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

Data up to Jan 2025

Published2012
Citations65
References50

Total Citations Per Year

Abstract

References (50)

Latent dirichlet allocation

2003 • 27,948 citations

Cochrane Handbook for Systematic Reviews of Interventions

2008 • 18,785 citations

Introduction to information retrieval

2009 • 13,122 citations

Statistical Comparisons of Classifiers over Multiple Data Sets

2006 • 10,478 citations

Introduction to Information Retrieval

2008 • 9,917 citations

An Introduction to Statistical Learning

2013 • 9,684 citations

Machine learning in automated text categorization

2002 • 7,858 citations

Cochrane Database of Systematic Reviews

2008 • 4,700 citations

Cochrane Database of Systematic Reviews

2011 • 4,192 citations

Systematic reviews: CRD's guidance for undertaking reviews in health care

2010 • 2,620 citations

Principles of Data Mining

2002 • 1,713 citations

Introduction to Statistical Relational Learning

2007 • 1,638 citations

Mining with rarity

2004 • 1,355 citations

Subspace clustering for high dimensional data

2004 • 1,318 citations

Seventy-Five Trials and Eleven Systematic Reviews a Day: How Will We Ever Keep Up?

2010 • 1,059 citations

YALE

2006 • 1,019 citations

Tackling the poor assumptions of naive bayes text classifiers

2003 • 895 citations

An Introduction to Conditional Random Fields for Relational Learning

2007 • 849 citations

On optimization methods for deep learning

2011 • 808 citations

Vaccines for preventing influenza in the elderly

2018 • 693 citations

Feature selection for text categorization on imbalanced data

2004 • 554 citations

Reducing Workload in Systematic Review Preparation Using Automated Citation Classification

2005 • 341 citations

Semi-automated screening of biomedical citations for systematic reviews

2010 • 312 citations

Finding qualitative research: an evaluation of search strategies

2004 • 288 citations

Vaccines for preventing influenza in the elderly

2010 • 270 citations

Vaccines for preventing influenza in the elderly

2006 • 188 citations

Proceedings of the Genetic and Evolutionary Computation Conference - GECCO - 2006

2006 • 185 citations

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

2004 • 178 citations

Proceedings of the Twentieth International Conference on Machine Learning (ICML-2003)

2003 • 149 citations

Electronic searching to locate qualitative research: evaluation of three strategies

2006 • 147 citations

Use of methodological search filters to identify diagnostic accuracy studies can lead to the omission of relevant studies

2006 • 144 citations

Search strategies to identify diagnostic accuracy studies in MEDLINE and EMBASE

2013 • 130 citations

Retrieving randomized controlled trials from <scp>medline</scp>: a comparison of 38 published search filters

2009 • 115 citations

Better Information for Better Health Care: The Evidence-based Practice Center Program and the Agency for Healthcare Research and Quality

2005 • 110 citations

Challenges in Using Nonrandomized Studies in Systematic Reviews of Treatment Interventions

2005 • 103 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

An overview of the design and methods for retrieving high-quality studies for clinical care

2005 • 89 citations

Cross-Topic Learning for Work Prioritization in Systematic Review Creation and Update

2009 • 85 citations

A Family of Simple Non-Parametric Kernel Learning Algorithms

2011 • 67 citations

Towards automating the initial screening phase of a systematic review.

2010 • 59 citations

Optimizing feature representation for automated systematic review work prioritization.

2008 • 58 citations

Identifying observational studies of surgical interventions in MEDLINE and EMBASE

2006 • 56 citations

Exploiting the systematic review protocol for classification of medical abstracts

2010 • 43 citations

Following 411 Cochrane Protocols to Completion: A Retrospective Cohort Study

2008 • 42 citations

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

2010 • 42 citations

Evolutionary learning with kernels

2006 • 40 citations

An efficient SVM-GA feature selection model for large healthcare databases

2008 • 10 citations

Interventions for treating ameloblastomas of the jaws

2009 • 2 citations

Deleted Work

1955 • 0 citations

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Screening nonrandomized studies for medical systematic reviews: A comparative study of… (2012) – Artificial Intelligence in Medicine | Metascience Observatory Explorer