Automated confidence ranked classification of randomized controlled trial articles: an aid to evidence-based medicine

Evidence based medicine: what it is and what it isn't

1996 • 14,837 citations

Text categorization with Support Vector Machines: Learning with many relevant features

1998 • 7,906 citations

LIBLINEAR: A Library for Large Linear Classification

2008 • 6,727 citations

Achieving Knowledge Translation in Nursing Care: The Need for Greater Rigor in Applying Evidence to Practice

2014 • 3,848 citations

Multi-Interval Discretization of Continuous-Valued Attributes for Classification Learning

1993 • 2,809 citations

Beyond PICO

2012 • 1,561 citations

Evidence summaries: the evolution of a rapid review approach

2012 • 1,005 citations

Development of a highly sensitive search strategy for the retrieval of reports of controlled trials using PubMed

2002 • 831 citations

Opioid antagonists for alcohol dependence

2002 • 740 citations

Interventions for treating oral mucositis for patients with cancer receiving treatment

2010 • 677 citations

Reducing Workload in Systematic Review Preparation Using Automated Citation Classification

2005 • 341 citations

What kind of evidence is it that Evidence-Based Medicine advocates want health care providers and consumers to pay attention to?

2002 • 296 citations

Early versus delayed laparoscopic cholecystectomy for people with acute cholecystitis

2013 • 283 citations

The paths from research to improved health outcomes

2005 • 276 citations

Interventions for preventing oral mucositis for patients with cancer receiving treatment

2011 • 245 citations

Indexing consistency in MEDLINE.

1983 • 185 citations

Text Categorization Models for High-Quality Article Retrieval in Internal Medicine

2004 • 178 citations

Cryotherapy and keratinocyte growth factor may be beneficial in preventing oral mucositis in patients with cancer, and sucralfate is effective in reducing its severity

2013 • 141 citations

When and how to update systematic reviews

2008 • 135 citations

What is a rapid review? A methodological exploration of rapid reviews in Health Technology Assessments

2012 • 133 citations

Automatically classifying sentences in full-text biomedical articles into Introduction, Methods, Results and Discussion

2009 • 106 citations

Towards Automatic Recognition of Scientifically Rigorous Clinical Research Evidence

2008 • 101 citations

A new algorithm for reducing the workload of experts in performing systematic reviews

2010 • 92 citations

Sentence retrieval for abstracts of randomized controlled trials

2009 • 86 citations

Surveillance search techniques identified the need to update systematic reviews

2008 • 86 citations

Automatic summarization of MEDLINE citations for evidence-based medical treatment: A topic-oriented evaluation

2008 • 78 citations

Preconception lifestyle advice for people with subfertility

2010 • 77 citations

Screening nonrandomized studies for medical systematic reviews: A comparative study of classifiers

2012 • 65 citations

Optimizing feature representation for automated systematic review work prioritization.

2008 • 58 citations

Studying the potential impact of automated document classification on scheduling a systematic review update

2012 • 55 citations

MEDLINE clinical queries are robust when searching in recent publishing years

2012 • 55 citations

Design and implementation of Metta, a metasearch engine for biomedical literature retrieval intended for systematic reviewers

2013 • 44 citations

An effective general purpose approach for automated biomedical document classification.

2006 • 44 citations

Exploiting the systematic review protocol for classification of medical abstracts

2010 • 43 citations

Feature Engineering and a Proposed Decision-Support System for Systematic Reviewers of Medical Evidence

2014 • 42 citations

Evidence-based medicine, the essential role of systematic reviews, and the need for automated text mining tools

2010 • 42 citations

Updating comparative effectiveness reviews: Current efforts in AHRQ's Effective Health Care Program

2011 • 40 citations

Methods for the Drug Effectiveness Review Project

2012 • 39 citations

Rule-based deduplication of article records from bibliographic databases

2014 • 34 citations

Understanding why evidence from randomised clinical trials may not be retrieved from Medline: comparison of indexed and non-indexed records

2012 • 33 citations

Collaborative information synthesis II: Recommendations for information systems to support synthesis activities

2006 • 28 citations

A Comparison of Citation Metrics to Machine Learning Filters for the Identification of High Quality MEDLINE Documents

2006 • 25 citations

A large-scale analysis of the reasons given for excluding articles that are retrieved by literature search during systematic review.

2013 • 25 citations

A prototype system to support evidence-based practice.

2008 • 21 citations

A Prospective Evaluation of an Automated Classification System to Support Evidence-based Medicine and Systematic Review.

2010 • 21 citations

Aggregator: A machine learning approach to identifying MEDLINE articles that derive from the same underlying clinical trial

2014 • 18 citations

Finding the gold in MEDLINE: Clinical Queries

2005 • 16 citations

A Simple Method for Estimating Conditional Probabilities for SVMs

2004 • 16 citations