Author

Alexandra Bannach‐Brown

Bond UniversityORCID 0000-0002-3161-1395Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

Click to filter author papers

Bioinformatics· 1 Neuroscience· 1

Signature Assays, Organisms & Methods

Click to filter · or open tag

Research Focus:benchmarking· 2 Organism:mouse· 2 Approach:machine learning (classical)· 1 Approach:statistical model· 1

Frequent Co-Authors

Jing LiaoiD· 2 shared Malcolm Robert MacleodiD· 2 shared Andrew S. C. RiceiD· 1 shared David William HowellsiD· 1 shared Emily S. SenaiD· 1 shared Gillian L. CurrieiD· 1 shared James ThomasiD· 1 shared Kaitlyn HairiD· 1 shared

Activity by Year

2018-2019 · peak 1/yr

Co-Author Collaboration Network

10 top collaborators · 30 mutual co-author links

Click any collaborator node to inspect or filter shared papers

Focal author (center)Selected co-authorORCID co-authorUnlinked name

Curved chords = mutual co-authorship

2 shared papersNeuroscience

Jing LiaoORCID

Mutual co-authors in cluster

Author profile →

2 papers

Recent·Most cited

Machine learning algorithms for systematic reviews: reducing workload in a preclinical review of animal studies and reducing human screening error

Alexandra Bannach‐Brown, Piotr Przybyła, James Thomas, Andrew S. C. Rice, Sophia Ananiadou, Jing Liao, Malcolm Robert Macleod

This paper applies machine learning to citation screening in systematic reviews of animal studies, improving sensitivity and identifying human errors.

Systematic Reviews · Jan 15, 2019Peer-reviewedNeuroscience

Estimating the statistical performance of different approaches to meta-analysis of data from animal studies in identifying the impact of aspects of study design

Qianying Wang, Jing Liao, Kaitlyn Hair, Alexandra Bannach‐Brown, Zsanett Bahor, Gillian L. Currie, Sarah McCann, David William Howells, Emily S. Sena, Malcolm Robert Macleod

This paper compares statistical methods for meta-analysis of animal studies, finding that normalized mean difference (NMD) has higher power than standardized mean difference (SMD), and meta-regression outperforms stratified meta-analysis.

bioRxiv · Jan 30, 2018 · PreprintBioinformatics