faulty and redundant and can obstruct the healthcare industrys goal to establishing an efficient and data- driven clinical decision making. And with the emergence of the NLP technology, the extraction of valuable information can be leveraged to create a more informed clinical decision making to improve the quality of patient care and at the same time reducing the healthcare cost. Benefits of the NLP Technology NLP enables meaningful use. NLP integrated in EHRs can significantly assist health providers to easily capture specified health facts such as vital signs, allergies, smoking status and health problem lists via narrative description or voice. These health facts are difficult and time consuming to capture via the EHR system alone. The capture of specified health facts with the aid of NLP technology enables providers to qualify for incentive payments by the federal government. NLP enables predictive care. A more advanced Clinical Language Understanding (CLU) solution or technology can provide immediate feedback to health providers at the point of dictation whether they are using a mobile phone, digital recorder or PDA.ÂÂ   An example is, when CLU technology is integrated and running in the background of an EHR system, the system can notify a physician for adverse drug reaction during the documentation of prescription for a patient, and it would even recommend an alternative medication treatment for the patient. When NLP is integrated in an EHR system, it can develop opportunities for a more efficient Clinical Documentation Improvement (CDI). NLP can assist CDI specialists to quickly perform a comprehensive data mining. Identification of patients for clinical trial enrollment can be accelerated. NLP can assist organizations to quickly identify patients who maybe qualified for immunotherapies and clinical trials and research. NLP technology can help organizations comply with the core measures. Immediate assessment of documentation upon admission, and close monitoring of a patient is made possible with the use of the NLP technology. It also enables quick review of program notes and problem lists. NLP technology can provide real-time patient data. NLP can be used concurrently to monitor treatment of patients during their stay in the hospital. The alerts and reminders generated by NLP can help the providers to monitor their patients to mitigate the risk of acquiring infections. NLP technology enables effective billing system. NLP can improve the documentation process thus alleviating a lot of pain from the billing process for health providers and coders. Disadvantages of the NLP Technology Generic searching can be very difficult. Problem with synonyms. The abundance of synonymy in the medical field can be a problem in the use of NLP. Problem with homographs. Homograph refers to words that are spelled the same but has different meanings. Problem with polysemy. Polysemy refers to a word or phrase with many possible meanings. Ambiguous. Difficulty in identifying all of the possible meaning of words or combination of words. Non-standardized and not very compact. User needs to think of own search terminology and or synonym. Barriers to Using NLP Technology NLP is not a new technology in the field of healthcare, but so far its programs have met with limited success. Before it can reach the expected reliability performance, computer and NLP experts are expected to perform a tremendous job to address the barriers to integrating NLP tools in the clinical care. Though NLP is already embedded in products for some EHR vendors, the unstructured narrative texts and clinical notes still pose a major challenge for computer experts. According to Townsend (2013), a clinical text which is often ungrammatical and consists of bullet point telegraphic phases with limited context and lacking complete sentences poses a major challenge to using NLP. Other barriers to using the NLP technology are the poor standardization of data elements, inadequate policies on data governance and the never ending variation in the programming and designs of EHR systems. Conclusion As computer experts continue to seek refinement of the NLP technology, NLP will continue to deliver an important role in the management of health population and data analytics by extracting valuable health information and making them into actionable data to improve healthcare outcomes. Unstructured data in healthcare will remain a major challenge, but as efforts continue to build a stronger information governance and better standardization of data elements, the future of the NLP technology in the healthcare industry looks promising. References Bonney, S. (2015). Practical applications of NLP in healthcare: Enhancing the value of electronic data. Retrieved February 12, 2017 from http://porterresearch.com/practical-applications-of-nlp-in-healthcare-enhancing-the-value-of-electronic-data/ HealthIT Analytics (n.d.). What is the role of natural language processing in healthcare? Retrieved February 12, 2017 from http://healthitanalytics.com/features/what-is-the-role-of-natural-language-processing-in-healthcare Nadkarni, P., Machado, L.O., and Chapman, W.W. (2011). Natural language processing: An introduction. Retrieved February 12, 2017 from https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3168328/#b29 Petro, J. ( 2011). Natural language processing in electronic health records. Retrieved February 12,2017 from http://www.kevinmd.com/blog/2011/09/natural-language-processing-electronic-health-records.html Townsend, H. (2013). Natural language processing and clinical outcomes: The promise and progress of NLP for improved care. Retrieved February 12, 2017 from http://bok.ahima.org/doc?oid=106198#.WKJo100rKUm Wager, K.A., Lee, F.W., Glaser, J.P. (2013). Healthcare information systems: A practical approach for health care management (3rd ed ). San Francisco, CA: Jossey-Bass

