Automatic Analysis of Critical Incident Reports: Requirements and Use Cases
|
|
|
- Julie Bradley
- 7 years ago
- Views:
Transcription
1 Automatic Analysis of Critical Incident Reports: Requirements and Use Cases Berner Fachhochschule Institute for for Medical Informatics I4MI I4MI
2 Critical incident
3 Agenda Incident reporting Material: Incident reports Corpus analysis Results Linguistic and semantic characteristics Use cases Conclusions
4 Critical incident reporting system (CIRS) Basic idea: Employees report errors or critical incidents Improvements Latent Errors (Management decisions, Processes etc.) Preconditions of errrors Contributing factors Active incident Protection barriers 4
5 Reporting form Context Event Result Reasons
6 Objective Incident reports bear relavant knowledge How to learn from it? How to analyse the textual information? Identifying use cases for natural language processing Study linguistic and semantic characteristics of these reports in comparison to clinical documents
7 Material and methods Material 581 randomly selected reports from Inselspital Bern 100 randomly selected reports from cirsmedical.de Methods Manual data assessment with guiding questions (linguistic, semantic) Linguistic analysis with opennlp (parts of speech) Interview with quality manager and physician
8 Part of speeches
9 Linguistic characteristics Category Sentence structure Word usage Spelling Language Example Sentences or incomplete phrases / keywords Personal pronouns (process descriptions), verbs, product names (drugs), names of technical devices, software, specific locations (Aufwachraum, OP), adjectives for characterizing the situation Compound words, number expressions Misspellings; abbreviations, acronyms Host language and medical terms,
10 Semantic characteristics Rarely: diagnoses Clinical interventions (e.g. Intubationsnarkose (intubation anesthesia), nachbeatmet (ventilated), Ambulanz-OP (ambulant surgery) Pharmaceutical agents Heparin Involved persons Doctor, MPA, nurse Technical or non-technical material including software systems Facts versus experiences
11 Semantic characteristics: Event categories Category Technical events or events related to equipment Oxygenator is burning Example Administrative events mistaken identity, ambiguous abbreviation as diagnosis, language barrier, mixing of laboratory probes Hygiene-related events Report on a case of Methicillin-resistant Staphylococcus aureus (MRSA) / hospital infection Workflow-related events Events related to transport and positioning of patient application of wrong drug or dosis, allergy information was not transmitted to all involved persons Patient is falling from operating table
12 Scenario: Search and retrieval of critical incident reports Standard search interface, semantics Faceted search Event category Hygiene event (1) Technical event (1) Administrative event (9) Workflow event Zwei Studenten ziehen den apikalen Thoraxdrain. Sie informieren mich, dass sie bei Pat. den Drain herausgezogen haben, und dass ich den zweiten Drain nun verbinden könne. Ich komme ins Zimmer, Pat. liegt unter der Decke, der Verband ist offen, keine Longuette. Event location
13 Scenario: Incident analytics Cause effect relations What led to an incident? What helped in preventing serious problems? Latent Errors (Management decisions, Processes etc.) Preconditions of errrors Contributing factors Active incident Protection barriers
14 Conclusions Support in retrieval and analysis is desired Linguistic and semantics differ from clinical documents Need for methods for identifying persons and locations, separating factual from experiential or hypothetical information, categorizing incident reports semantically and of events according to severity, detecting events and their relations, analysing time and number expressions.
