Recommendations for Optimizing the Process of Using Generative Tools to Assist with Contributions

First, I'd like to clarify that on January 20 of this year, because I wasn't familiar with the project's submission guidelines, I also tried using generative tools to replace some of the content I would have written for my issue. The specific details are here if you’re interested, you can take a look my first issues (it’s probably a pretty embarrassing moment in my history). Later, I realized my skills weren't up to par, so I shifted my focus from submitting issues to reviewing others' pull requests to see how they were being used. I truly caused some trouble for the community back then, and I'm deeply sorry for that. But precisely because of this, I've been reflecting on one question: What exactly led me to use generative tools to submit issues in the first place?

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-08-14
DOI
https://doi.org/10.5281/zenodo.21932941
Primary Topic
Biomedical and Engineering Education
Type
article
Field-Weighted Citation Impact
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article

Recommendations for Optimizing the Process of Using Generative Tools to Assist with Contributions

of life the essence
Zenodo (CERN European Organization for Nuclear Research)
Biomedical and Engineering Education
article

Recommendations for Optimizing the Process of Using Generative Tools to Assist with Contributions

of life the essence
article en

Abstract

First, I'd like to clarify that on January 20 of this year, because I wasn't familiar with the project's submission guidelines, I also tried using generative tools to replace some of the content I would have written for my issue. The specific details are here if you’re interested, you can take a look my first issues (it’s probably a pretty embarrassing moment in my history). Later, I realized my skills weren't up to par, so I shifted my focus from submitting issues to reviewing others' pull requests to see how they were being used. I truly caused some trouble for the community back then, and I'm deeply sorry for that. But precisely because of this, I've been reflecting on one question: What exactly led me to use generative tools to submit issues in the first place?

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 18%
Biomedical and Engineering Education
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