Learning Causal and Predictive Clinical Practice Guidelines from Data

نویسندگان

  • Subramani Mani
  • Constantin F. Aliferis
  • Shanthi Krishnaswami
  • Theodore Kotchen
چکیده

Clinical practice guidelines (CPG) propose preventive, diagnostic and treatment strategies based on the best available evidence. CPG enable practice of evidencebased medicine and bring about standardization of healthcare delivery in a given hospital, region, country or the whole world. This study explores generation of guidelines from data using machine learning, causal discovery methods and the domain of high blood pressure as an example.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

A Causal Modeling Framework for Generating Clinical Practice Guidelines from Data

The practice of medicine is becoming increasingly evidencebased and clinical practice guidelines (CPGs) are necessary for advancing evidence-based medicine (EBM). We hypothesize that machine learning methods can play an important role in learning CPGs automatically from data . Automatically induced CPGs can then be used for further manual refinement and deployment, for automated guideline compl...

متن کامل

Clinical guideline of neurosurgical practice during the COVID-19 pandemic

Background: Neurosurgery practice conflicts with many challenges during the COVID-19 pandemic; Including the lack of beds in intensive care units, as well as the use of some methods such as drills and trans-nasal and trans-oral approaches that produce aerosols or are directly in contact with patient discharge. Due to these challenges, developing a clinical guideline to help neurosurgeons and me...

متن کامل

Nursing students’ experiences of clinical teaching: A qualitative study

Introduction: Clinical education is important part of nursing education that has a key role in the learning of nursing students. It is expected that clinical environment provides opportunities for students to gain valuable experiences. Assessment of clinical learning process based on students’ experiences can be useful in identifying important factors in students' clinical learning. Objec...

متن کامل

Evaluation of the Quality of Cancer-Related Fatigue Clinical Practice Guidelines

Background: Improvement of the quality ofcancer-related fatigue clinical practice guidelines (CPGs) is an important issue in oncology. Aim: This study aimed to determine the methodological quality of CPGs about cancer-related fatigue management using the AGREE II instrument. Method: This study involved a systematic search, followed by a descriptive study, to evaluate the methodological quality ...

متن کامل

Nursing students’ attitude about factors influencing clinical learning in Medical ‎University of Guilan

Introduction: Education is a regular process in order to aid individuals for acquiring ‎knowledge and new skills. Education is an active interaction between educator and learner. ‎Learning is a stable change process in individual’s potential behavior. Therefore, we can only ‎say that the students’ learning is satisfactory when learning causes proper behavioral changes &l...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:
  • Studies in health technology and informatics

دوره 129 Pt 2  شماره 

صفحات  -

تاریخ انتشار 2007