15 Herzlichen Dank für Ihre Aufmerksamkeit Someone who did no mistake. Please, no nerds! Kerstin Denecke Institute for Medical Informatics Berner Fachhochschule Technik und Informatik Höheweg 80, 2502 Biel/Bienne
The University of Toronto. Fall 2009/German 100 Y
The University of Toronto Fall 2009/German 100 Y Texts: Deutsch Na Klar!, (5th. edition) Di Donato, Clyde and Vansant. McGraw-Hill College One notebook GER 100 Course Coordinator: Mike Hager, 324 Odette
AP WORLD LANGUAGE AND CULTURE EXAMS 2012 SCORING GUIDELINES
AP WORLD LANGUAGE AND CULTURE EXAMS 2012 SCORING GUIDELINES Interpersonal Writing: E-mail Reply 5: STRONG performance in Interpersonal Writing Maintains the exchange with a response that is clearly appropriate
to Automatic Interpreting Birte Schmitz Technische Universitat Berlin
A Relevance-Based Approach to Automatic Interpreting Birte Schmitz Technische Universitat Berlin Report 164 August 1996 August 1996 Birte Schmitz Kontaktadresse: Technische Universität Berlin Fachbereich
Transformation of Free-text Electronic Health Records for Efficient Information Retrieval and Support of Knowledge Discovery
Transformation of Free-text Electronic Health Records for Efficient Information Retrieval and Support of Knowledge Discovery Jan Paralic, Peter Smatana Technical University of Kosice, Slovakia Center for
Coffee Break German. Lesson 03. Study Notes. Coffee Break German: Lesson 03 - Notes page 1 of 15
Coffee Break German Lesson 03 Study Notes Coffee Break German: Lesson 03 - Notes page 1 of 15 LESSON NOTES ICH KOMME AUS DEUTSCHLAND. UND SIE? In this lesson of Coffee Break German we will learn to talk
National Quality Forum (NQF) Endorsed Set of 34 Safe Practices*
NQF Endorsed Set of Safe Practices (released 2009) 1. Leadership Structures and Systems Leadership structures and systems must be established to ensure that there is organization-wide awareness of patient
Quality Assurance at NEMT, Inc.
Quality Assurance at NEMT, Inc. Quality Assurance Policy NEMT prides itself on the excellence of quality within every level of the company. We strongly believe in the benefits of continued education and
Quality Assurance at NEMT, Inc.
Quality Assurance at NEMT, Inc. Quality Assurance Policy NEMT prides itself on the excellence of quality within every level of the company. We strongly believe in the benefits of continued education and
Purposes of Patient Records
CHAPTER 6 Documentation 1 Slide 1 Purposes of Patient Records Five Basic Purposes for Written Records Written communication Permanent record for accountability Legal record of care Teaching Research and
Critical Decision Making: The role of the APN in the care of patients with Diabetes Mellitus. Morag Henry 15.09.2015
Critical Decision Making: The role of the APN in the care of patients with Diabetes Mellitus Morag Henry 15.09.2015 International Diabetes Federation 2014 Diabetes Facts and Figures in Switzerland (International
Applications of speech-to-text in customer service. Dr. Joachim Stegmann Deutsche Telekom AG, Laboratories
Applications of speech-to-text in customer service. Dr. Joachim Stegmann Deutsche Telekom AG, Laboratories Contents. 1. Motivation 2. Scenarios 2.1 Voice box / call-back 2.2 Quality management 3. Technology
Checklist Use this checklist to find out how much English you already know. Grundstufe 1 (Common European Framework: A1 Level)
Der XL Test: Was können Sie schon? Schätzen Sie Ihre Sprachkenntnisse selbst ein! Sprache: Englisch Mit der folgenden e haben Sie die Möglichkeit, Ihre Fremdsprachenkenntnisse selbst einzuschätzen. Die
