Cargando…

Technology-assisted title and abstract screening for systematic reviews: a retrospective evaluation of the Abstrackr machine learning tool

BACKGROUND: Machine learning tools can expedite systematic review (SR) processes by semi-automating citation screening. Abstrackr semi-automates citation screening by predicting relevant records. We evaluated its performance for four screening projects. METHODS: We used a convenience sample of scree...

Descripción completa

Detalles Bibliográficos
Autores principales:	Gates, Allison, Johnson, Cydney, Hartling, Lisa
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	BioMed Central 2018
Materias:	Research
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5848519/ https://www.ncbi.nlm.nih.gov/pubmed/29530097 http://dx.doi.org/10.1186/s13643-018-0707-8

Ejemplares similares

The semi-automation of title and abstract screening: a retrospective exploration of ways to leverage Abstrackr’s relevance predictions in systematic and rapid reviews
por: Gates, Allison, et al.
Publicado: (2020)

Faster title and abstract screening? Evaluating Abstrackr, a semi-automated online screening program for systematic reviewers
por: Rathbone, John, et al.
Publicado: (2015)

Machine learning for screening prioritization in systematic reviews: comparative performance of Abstrackr and EPPI-Reviewer
por: Tsou, Amy Y., et al.
Publicado: (2020)

Decoding semi-automated title-abstract screening: findings from a convenience sample of reviews
por: Gates, Allison, et al.
Publicado: (2020)

Performance and usability of machine learning for screening in systematic reviews: a comparative evaluation of three tools
por: Gates, Allison, et al.
Publicado: (2019)

An evaluation of DistillerSR’s machine learning-based prioritization tool for title/abstract screening – impact on reviewer-relevant outcomes
por: Hamel, C., et al.
Publicado: (2020)

Creating efficiencies in the extraction of data from randomized trials: a prospective evaluation of a machine learning and text mining tool
por: Gates, Allison, et al.
Publicado: (2021)

Titles versus titles and abstracts for initial screening of articles for systematic reviews
por: Mateen, Farrah J, et al.
Publicado: (2013)

Software tools to support title and abstract screening for systematic reviews in healthcare: an evaluation
por: Harrison, Hannah, et al.
Publicado: (2020)

Title and Abstract Screening and Evaluation in Systematic Reviews (TASER): a pilot randomised controlled trial of title and abstract screening by medical students
por: Ng, Lauren, et al.
Publicado: (2014)

Abstracts Accepted by Title
Publicado: (1990)

Errors in Title, Abstract, and Results
Publicado: (2023)

A descriptive analysis of non-Cochrane child-relevant systematic reviews published in 2014
por: Gates, Michelle, et al.
Publicado: (2018)

Unsupervised title and abstract screening for systematic review: a retrospective case-study using topic modelling methodology
por: Natukunda, Agnes, et al.
Publicado: (2023)

Screening for the primary prevention of fragility fractures among adults aged 40 years and older in primary care: systematic reviews of the effects and acceptability of screening and treatment, and the accuracy of risk prediction tools
por: Gates, Michelle, et al.
Publicado: (2023)

Art of publication: The title, abstract, and cover letter
por: Walsh, Kieran
Publicado: (2014)

Title TBA: Revising the Abstract Submission Process
por: Tibon, Roni, et al.
Publicado: (2018)

Chapter 1 Research Papers: Titles and Abstracts
por: Wallwork, Adrian, et al.
Publicado: (2020)

Assessing the accuracy of machine-assisted abstract screening with DistillerAI: a user study
por: Gartlehner, Gerald, et al.
Publicado: (2019)

Guidance for using artificial intelligence for title and abstract screening while conducting knowledge syntheses
por: Hamel, Candyce, et al.
Publicado: (2021)

Usefulness of machine learning softwares to screen titles of systematic reviews: a methodological study
por: dos Reis, Ana Helena Salles, et al.
Publicado: (2023)

Research Screener: a machine learning tool to semi-automate abstract screening for systematic reviews
por: Chai, Kevin E. K., et al.
Publicado: (2021)

Guidance for overviews of reviews continues to accumulate, but important challenges remain: a scoping review
por: Gates, Michelle, et al.
Publicado: (2020)

Titles and abstracts of scientific reports ignore variation among species
por: Migeon, Barbara R
Publicado: (2014)

Title-plus-abstract versus title-only first-level screening approach: a case study using a systematic review of dietary patterns and sarcopenia risk to compare screening performance
por: Teo, Lynn, et al.
Publicado: (2023)

Adjunct clinical interventions that influence vaginal birth after cesarean rates: systematic review
por: Wingert, Aireen, et al.
Publicado: (2018)

Abstract Title: A case report on mirrored self-misidentification syndrome.
por: Pushpalatha,, et al.
Publicado: (2022)

Clinical interventions that influence vaginal birth after cesarean delivery rates: Systematic Review & Meta-Analysis
por: Wingert, Aireen, et al.
Publicado: (2019)

Screening for chlamydia and/or gonorrhea in primary health care: systematic reviews on effectiveness and patient preferences
por: Pillay, Jennifer, et al.
Publicado: (2021)

36th Annual Scientific Meeting of the Canadian Pain Society: Abstract Titles
Publicado: (2015)

Dissemination of evidence in paediatric emergency medicine: a quantitative descriptive evaluation of a 16-week social media promotion
por: Gates, Allison, et al.
Publicado: (2018)

LOCATE: a prospective evaluation of the value of Leveraging Ongoing Citation Acquisition Techniques for living Evidence syntheses
por: Gates, Michelle, et al.
Publicado: (2021)

Machine tools (workshop technology): workshop technology
por: Datta, R N
Publicado: (2020)

Preferred Reporting Items for Overviews of Reviews (PRIOR): a protocol for development of a reporting guideline for overviews of reviews of healthcare interventions
por: Pollock, Michelle, et al.
Publicado: (2019)

Writing the title and abstract for a research paper: Being concise, precise, and meticulous is the key
por: Tullu, Milind S.
Publicado: (2019)

Asymptomatic bacteriuria in pregnancy: systematic reviews of screening and treatment effectiveness and patient preferences
por: Wingert, Aireen, et al.
Publicado: (2019)

A Review of Machine Learning Approaches in Assisted Reproductive Technologies
por: Raef, Behnaz, et al.
Publicado: (2019)

No title
por: CERN. Geneva. Track Chamber Committee
Publicado: (1964)

No title
por: Barney, David, et al.
Publicado: (2007)

No Title
por: Ameen, Juan
Publicado: (2006)

Cannot write session to /tmp/vufind_sessions/sess_18rn2j2j4poi2lfjuvr79boqqi