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2014-42/1178/en_head.json.gz/18476
Vital Record About TAMHSC Masters in Health Administration students awarded fellowships May 31, 2013 by Rae Lynn Mitchell Master of Health Administration (M.H.A.) students at the Texas A&M Health Science Center School of Rural Public Health are encouraged to compete for Administrative Fellowships as part of their post-...
医学
2014-42/1178/en_head.json.gz/18485
Your News Items UNL Announce Symposium to examine the genetic science behind addiction UNL will host the 61st annual Nebraska Symposium on Motivation on April 25 and 26. Many people use substances, but a relatively small percentage develop substance use disorders. Why this happens is an active area of research that wil...
医学
2014-42/1178/en_head.json.gz/18693
News Opinion Lifestyle Showcase Sports Ads Classifieds Jobs Extras CU Notices Contact Us Health « Operation Fill the Trailer... New equipment aids Jersey Sh...» Battling ignorance Parents want to educate others about Tourette’s syndrome December 11, 2012 By ALYSSA MURPHY amurphy@sungazette.com , Save | HUNTERSVILLE - R...
医学
2014-42/1178/en_head.json.gz/18827
WHO Director-General visits Madagascar, Mauritius and Kenya WHO/Pierre Formenty Dr Lee visits a bird sanctuary in Mauritius where experts are on the alert for the arrival of birds carrying the H5N1 virus. Dr LEE Jong-wook visited Madagascar, Mauritius and Kenya from 3–9 March 2006. Each of the three countries has a dif...
医学
2014-42/1178/en_head.json.gz/18957
Public Health Assessments & Health Consultations Back to Arizona Reports PETITIONED HEALTH CONSULTATION CHOULIC GRAVEL PIT (a/k/a BABOQUIVARI DISTRICT) TOHONO O'ODHAM NATION, PIMA COUNTY, ARIZONA In February 1994, the construction company, under the oversight of Tohono O'odham Nation representatives and its consultant,...
医学
2014-42/1178/en_head.json.gz/19500
High Point Regional and Duke Medicine High Point Regional Health System Announces Relationship with Duke Medicine for Heart and Cancer Care HIGH POINT, N.C. – High Point Regional Health System and Duke Medicine have entered into a unique agreement to expand program development and operational support for oncology and c...
医学
2014-42/1178/en_head.json.gz/19787
← Diabetes Disaster Plan Vitamin E for Your Fatty Liver → Who the Empowered Health Seekers Are June 2nd, 2010 · No Comments The odds are that you haven’t yet fully empowered your search for good health. I know this about you because a couple of months ago HealthCentral surveyed 2,888 of its registered members who have ...
医学
2014-42/1178/en_head.json.gz/19828
Should Your Herbalist Be Certified? Herbalists seek to define standards and who should impose them. http://www.motherearthliving.com/Health-and-Wellness/Should-your-herbalist-be-certified.aspx By Laurel Vukovic If you were searching for an herbalist, how would you go about finding one? “In a perfect world, every commun...
医学
2014-42/1178/en_head.json.gz/20024
PONY POSTAL CENTER REMEMBER WHEN ANTIQUES HAGERSTOWN AUCTIONS Recent Articles >> Good Health Reishi Mushroom Offers Hope for Living Healthier Longer1/13/2013Reishi Mushroom Offers Hope for Living Healthier Longer (NAPS)-When most people think about longevity, they don't usually think about the immune system. Without th...
医学
2014-42/1178/en_head.json.gz/20145
Search the Newsroom: Profile by Sanford launches in Sioux Falls Program offers research-based method for weight management (Sioux Falls, SD) – Sanford Health has introduced an integrated approach to weight management. Profile by Sanford was designed using a large body of clinical research to ensure a sustainable means ...
医学
2014-42/1178/en_head.json.gz/20245
LeadershipSt. Jude LeadershipALSAC LeadershipBoards of Directors and GovernorsExternal Advisory Boards Boards of Directors and GovernorsALSAC-St. Jude Children’s Research HospitalThe Board’s Role Governing the organizations by establishing broad policies and objectives Selecting, appointing, supporting, and reviewing t...
医学
2014-42/1178/en_head.json.gz/20401
Home Page - Infectious Diseases Home > Online Library > Home Page - Infectious Diseases > Prevention of Infectious Diseases > Pets and Infectious Diseases Pets and infectious diseases Proper care of your pet may prevent him/her from becoming ill and infecting the household. Further, to prevent the spread of disease fro...
医学
2014-42/1178/en_head.json.gz/20434
Patients & FamiliesEducationResearchCommunity Referring PhysiciansFind a PhysicianDepartments & CentersAbout URMC LibrariesAlumniGiving URMC » Wilmot Cancer Center » Dialogue - Winter 2011 » Research Director's MessageCover Story: Grateful Cancer Survivor Makes Gift to Wilmot Cancer CenterResearchBreast CT Imaging Syst...
医学
2014-42/1178/en_head.json.gz/20507
All posts Weekly support group provides social network to seniors Every week for the past two years, a group of a dozen senior citizens has gathered at Weiss. They sip coffee and chat—initially about their weeks, but as the hour-long meetings progress, they delve into deeper issues. They discuss their dreams, fears, an...
医学
2014-42/1178/en_head.json.gz/20532
HomeAbout UsNews & MediaIn the NewsAwards/RecognitionBest Place to Work News & MediaIn the NewsAwards/RecognitionIn the CommunityEventsMaking a DifferenceSupporting Winchester HospitalPublicationsAnnual ReportContact UsPhone DirectoryJoin Our Mailing ListEvents CalendarMedical Staff OfficeOur HistoryHospital Auxilaries...
医学
2014-42/1178/en_head.json.gz/20673
Search the NIDA Archives Evaluation of the National Youth Anti-Drug Media Campaign - Executive Summary The number one goal of The National Drug Control Strategy is to "Educate and enable America’s youth to reject illegal drugs as well as alcohol and tobacco." Objectives in support of that goal include "Pursue a vigorou...
医学
2014-42/1178/en_head.json.gz/20705
Reference > Anatomy of the Human Body > X. The Organs of the Senses and the Common Integument > 1d. 2. The Middle Ear or Tympanic Cavity 1d. 2. The Middle Ear or Tympanic Cavity (Cavum Tympani; Drum; Tympanum)The middle ear or tympanic cavity is an irregular, laterally compressed space within the temporal bone. It is f...
医学
2014-42/1178/en_head.json.gz/20883