Health Care 2.0: How Technology is Transforming Health Care
Health Care 2.0: How Technology is Transforming Health Care Matthew Kaiser, CEBS, SPHR Director, HR Technology and Outsourcing Lockton Kansas City, Missouri The opinions expressed in this presentation
MRSA, Hand Hygiene and Contact Precautions
MRSA, Hand Hygiene and Contact Precautions Wesley Medical Center Department of Education May 2007 Authors: Lois Rahal, RN, BSN, CIC Brandy Jackson, RN, BSN Hope Helferich, RNC, BSN 1 Objectives Upon completion
Livingston Public Schools Scope and Sequence K 6 Grammar and Mechanics
Grade and Unit Timeframe Grammar Mechanics K Unit 1 6 weeks Oral grammar naming words K Unit 2 6 weeks Oral grammar Capitalization of a Name action words K Unit 3 6 weeks Oral grammar sentences Sentence
Student Guide for Usage of Criterion
Student Guide for Usage of Criterion Criterion is an Online Writing Evaluation service offered by ETS. It is a computer-based scoring program designed to help you think about your writing process and communicate
Kurs-Dokumentation. Zentrum für Informatik ZFI AG. Advanced Solutions of SharePoint Server 2013 (BSPA)
Zentrum für Informatik - Advanced Solutions of SharePoint Server 201... 1/7 Kurs-Dokumentation Zentrum für Informatik ZFI AG Advanced Solutions of SharePoint Server 2013 (BSPA) http://www.zfi.ch/bspa Weitere
Stefan Engelberg (IDS Mannheim), Workshop Corpora in Lexical Research, Bucharest, Nov. 2008 [Folie 1]
![Stefan Engelberg (IDS Mannheim), Workshop Corpora in Lexical Research, Bucharest, Nov. 2008 [Folie 1]](/thumbs/25/6525883.jpg "Stefan Engelberg (IDS Mannheim), Workshop Corpora in Lexical Research, Bucharest, Nov. 2008 [Folie 1]")
Content 1. Empirical linguistics 2. Text corpora and corpus linguistics 3. Concordances 4. Application I: The German progressive 5. Part-of-speech tagging 6. Fequency analysis 7. Application II: Compounds
1. Study title Is the title self explanatory to a layperson? If not, a simplified title should be included.
These guidelines apply to all research projects where human subjects are involved in the study GUIDELINES FOR RESEARCHERS PATIENT INFORMATION SHEET & CONSENT FORM The guidance, which follows, applies primarily
bound Pronouns
Bound and referential pronouns *with thanks to Birgit Bärnreuther, Christina Bergmann, Dominique Goltz, Stefan Hinterwimmer, MaikeKleemeyer, Peter König, Florian Krause, Marlene Meyer Peter Bosch Institute
Paul Kussmaul. Becoming a competent translator in a B.A. course. 1. Introduction
Paul Kussmaul Becoming a competent translator in a B.A. course 1. Introduction Becoming a translator involves a process, and processes can be divided into stages. Stages play a central role in teaching
Health Information Technology: Introduction to One Key Part - the EHR
Health Information Technology: Introduction to One Key Part - the EHR Donald P. Connelly, MD, PhD Director, Health Informatics Division University of Minnesota Medical School February 21, 2006 Minnesota
Accelerating Clinical Trials Through Shared Access to Patient Records
INTERSYSTEMS WHITE PAPER Accelerating Clinical Trials Through Shared Access to Patient Records Improved Access to Clinical Data Across Hospitals and Systems Helps Pharmaceutical Companies Reduce Delays
Coffee Break German Lesson 06
LESSON NOTES WIE VIEL KOSTET DAS? In this episode of Coffee Break German we ll start by learning the numbers from zero to ten and then learn to deal with transactional situations involving paying for things
