成人小说亚洲一区二区三区,亚洲国产精品一区二区三区,国产精品成人精品久久久,久久综合一区二区三区,精品无码av一区二区,国产一级a毛一级a看免费视频,欧洲uv免费在线区一二区,亚洲国产欧美中日韩成人综合视频,国产熟女一区二区三区五月婷小说,亚洲一区波多野结衣在线

立即打開
Tech that translates doctors' orders

Tech that translates doctors' orders

2009年04月21日

????Natural language processing helps convert physicians' verbal instructions into electronic records.

????By Anna Kattan

????Everyone seems to think electronic health records are a great idea: going digital cuts down on paper storage, makes it easier to transfer patient information from one provider to another, and ultimately will enable the medical industry to create immense clinical databases. Electronic health records are a key component of the Obama Administration's stimulus plan, and dozens of corporations claim they are lined up to create more jobs when the government releases funds for digitizing medical files and other improvements to healthcare information technology.

????Who could quibble with that?

????One group that's not so keen on going paperless is physicians, who often find the current generation of electronic records rigid and counterintuitive. Most doctors prefer to type detailed clinical notes, rather than codes that identify a diagnosis or procedure.

????So how can technology bridge this gap between physicians' preferences and the need to move healthcare into the Internet era? One solution is natural language processing.

????Natural language processing is technology that helps computers understand ordinary human languages like English, German or Arabic. Essentially it takes unstructured, narrative text and transforms it into structured, coded data. That data can then be analyzed by computers and categorized in ways meaningful to researchers.

????"Natural language processing breaks down the structure of the sentence so it can literally read it like a human, understand and comprehend it, and then provide feedback," says David Byrd, a sales and marketing executive at Language and Computing, a privately-held natural language processing company.

????Indeed, scientists have been working for decades to improve machines' ability to comprehend language. Natural language processing was first developed out of a synergy between computer science and linguistics. Since then, the technology has been employed in search engines, spellcheckers, databases and speech recognition systems. In healthcare, it is used to some extent to analyze narrative text for reimbursement and research purposes.

????But natural language processing has not come close to reaching its potential. Experts say developing this technology could play an enormous role in overhauling healthcare because it is the best solution to address unstructured data.

????"We are just now in the beginning stages of the adoption curve for any kind of natural language processing technology. People are just now realizing that there is some value," says Andrew Hickl, the CEO of Language Computer Corporation, a closely held company that develops such technology.

????Cultivating natural language processing would help computers understand the various ways humans express themselves when they write narrative text. This in turn would allow hospitals across the country to share important medical data and expertise, even if they do not have compatible electronic record systems.

????But the Holy Grail of natural language processing, say industry experts, would be to assist physicians in making near real-time decisions when meeting with patients. Getting near-instant feedback from colleagues across the country would improve physicians' ability to diagnose and treat patients. It could also warn them of impending epidemics.

????In fact a number of research facilities and companies are trying to take the technology to the next level. Earlier this month, IBM (IBM, Fortune 500) and the Mayo Clinic took a step forward when they announced the launch of an open-source consortium to try to improve the technology. By putting their knowledge on the open source, they hope to turn clinical notes into computer code.

????Many experts say at a minimum the open-source endeavor will help natural language processing gain traction.

????"I think it (consortium) will accelerate the awareness about the potential of natural language processing by getting more people to use these products," says Brian Hazlehurst, a senior investigator who develops natural language processing at the Center for Health Research of Kaiser Permanente.

????Still, doctors -- or their office managers -- still are going to have to get used to punching in codes and data, especially when it comes to providing payment and billing information. "If we go forward with this sort of technology, it doesn't replace structured electronic medical records. It simply acts as a valuable adjunct," says Charles Jaffe, the CEO of Health Level Seven, a not-for-profit organization that develops standards in healthcare.

????Put another way, technology may adjust to doctors' needs when it comes to patients' health. But doctors will need to learn to adjust to technology if they want to get paid.

掃碼打開財富Plus App
国产aⅴ无码专区亚洲av麻豆| 精品久久久久久中文字幕无码软件| 亚洲欧美精品综合在线观看| 无码人妻αⅤ免费一区二区三区| 另类一区二区在线亚洲精品| a毛片视频/国产精品第1页| 日本免费一区二区三区| 91精品国产日韩91久久久久久无码乱码| 亚洲精品国产精品国产| 色鬼久久久777| 亚洲熟妇AV一区二区三区漫画| 久久精品爱国产免费久久| 亚洲一级aa无码大片| 二级国产片二级国产毛片| 波多野42部无码喷潮| 精品中文字幕一区在线| 国产又粗又黄又猛又爽| 久久亚洲欧美综合另类久久久精品| 国产福利在线永久视频| 午夜无码A级毛片免费视频| 91尤物在线观看免费 | 成人h视频在线观看| 免费一级欧美片在线观看亚| 手机在线永久免费观看AV片| 最近中文字幕2019视频1| 亚洲综合AV在线在线播放| 色妞色综合久久夜夜| 国产a级综合区毛片久久国产精品不卡| 波多野结衣一区二区无码中文字幕| 欧美性大战XXXXX久久久√| 亚洲日韩精品一区二区二三区四区| 亚洲精品国产一区二区三在线观看| 在线中文天堂最新版www| 亚洲成av人片在线观看天堂无| 一本加勒比少妇人妻无码精品| 精品国产亚洲二区 国产精品三级三级免费| 欧美乱人伦人妻中文字幕| 欧美日韩国产成人高清视频 | 久久精品国产福利一区二区| 成人免费无遮挡无码黄漫视频| 亚洲无码在线人妻少妇|