Surgery vs Radiation Patient and Surgeon Experiences Clinical Evidence HomeGlobalTerms Terms of Use Intuitive Surgical, Inc. ("Intuitive") maintains this Web site as a service to the Internet community. This Web site has been designed to provide general information about Intuitive and its products. These pages are not ...
医学
2014-42/1178/en_head.json.gz/21074
California health reform Ned Spurgeon (Utah and visiting distinguished chair at McGeorge this semester) has done a really nice piece on California health reform. It's been posted by Elizabeth Ann Weeks (Kansas) on the Jurisdynamics blog page. posted by tommayo, 3:11 PM Living with an incurable genetic disease The N.Y. ...
医学
2014-42/1178/en_head.json.gz/21088
Celebrating 20 years of enhancing the lives of women affected by breast cancer 20 Lives, 20 Ways 20th Anniversary Luncheon WAR attends national breast cancer advocacy conference Patient Navigator appointed to prestigious research committee GOPiNK hosts successful fundraiser Chappaqua's "A Cure in Our Lifetime" supports...
医学
2014-42/1178/en_head.json.gz/21267
News from Ministry Saint Joseph's Hospital in Marshfield, WI Ministry names new vice president Vanessa L. Freitag, PharmD, RPh, has been named vice president, clinical services for the Ministry Health Care Western Region which includes Ministry Saint Joseph’s Hospital (MSJH) in Marshfield and Ministry Our Lady of Victo...
医学
2014-42/1178/en_head.json.gz/21290
NAMI Albuquerque Watch in its entirety at : http://www.mindsontheedge.org/watch/ Moderator Frank Sesno Do you have a family member suffering from bipolar disorder, schizophrenia, or other serious mental illness? "The one-hour television program zeros in on wrenching and confounding situations that are playing out every...
医学
2014-42/1178/en_head.json.gz/22191
Entries : Tuberculosis Municipal Tuberculosis Sanitarium, 1941 Tuberculosis is an infectious disease of the lungs and other organs. Once considered incurable, the disease caused its victims to slowly waste away, which was why it was called “consumption.” With a mortality rate of approximately 18 per 10,000 people, tube...
医学
2014-42/1178/en_head.json.gz/23285
Health System > Continuing Medical Education > UC Davis nursing school hopes to improve care ... Point of Care Learning CME California Subscribe to the latest RSS news feeds. NEWS | March 14, 2014 UC Davis nursing school hopes to improve care for cancer patients with social network Several chemotherapy patients at the ...
医学
2014-42/1178/en_head.json.gz/23617
How Rosetta@home helps cure cancer, AIDS, Alzheimer's, and more This page attempts to explain the basic science behind Rosetta@home, and in doing so, explain how Rosetta@home can help lead to cures for human diseases. What are proteins? What do proteins do? How are proteins related to disease? What role does protein st...
医学
2014-42/1178/en_head.json.gz/23942
Vegetables in Childhood May Benefit Breast Health FRIDAY, April 11, 2014 (HealthDay News) -- Girls who ate the most fruits and vegetables rich in carotenoids were less likely to get benign breast disease, a new study suggests. Carotenoids are a group of pigments that typically produce an orange, red or dark green color...
医学
2014-42/1178/en_head.json.gz/24150
| | MENTAL HEALTH SCREENING NAMI calls on Congress to reject campaigns of misinformation on mental health screening and to oppose anti-screening legislation, both of which promise to drive up stigma and prey on fear. Many NAMI families know first-hand the unfortunate and sometimes-tragic consequences of failing to have...
医学
2014-42/1178/en_head.json.gz/24458
Scientists tweak immune cells to fight cancer Researchers at the University of Georgia are developing a new treatment technique that uses nanoparticles to reprogram immune cells so they are able to recognize and attack cancer. The findings were published recently in the early online edition of ACS Nano. The human body ...
医学
2014-42/1178/en_head.json.gz/24497
Conditions InDepth: Viral Upper Respiratory Infections (Colds and Influenza) Viral upper respiratory infections come in every degree of severity and cause symptoms in the ears, sinuses, throat, and nose. This report will cover two of the most common respiratory infections: the common cold and influenza (the flu). The U...
医学
2014-42/1178/en_head.json.gz/24696
BIO Statement on Compassionate Use Biotech companies have an ethical obligation to develop safe and effective drugs and biologics and make them available to all patients as quickly as possible. March 18, 2014 Recommend Biotech Leader Provides Testimony on Bioethical Issues in International Clinical Trials Ensuring Pati...
医学
2014-42/1178/en_head.json.gz/24866
CTPA Responds to Report on Cosmetics Blocking Androgens in Male Fetuses Sep 2, 2008 | Contact Author | By: Katie Schaefer Title: CTPA Responds to Report on Cosmetics Blocking Androgens in Male Fetuses The Cosmetic, Toiletry and Perfumery Association (CTPA) has responded to reports questioning the safety of perfumes and...
医学
2014-42/1178/en_head.json.gz/24934
News Digital Imaging Advancing Care at School of Dentistry Clinical instructor, Dr. Erika Benavides and third-year dental student Brandon Shoukri use digital imaging to access patient radiographs and a dental model as they discuss a comprehensive treatment plan. Ann Arbor, MI — October 2, 2013 — Digital imaging is maki...
医学
2014-42/1178/en_head.json.gz/25003
Division of Health Sciences Home Administration Events News News Stories Search News Articles News Staff For News Media Main Campus News Contact Us About Attack on America: Shock, horror and prayers for healing follow attacks Though terrorists hit New York, Washington, D.C., and Pennsylvania, the pain reached PCMH and ...
医学
2014-42/1178/en_head.json.gz/25563
Home > Living With Cancer > Treatment Choices Charting the Best Course 10 ways to make better decisions about cancer care For assistance in learning more about cancer treatments and accompanying risks, call the Patient Education Resource Center at 734-647-8626. Talking with doctors about cancer and cancer treatments ca...
医学
2014-42/1178/en_head.json.gz/25619
Tuberculosis looks set to defy concerted efforts to treat it successfully with powerful drugs, turning the clock back to the 1930s, warn the editors of the journal Thorax in a special themed issue to mark World TB day on March 24. TB often lies dormant with no symptoms, but in a proportion of cases, becomes active, pre...
医学
End of preview. Expand in Data Studio