AP GERMAN LANGUAGE AND CULTURE EXAM 2015 SCORING GUIDELINES
AP GERMAN LANGUAGE AND CULTURE EXAM 2015 SCORING GUIDELINES Identical to Scoring Guidelines used for French, Italian, and Spanish Language and Culture Exams Interpersonal Writing: E-mail Reply 5: STRONG
No Evidence. 8.9 f X
Section I. Correlation with the 2010 English Standards of Learning and Curriculum Framework- Grade 8 Writing Summary Adequate Rating Limited No Evidence Section I. Correlation with the 2010 English Standards
Charting Reporting and Recording Dr. Karima Elshamy Faculty of Nursing Mansoura University Egypt Learning Objectives: Define the following terminology chart, charting, patient record Discuss the purpose
SOUTH SEATTLE COMMUNITY COLLEGE (General Education) COURSE OUTLINE Revision: (Don Bissonnette and Kris Lysaker) July 2009
SOUTH SEATTLE COMMUNITY COLLEGE (General Education) COURSE OUTLINE Revision: (Don Bissonnette and Kris Lysaker) July 2009 DEPARTMENT: CURRICULLUM: COURSE TITLE: Basic and Transitional Studies English as
Healthcare Professional. Driving to the Future 11 March 7, 2011
Clinical Analytics for the Practicing Healthcare Professional Driving to the Future 11 March 7, 2011 Michael O. Bice Agenda Clinical informatics as context for clinical analytics Uniqueness of medical
MSU-Northern ASN Nursing Program Clinical Evaluation Tool Clinical Instructor s Documentation Form to Supplement the Clinical Evaluation Tool 2015
MSU-Northern ASN Nursing Program Clinical Evaluation Tool Clinical Instructor s Documentation Form to Supplement the Clinical Evaluation Tool 2015 Rating Categories 4 Excellent Demonstrates skills beyond
Health Information Technology & Management Chapter 2 HEALTH INFORMATION SYSTEMS
Health Information Technology & Management Chapter 2 HEALTH INFORMATION SYSTEMS INFORMATION SYSTEM *Use of computer hardware and software to process data into information. *Healthcare information system
Intelligent Search for Answering Clinical Questions Coronado Group, Ltd. Innovation Initiatives
Intelligent Search for Answering Clinical Questions Coronado Group, Ltd. Innovation Initiatives Search The Way You Think Copyright 2009 Coronado, Ltd. All rights reserved. All other product names and logos
Emergency Room (ER) Visits: A Family Caregiver s Guide
Family Caregiver Guide Emergency Room (ER) Visits: A Family Caregiver s Guide Your family member may someday have a medical emergency and need to go to a hospital Emergency Room (ER), which is also called
Course: German 1 Designated Six Weeks: Weeks 1 and 2. Assessment Vocabulary Instructional Strategies
(1) Communication. The student communicates using the skills of listening, speaking, reading, and writing. The student: (A) engages in oral and written exchanges of learned material to socialize and to
NEOSHO COUNTY COMMUNITY COLLEGE MASTER COURSE SYLLABUS
NEOSHO COUNTY COMMUNITY COLLEGE MASTER COURSE SYLLABUS COURSE IDENTIFICATION Course Code/Number: ALMT 110 Course Title: Medical Style and Grammar Division: Applied Science (AS) Liberal Arts (LA) Workforce
Contents QUALIFICATIONS PACK - OCCUPATIONAL STANDARDS FOR ALLIED HEALTHCARE
h QUALIFICATIONS PACK - OCCUPATIONAL STANDARDS FOR ALLIED HEALTHCARE Contents 1. Introduction and Contacts.....P.1 2. Qualifications Pack....P.2 3. Glossary of Key Terms.....P.4 OS describe what individuals
Introduction to Geventis. Registration for the MIN Graduate School (MINGS)
Fakultät für Mathematik, Informatik und Naturwissenschaften Introduction to Geventis Registration for the MIN Graduate School (MINGS) http://www.min.uni-hamburg.de/en/min-graduiertenschule.html Email mings@uni-hamburg.de
