Research & validation

Research software should be inspectable and reproducible.

MetaWiz is being developed for academic evidence synthesis with emphasis on transparent calculations, source verification, reviewer safeguards and reproducible outputs.

✓ Academic use✓ Software citation✓ Validation-oriented development
Research principlesTransparent
1. Reproducibility

Keep inputs, assumptions and outputs visible enough to inspect and reproduce.

2. Human verification

AI-assisted functions support researchers but do not replace source checking or reviewer responsibility.

3. Methodological fit

Use evidence structures and quality tools appropriate to the study design and review question.

Practical workflow

Explore the systematic review workflow.

Read the MetaWiz systematic review workflow guide for screening, source verification and analysis-readiness checkpoints. Request a demonstration to see how these stages connect.

The validation roadmap below describes planned work. Published benchmark results and independent validation studies will be linked here when available.

Academic presence

Built for use in real research workflows.

The public research presence should make it easy for collaborators, reviewers and institutions to understand how MetaWiz approaches evidence synthesis.

DOI

Software citation

Provide a stable software citation and version information so MetaWiz can be reported transparently in publications.

✓

Validation studies

Benchmark selected calculations and outputs against established statistical implementations and published examples.

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Academic collaboration

Work with evidence-synthesis teams, research groups and educators to test usability and methodological fit.

What we want to demonstrate

Trust comes from evidence about the software itself.

1
Numerical agreementCompare key analysis outputs with established reference implementations.
2
Workflow reliabilityTest reviewer blinding, reconciliation, audit history and project-state safeguards.
3
UsabilityMeasure whether researchers can complete evidence-synthesis tasks accurately and efficiently.
Validation roadmapOngoing
01

Test

Reference datasets

02

Compare

Established software

03

Document

Methods & versions

04

Publish

Transparent results

Bring your review into one connected workspace.

Start with citation screening and keep evidence, reviewer decisions, datasets and analysis connected from beginning to end.