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Marco Barnfield

PROFILE

Marco Barnfield

Over a three-month period, contributed to the ExoMol/bib repository by building and expanding a BibTeX-based machine learning knowledge base and curating bibliographies for astronomy and exoplanet research. Focused on standardizing citations, improving data formatting, and enhancing discoverability to support reproducible research and robust model development. Leveraged skills in BibTeX, machine learning, and data management to deliver features such as foundational ML model references, enriched bibliographies on exoplanet atmospheres, and improved citation metadata. Maintained clear documentation and version control discipline, ensuring traceable provenance and repository health while prioritizing feature delivery and maintainability over bug fixing during the project period.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

11Total
Bugs
0
Commits
11
Features
6
Lines of code
763
Activity Months4

Work History

March 2026

2 Commits • 1 Features

Mar 1, 2026

In March 2026, ExoMol/bib delivered targeted bibliography enhancements to support CO2 line list research and machine learning literature, improving resource discoverability and reproducibility for researchers. The work focused on updating BibTeX sources and abstracts and expanding references to ML literature to broaden research coverage.

December 2025

5 Commits • 2 Features

Dec 1, 2025

In December 2025, two major bibliography enhancements were delivered for ExoMol/bib, expanding resources for exoplanet researchers and machine learning researchers. No major bugs fixed this month. Updates focus on resource coverage, citation quality, and research reproducibility, enabling faster literature discovery and more robust model development.

November 2025

3 Commits • 2 Features

Nov 1, 2025

November 2025 – ExoMol/bib: Key bibliographic curation and ML bibliography expansion to support astronomy research. Focused updates improved data quality, formatting, and discoverability for ML applications, spectroscopy, and molecular properties.

June 2025

1 Commits • 1 Features

Jun 1, 2025

June 2025 monthly summary for ExoMol/bib focusing on feature delivery and knowledge base standardization. Implemented a BibTeX-based ML Knowledge Base References, covering foundational models and algorithms to support consistent ML citations across the project.

Activity

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Quality Metrics

Correctness100.0%
Maintainability100.0%
Architecture100.0%
Performance100.0%
AI Usage25.4%

Skills & Technologies

Programming Languages

BibTeX

Technical Skills

Machine LearningResearchacademic writingbibliography managementdata citationdata formattingdata managementdata sciencedeep learningmachine learningreference citationreference managementresearch documentationscientific writing

Repositories Contributed To

1 repo

Overview of all repositories you've contributed to across your timeline

ExoMol/bib

Jun 2025 Mar 2026
4 Months active

Languages Used

BibTeX

Technical Skills

Machine LearningResearchbibliography managementdata formattingdata managementmachine learning