Electronic Medical Records (EMR) Centricity EMR 2005. ---------------- Updating the Patient Record
Electronic Medical Records (EMR) Centricity EMR 2005 ---------------- Updating the Patient Record Table of Contents Introduction...1 The Chart Update...1 The Process...1 Accessing a Chart Update via your
Availability of Health Care Data for Variation Research and Policy Analysis. The experience of the Wennberg International Collaborative
Availability of Health Care Data for Variation Research and Policy Analysis The experience of the Wennberg International Collaborative Dana C. Wilkinson, Ph.D. David Goodman, MD, MS The Dartmouth Institute
GRADUATE COUNCIL NEW COURSE/PROGRAM PROPOSAL
GRADUATE COUNCIL NEW COURSE/PROGRAM PROPOSAL ORIGINATING UNIT: Harris College of Nursing and Health Sciences TYPE OF ACTION: New course X New program NEW PROGRAM TITLE: Doctor of Nursing Practice Appropriate
A: Ein ganz normaler Prozess B: Best Practices in BPMN 1.x. ITAB / IT Architekturbüro Rüdiger Molle März 2009
A: Ein ganz normaler Prozess B: Best Practices in BPMN 1.x ITAB / IT Architekturbüro Rüdiger Molle März 2009 März 2009 I T A B 2 Lessons learned Beschreibung eines GP durch das Business läßt Fragen der
Best Practices in Claims Management. Use of treatment guidelines and clinical logic for preauthorization and claims adjudication
Best Practices in Claims Management Use of treatment guidelines and clinical logic for preauthorization and claims adjudication The need for standards in claims processing Indian health insurance companies
Interpreting areading Scaled Scores for Instruction
Interpreting areading Scaled Scores for Instruction Individual scaled scores do not have natural meaning associated to them. The descriptions below provide information for how each scaled score range should
HOW TO PREVENT AND MANAGE MEDICAL CLAIM DENIALS TO INCREASE REVENUE
Billing & Reimbursement Revenue Cycle Management HOW TO PREVENT AND MANAGE MEDICAL CLAIM DENIALS TO INCREASE REVENUE Billing and Reimbursement for Physician Offices, Ambulatory Surgery Centers and Hospitals
AUTHOR GUIDELINES Handbook Articles
Handbook Articles Table of Contents I. Manuscript Submission 2 II. Article Structure 2 III. Figures, Tables, Audio Files, and Videos 3 IV. Style Preferences 4 V. Formatting 5 VI. Reference Style 5 I. Manuscript
What Is Patient Safety?
Patient Safety Research Introductory Course Session 1 What Is Patient Safety? David W. Bates, MD, MSc External Program Lead for Research, WHO Professor of Medicine, Harvard Medical School Professor of
Staff should not feel that the Quality Management staff are policing them. These thoughts
Chapter IV and Patient Introduction This chapter is the responsibility of the Director/leader and everyone in the hospital, especially the senior leaders whose role is essential to implement the program.
Mona Osman MD, MPH, MBA
Mona Osman MD, MPH, MBA Objectives To define an Electronic Medical Record (EMR) To demonstrate the benefits of EMR To introduce the Lebanese Society of Family Medicine- EMR Reality Check The healthcare
Using LSI for Implementing Document Management Systems Turning unstructured data from a liability to an asset.
White Paper Using LSI for Implementing Document Management Systems Turning unstructured data from a liability to an asset. Using LSI for Implementing Document Management Systems By Mike Harrison, Director,
Clauses and Phrases. How to know them when you see them! How they work to make more complex sentences!