[中文主页]

Industry models play a crucial role in driving enterprise intelligence transformation and innovative development. High-quality industry data is key to improving the performance of large models and realizing industry applications. However, datasets currently used for industry model training generally suffer from issues such as insufficient data volume, low quality, and lack of domain expertise.

To address these problems, we constructed and applied 22 industry data processing operators to clean and filter 3.4TB of high-quality multi-industry classified Chinese and English language pre-training datasets from over 100TB of open-source datasets including WuDaoCorpora, BAAI-CCI, redpajama, and SkyPile-150B. The filtered data consists of 1TB of Chinese data and 2.4TB of English data. To facilitate user utilization, we annotated the Chinese data with 12 types of labels including alphanumeric ratio, average line length, language confidence score, maximum line length, and perplexity.

Furthermore, to validate the dataset's performance, we conducted continued pre-training, SFT, and DPO training on a medical industry demonstration model. The results showed a 20% improvement in objective performance and a subjective win rate of 82%.

Industry categories: 18 categories including medical, education, literature, finance, travel, law, sports, automotive, news, etc. Rule-based filtering: Traditional Chinese conversion, email removal, IP address removal, link removal, Unicode repair, etc. Chinese data labels: Alphanumeric ratio, average line length, language confidence score, maximum line length, perplexity, toxicity character ratio, etc. Model-based filtering: Industry classification language model with 80% accuracy Data deduplication: MinHash document-level deduplication Data size: 1TB Chinese, 2.4TB English

Industry classification data size:

Industry Category Data Size (GB) Industry Category Data Size (GB)
Programming 4.1 Politics 326.4
Law 274.6 Mathematics 5.9
Education 458.1 Sports 442
Finance 197.8 Literature 179.3
Computer Science 46.9 News 564.1
Technology 333.6 Film & TV 162.1
Travel 82.5 Medicine 189.4
Agriculture 41.6 Automotive 40.8
Emotion 31.7 Artificial Intelligence 5.6
Total (GB) 3386.5

For the convenience of users to download and use, we have split the large dataset into sub-datasets for 18 industries. The current one is the sub-dataset for the medicine industry.

Data processing workflow:

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