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Marco Barnfield

PROFILE

Marco Barnfield

Over four months, contributed to the ExoMol/bib repository by building and expanding a BibTeX-based knowledge base focused on machine learning and astronomy research. Developed and standardized bibliographic resources, including references for foundational ML models and exoplanet atmospheric studies, to improve citation consistency and research reproducibility. Leveraged skills in BibTeX, data management, and scientific writing to enhance metadata quality, formatting, and discoverability across multiple bibliography files. Maintained clear documentation and version control discipline, delivering features that broadened resource coverage for both machine learning and spectroscopy domains. The work emphasized maintainability, operational excellence, and support for downstream research and model development.

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