Clauses and Phrases How to know them when you see them! How they work to make more complex sentences! Why it s important to use them in your writing! What s a CLAUSE? Clauses are clusters of words. Clauses
Ling 201 Syntax 1. Jirka Hana April 10, 2006
Overview of topics What is Syntax? Word Classes What to remember and understand: Ling 201 Syntax 1 Jirka Hana April 10, 2006 Syntax, difference between syntax and semantics, open/closed class words, all
CASE STUDY. Spencer Hospital, Iowa Advanced Technician Practice Model Tech check Tech (TCT)
Spencer Hospital, Iowa Advanced Technician Practice Model Tech check Tech (TCT) Submitted By: Gayle Mayer, RPh, BPharm, Director of Pharmacy Spencer Hospital Pharmacy Staff Primary Intended Outcome(s):
IT Services Business Area Information Technology. Version 03 November 2013
IT Services Business Area Information Technology Version 03 November 2013 Table of Contents Services Overview Organizational Streamlining Governance Processes Management of IT Projects and IT Programs
Sentence Structure/Sentence Types HANDOUT
Sentence Structure/Sentence Types HANDOUT This handout is designed to give you a very brief (and, of necessity, incomplete) overview of the different types of sentence structure and how the elements of
Integrating A3 Reports and the House of Quality: Improving Workflow in the Recovery Room Using Information Technology
416 Medical Informatics in a United and Healthy Europe K.-P. Adlassnig et al. (Eds.) IOS Press, 2009 2009 European Federation for Medical Informatics. All rights reserved. doi:10.3233/978-1-60750-044-5-416
How to Conduct a Thorough CAC Readiness Assessment
WHITE PAPER How to Conduct a Thorough CAC Readiness Assessment A White Paper from Nuance Healthcare HEALTHCARE COMPUTER-ASSISTED CODING Contents Introduction... 3 The Benefits of CAC... 4 The New Role
Grammar Presentation: The Sentence
Grammar Presentation: The Sentence GradWRITE! Initiative Writing Support Centre Student Development Services The rules of English grammar are best understood if you understand the underlying structure
METHICILLIN-RESISTANT STAPHYLOCOCCUS AUREUS (MRSA) COMMUNITY ACQUIRED vs. HEALTHCARE ASSOCIATED
METHICILLIN-RESISTANT STAPHYLOCOCCUS AUREUS (MRSA) COMMUNITY ACQUIRED vs. HEALTHCARE ASSOCIATED Recently, there have been a number of reports about methicillin-resistant Staph aureus (MRSA) infections
12 FIRST QUARTER. Class Assignments
August 7- Go over senior dates. Go over school rules. 12 FIRST QUARTER Class Assignments August 8- Overview of the course. Go over class syllabus. Handout textbooks. August 11- Part 2 Chapter 1 Parts of
Blended Learning for institutions
Hueber German for levels A1 and A2 Schritte international Experience success. Blended Learning for institutions Schritte international + DUO Face-to-face course with the successful Schritte international
Welcome to the program! I'm glad you're here. My name is Nancy Smith, and I'm a CCS-P. That means certified coding specialist physician-based.
Demo Lesson: Welcome to A dm in ist r a t i v e M e d i c a l Specialist Slide 1: Welcome! Welcome to the program! I'm glad you're here. My name is Nancy Smith, and I'm a CCS-P. That means certified coding
Viewing my Electronic Health Record
Viewing my Electronic Health Record An Introduction for Patients Online Electronic Health Record Empowering and Educating Patients Patient Information Guide Supported By Greater Huddersfield Clinical Commissioning
Interview patient Perform Physician; Nursing; Medical Assistant Take history Document 7.1(Document a progress note for each encounter)
Reference Workflow Taonomy Patient centric Outpatient encounter 1 Intake and Nurse assessment Clinician* assessment Check in Document 1.16 (Access patient demographic data), 7.6 (Document date of birth),
The Changing Landscape
The Changing Landscape and J a r r o d M a l o n e, J D jmalone@hallrender.com WHAT WE WILL TALK ABOUT TODAY Medical and legal issues for physicians best practices Reducing liability Medical Malpractice
SPECIALTY CASE MANAGEMENT
SPECIALTY CASE MANAGEMENT Our Specialty Case Management programs boost ROI and empower members to make informed decisions and work with their physicians to better manage their health. KEPRO is Effectively
NOTICE OF PUBLIC HEARING REGARDING PROPOSED CHANGES IN HEALTH CARE SERVICES PROVIDED BY FRESNO COUNTY
NOTICE IS HEREBY GIVEN that a public hearing will commence on Tuesday, September 23, 2008, at 9:00 a.m. (subject to continuance on that date of the hearing) at the Fresno County Board of Supervisors Chambers,
German Language Resource Packet
German has three features of word order than do not exist in English: 1. The main verb must be the second element in the independent clause. This often requires an inversion of subject and verb. For example:
Steps to getting a diagnosis: Finding out if it s Alzheimer s Disease.
