Research Collaboration
Collaborating on research to produce high-quality research outcomes. ANCHI AI–BBCI LAB does not just build tools; we also conduct research. We join as research collaborators, contributing expertise in study design, data analysis, and research documentation.
Who this is for
Research groups
Aiming to produce high-quality research outcomes and advance their research objectives.
Clinical teams
With valuable data but limited AI/ML or writing capacity.
Consortia
That need high-quality research outcomes as a key project deliverable.
Typical challenges
Data have been collected and partially analysed, but:
The AI/ML methods are basic or exploratory
The pipeline is not fully reproducible
Results are not yet ready for high-quality research presentation
Research documentation lacks clear structure or strong methodology section
Weak on figures, ablation studies, or comparisons to baselines
What ANCHI AI–BBCI LAB provides
We join as research collaborators, not ghostwriters.
We contribute to:
Study design & analysis plan
Formulate precise research questions and hypotheses. Design appropriate validation schemes (cross-validation, external test sets, ablations). Choose baseline methods and SOTA techniques for comparison.
Data processing & modelling
Build robust preprocessing pipelines (signals, images, time series, tabular). Develop and tune ML/DL models. Implement explainability / interpretation methods where relevant (saliency, feature importance, etc.).
Figures, tables, and result narratives
Generate clear, high-quality plots and tables. Structure results: main metrics, ablation studies, error/bias analyses where appropriate.
Research documentation and refinement
Strengthen Methods, Results, and Discussion sections. Ensure consistency between claims, methods, and limitations. Create clear, well-structured research documentation.
Collaboration principles
We follow transparent and ethical collaboration practices:
Substantial contributions recognized
Substantial contributions to conception/design, data analysis, or documentation are properly recognized and credited.
PI and core team leadership
PI and core local team maintain leadership and primary responsibility for the research direction.
Transparency from the beginning
We are transparent about roles from the beginning: who leads which part of the work, expected contributions, and timelines.
Outputs
High-quality research documentation
Comprehensive research documentation ready for dissemination and sharing
Reproducible code and analysis scripts
As far as data confidentiality allows
Figures and supplementary materials
High-quality visualizations and supporting materials
Why ANCHI for research collaboration?
Research expertise
We don't just build tools; we also conduct research. Experience collaborating on high-quality research projects.
Quality-focused approach
We ensure reproducibility, robust methodology, and high-quality figures and analysis.
Ethical collaboration
Transparent about contributions, clear about roles, and respectful of academic norms and your team's leadership.
End-to-end support
From study design to research documentation, we support the entire research collaboration pipeline.
Ready to produce high-quality research outcomes?
Leave your information below, and the ANCHI team will contact you for a free consultation.