Cargando…

The semi-automation of title and abstract screening: a retrospective exploration of ways to leverage Abstrackr’s relevance predictions in systematic and rapid reviews

BACKGROUND: We investigated the feasibility of using a machine learning tool’s relevance predictions to expedite title and abstract screening. METHODS: We subjected 11 systematic reviews and six rapid reviews to four retrospective screening simulations (automated and semi-automated approaches to sin...

Descripción completa

Detalles Bibliográficos
Autores principales:	Gates, Allison, Gates, Michelle, Sebastianski, Meghan, Guitard, Samantha, Elliott, Sarah A., Hartling, Lisa
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	BioMed Central 2020
Materias:	Research Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7268596/ https://www.ncbi.nlm.nih.gov/pubmed/32493228 http://dx.doi.org/10.1186/s12874-020-01031-w

Ejemplares similares

Technology-assisted title and abstract screening for systematic reviews: a retrospective evaluation of the Abstrackr machine learning tool
por: Gates, Allison, et al.
Publicado: (2018)

Decoding semi-automated title-abstract screening: findings from a convenience sample of 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)

LOCATE: a prospective evaluation of the value of Leveraging Ongoing Citation Acquisition Techniques for living Evidence syntheses
por: Gates, Michelle, 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)

Evidence available for patient-identified priorities in depression research: results of 11 rapid responses
por: Sebastianski, Meghan, et al.
Publicado: (2019)

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

Risk factors for severity of COVID-19: a rapid review to inform vaccine prioritisation in Canada
por: Wingert, Aireen, et al.
Publicado: (2021)

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

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

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

Abstracts Accepted by Title
Publicado: (1990)

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)

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

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

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)

Laboratory automation using the IBM PC
por: Gates, Stephen C.
Publicado: (1989)

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)

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)

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

Evaluation of the reliability, usability, and applicability of AMSTAR, AMSTAR 2, and ROBIS: protocol for a descriptive analytic study
por: Gates, Allison, et al.
Publicado: (2018)

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)

Risk factors and preventive interventions for post Covid-19 condition: systematic review
por: Pillay, Jennifer, et al.
Publicado: (2022)

Parent experiences and information needs relating to procedural pain in children: a systematic review protocol
por: Gates, Allison, et al.
Publicado: (2017)

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

Text mining to support abstract screening for knowledge syntheses: a semi-automated workflow
por: Pham, Ba’, et al.
Publicado: (2021)

Semi-automating abstract screening with a natural language model pretrained on biomedical literature
por: Ng, Sheryl Hui-Xian, et al.
Publicado: (2023)

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

Which outcomes are important to patients and families who have experienced paediatric acute respiratory illness? Findings from a mixed methods sequential exploratory study
por: Dyson, Michele P, et al.
Publicado: (2017)

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

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

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)

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

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

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

Semi-automated quantification of vitreal hyperreflective foci in SD-OCT and their relevance in patients with peripheral retinal breaks
por: Strzalkowski, P., et al.
Publicado: (2023)

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

Cannot write session to /tmp/vufind_sessions/sess_h7qafdcnl85ieho9ag6brbu6ac