Steps to getting a diagnosis: Finding out if it s Alzheimer s Disease. Memory loss and changes in mood and behavior are some signs that you or a family member may have Alzheimer s disease. If you have
A Case for EHR: 5 Status Quo Myths that Hold You Back and Reduce Your Bottom Line
A Case for EHR: 5 Status Quo Myths that Hold You Back and Reduce Your Bottom Line Abstract The implementation of electronic health records (EHR) has been a hot topic in the medical community for some time.
Defining the Core Clinical Documentation Set
Defining the Core Clinical Documentation Set for Coding Compliance Quality Healthcare Through Quality Information It is time to examine coding compliance policy and test it against the upcoming challenges
Transaction-Typed Points TTPoints
Transaction-Typed Points TTPoints version: 1.0 Technical Report RA-8/2011 Mirosław Ochodek Institute of Computing Science Poznan University of Technology Project operated within the Foundation for Polish
Any Town Public Schools Specific School Address, City State ZIP
Any Town Public Schools Specific School Address, City State ZIP XXXXXXXX Supertindent XXXXXXXX Principal Speech and Language Evaluation Name: School: Evaluator: D.O.B. Age: D.O.E. Reason for Referral:
German for beginners in 7 lessons
Olena Shypilova German for beginners in 7 lessons Study course 2012 German for beginners in 7 Lessons Thank you for choosing and joining our on-line German course. The course consists of 7 lessons. Due
Social Media Analytics Summit April 17-18, 2012 Hotel Kabuki, San Francisco WELCOME TO THE SOCIAL MEDIA ANALYTICS SUMMIT #SMAS12
Social Media Analytics Summit April 17-18, 2012 Hotel Kabuki, San Francisco WELCOME TO THE SOCIAL MEDIA ANALYTICS SUMMIT #SMAS12 www.textanalyticsnews.com www.usefulsocialmedia.com New Directions in Social
Writing Effective Questions
Writing Effective Questions The most important thing to keep in mind when you develop test questions is that your job as an educator is to teach people so that they can learn and be successful. The idea
German spelling. upper and lower case theory. upper and lower case. summary. rule G04: Adjectives rule G06: Noun+adjective rule G07: Verbs
German spelling upper and lower case summary upper case rule G01: Beginning of a sentence rule G02: Names and proper names rule G03: Nouns rule G05: Adjective with an article or quantity-adjectives rule
Frequently Asked Questions
Frequently Asked Questions 1. What is the purpose of this research study?... 2 2. Who can participate?... 2 3. How is the medication given?... 2 4. Are there any other medications administered as part
GCE EXAMINERS' REPORTS
GCE EXAMINERS' REPORTS GERMAN AS/Advanced JANUARY 2014 Grade boundary information for this subject is available on the WJEC public website at: https://www.wjecservices.co.uk/marktoums/default.aspx?l=en
Clintegrity 360 QualityAnalytics
WHITE PAPER Clintegrity 360 QualityAnalytics Bridging Clinical Documentation and Quality of Care HEALTHCARE EXECUTIVE SUMMARY The US Healthcare system is undergoing a gradual, but steady transformation.
Kurs-Dokumentation. Zentrum für Informatik ZFI AG. Developing Windows Azure and Web Services (NAZS-0313) -IT Ausbildung nach Mass
Zentrum für Informatik Developing Windows Azure and Web Services (... 1/8 KursDokumentation Zentrum für Informatik ZFI AG Developing Windows Azure and Web Services (NAZS0313) IT Ausbildung nach Mass http://www.zfi.ch/nazs0313
MEDICAL ERRORS: WHAT THEY ARE AND HOW TO AVOID THEM
MEDICAL ERRORS: WHAT THEY ARE AND HOW TO AVOID THEM Being a medical professional can be difficult at times. The pace of a normal work day can be very fast, the clients may have a lot of serious health