Belief in Miracles: Mysterious Works of God

In aiming to discuss the possibility of the existence of miracles, it is important to define to some extent the meaning of what a miracle is. Some people view miracles as being extraordinary acts of an omnipotent God, who â€Å"unilaterally determines some creaturely states of affairs†¦ providing sorts of goods† (Keller, 2007). However, it is often difficult to explain these astonishing acts without a real connection to the proof surrounding the events.Keller proposes a distinction between â€Å"epistemic† and â€Å"practical† miracles, in that the former serves as a kind of miracle which supports the existence of God and miracles without physical proof and the latter demonstrating the actual proven physical existence of God and miracles. In addressing miracles within this essay, it is essential to note the distinctions between epistemic and practical miracles, although the existence of both types of miracles, both unproven and proven, are supported as true. There are not enough intelligent scientists in the entire world to explain the grandeur and complexity of the universe, to capture the forms and functions of miracles in the constructs of human thought and language, and trying to do so will most likely fail. All miracles, both substantiated and understood and unsubstantiated and mysterious, are a testament to the divine nature of God, the explicable and inexplicable realms of His universal reign and intelligent design. In his 1997 article, Woodward discusses the possibility of God’s intercession, describing people’s experiences with the power of miracles.One man portrays miracles as being God’s answers to his prayers, appeals he requests without knowing the actions God will take. The actions of God following his prayers are the miracles performed, plain and simple. Not every wish is answered in the way he desires, but he has faith that the way in which God responds to him is always and truly miraculous. In a con fident statement assuring faith in God’s mysterious works, he states that he â€Å"trusts Him to have a good answer to his prayers.That’s not the same as knowing what the answer is† (Woodward, 1997). In another person’s story, she and her mother were both connected in spirit and vision, although living miles apart, at the same moment. In desperate appeals for God’s help, the two women were saved by the grace and peace of God, in their opinions, the mother who was praying on her knees at home comforted by a replacement of fear with security and the daughter who was almost raped saved from her terror by an impulse in the rapist to flee the scene.Personal accounts such as these are qualitative evidence for the presence of God working in the world through miraculous benevolent acts, which could also be described as epistemic miracles. In his 1997 article, Adler describes the lives and opinions of atheists who do not believe in God or the proposed mirac les which he performs. As a NASA scientist, Sagan was optimistic about the possibility of life on Mars and the idea of encountering life on Venus.With his disappointment in his own theoretical failures or simply stiff personal opposition to the idea of a God, Sagan has countered many claims about the belief in God and his miraculous works with demands for scientific proof. Sagan claims he was brought to skepticism by his claim that support for religious â€Å"evidence is anecdotal†, however, he asserts that if there is a God who performs miracles, then it is his â€Å"responsibility to try and know about it†.Sagan feels as if quantitative evidence for the idea of practical miracles is important, demonstrating the yearning for something predictable and calculated. In his 2000 article, Hefner also describes why he opposes the idea of unsubstantiated miracles. He suggests that God could not possible perform miracles to save some people, because other people suffer and are sacrificed all the time. He concludes that it is â€Å"blasphemy† to believe in a God who intercedes for chosen people, because that would mean that he allows the others to succumb to destruction.Hefner asserts that if miracles mean that people are saved by faith in their darkest moments, then that is something he can believe, however, if miracles are defined as something which alters the laws of nature to redirect the ordinary course of events, then he contests the idea of miracles. Adler and Hefner both declare that miracles must be able to be proved physically through reliable calculations of natural law. Although some people do not believe in miracles or all types of miracles, there is no doubt that God and his extraordinary works certainly do exist.Although people such as Hefner attempt to reject some aspects of miracles, such as believing that people can be saved by faith yet are unable to be saved by an interventionist God, these dual perceptions of miracles are incom patible. There is no reason why people should be able to save themselves, yet God be unable to save them. If people and God are interrelated, in fact one Spirit, as described in Trinitarian philosophy, then the desires of individuals are most certainly in tune with the grand universal, and vice versa.As the actions of many people cannot be explained with certainty or clarity in many regards, neither can the actions of God through His miraculous interventions. Individuals are able to communicate and intervene in the lives of one another all the time, often without scientific evidence for their purpose, through the will of God, and God participates in this human to human experience. Direct divine intervention in the lives of people is adequately described by the ones who experience it, although often unable to be explained or calculated in highly scientific terms.It makes sense to believe in the joy and salvation which can be transferred from person to person and from people to the di vine and the divine to people. Not believing in it is only depressing, and also unverifiable by scientific methods. Works Cited Adler, J. â€Å"Unbeliever’s Quest. † Newsweek, 1997. Hefner, P. â€Å"Why I Don’t Believe in Miracles. † Newsweek, 2000. Keller, J. Problems of Evil and the Power of God. Ashgate, 2007. Woodward, K. â€Å"Is God Listening? † Newsweek, 1997.

The John F Kennedy Essay Topics Game

The John F Kennedy Essay Topics Game There are lots of similarities between the two and in addition, there are some differences. The most frequently encountered sort of English essay is one which focuses on analysis of a part of literature. All you need to do is contact an expert essay writer at MyPerfectWords. The intent of any expository writing is to reveal the qualities of notions indicated in the subject. To begin writing an amazing rhetorical analysis essay, the first thing springs to mind is the rhetorical analysis essay topic ideas. Our writers supply the very best writing services and can help you compose a productive essay. They show the writer the purpose of the text he will write. Kennedy begins by attempting to establish credibility with his student audience by using ethos. While international issues demanded a great deal of attention, Kennedy also had to address serious problems here in america. Here are 25 things you may not have known about JFK. He implies that he is very willing, and wanting to have a peaceful world, and not have to use this deadly method of war, but as long as there is a threat about, we must be prepared to do what must be done. Getting the Best John F Kennedy Essay Topics We can truly reside in harmony. This propaganda isn't just in the United States but widespread around the world. Man holds all the power in hishands. A deductive essay is a significant factor whilst evaluating the degree of students' knowledge in quite a few courses. We know this is among the most significant assignments of the term and you cannot afford a bad grade. Our Essay Competition invites students to explore a wide selection of challenging and intriguing questions beyond the boundaries of the school curriculum. John F Kennedy Essay Topics Fundamentals Explained Using NFL jerseys is quite common. With personalized jerseys of the NFL, you're sure that you've got the ideal design. Together, we're making a difference. The fundamental trick of making some bit of writing impressive and exciting is to concentrate on the subject of your interest. The loss was one of the most difficult moments for the president and the very first lady. I think that it represents a genuine important approach to set up kind of what the details of the debate are. On the flip side, if you select a controversial topic you have very little interest in, you'll find it rather tough to finish the assignment. After choosing the topic, go by means of this rhetorical analysis example with writing hacks to assist you in getting going on the actual writing process. It is far better than contemplating all on your own. Details of John F Kennedy Essay Topics The cops who'd normally secure the region have submachine guns and rifles. Something that will alter the nation and even the world for many years to come. It is a means to meet new men and women, too. You're waiting for a single person, one particular man to come down the road so that you can see him and experience his presence for a few seconds. Be wise and don't ignore your interest as it is but one of the chief keys to success. It doesn't matter to us, whether you're too busy on t he job concentrating on a passion undertaking, or simply tired of a seemingly infinite stream of assignments. Among the most notable methods is pursuing a wide array of scholarships and awards. So reflect on the degree of your knowledge before finalizing your choices. As you may believe that so as to create a superior original argumentative paper, you've got to devote all night studying, it isn't accurate. There are different kinds of cause and effect that someone may take into account. The majority of the times, you will have the option of picking the topics that you've discussed in your class. There's still a glass ceiling for ladies. Here's What I Know About John F Kennedy Essay Topics These only function as a section of the words which are most commonly connected with the assassination of former Democratic President, John Fitzgerald Kennedy. The report caused the arrest and sentencing of the suspect popularly called Oswald Lee. Due to his various medical conditions, Kennedy couldn't pass an appropriate physical examination. President Kennedy wants the identical concept to spread, but on a significantly broader scale.

The Juvenile Justice System Is Not Reflective Of Their...

It is estimated that on any given day, there are roughly 79,000 adolescents held at juvenile facilities all across the United States (Sickmund Puzzanchera, 2014). Of that population, Latino and African American youth represent the majority of those in confinement. This is a problem because the overrepresentation of minorities within the juvenile justice system is not reflective of their national population percentages. Nationally, Latino and African American youth only comprise 38% of the total juvenile population combined, while Caucasian youth alone represent the majority of the population with 56% (The Census Bureau, 2010). Though various studies have been able to affirm the overrepresentation of minority youth within the juvenile†¦show more content†¦Historical Background Juvenile incarceration has been a controversial issue long before the formation of the Juvenile Justice system. During the 18th century, Americans adopted Great Britain’s English Common Laws, wh ich believed in â€Å"malice supplies the age† (Blackstone, 1769). This meant that children as young as seven years old could be convicted of crimes to the same degree as adults. During this period, the courts did not acknowledge the variance in cognition between children and adults, so they were tried equally. As a result, children were incarcerated with adult offenders, where they were exposed to risk of maltreatment and corruption (The American Bar Association). The American Juvenile Justice System is still fairly new. The first juvenile court was established shortly over a century ago in 1899 in Chicago, Illinois. During its formation, the philosophies concerning juvenile justice shifted from a punitive standpoint to a more rehabilitative approach (McCarter, 2011). This was the court’s first attempt to acknowledge the distinctive cognitive and maturity levels between children and adults. Therefore, juvenile courts were meant to function as civil courts instead of criminal courts, placing minimal focus on the offenses committed by juveniles and instead focusing on their