Collaborative Science: The Benefits and Challenges of Large-Scale Experiments

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SUMMARY

The discussion centers on the dynamics of large-scale scientific experiments, emphasizing the necessity of collaboration among researchers. It highlights that while a high number of authors can indicate rigorous peer review and improved paper readability, it does not guarantee quality or comprehension. The conversation references a 2001 collaboration with 460 authors that produced an unreproducible result, illustrating the complexities of authorship and contribution in large teams. The internal review processes within these collaborations are crucial for maintaining the integrity of published results.

PREREQUISITES
  • Understanding of collaborative research methodologies
  • Familiarity with scientific peer review processes
  • Knowledge of authorship conventions in academic publishing
  • Basic comprehension of experimental design in scientific research
NEXT STEPS
  • Research the impact of collaboration on scientific reproducibility
  • Explore the role of internal review processes in large research teams
  • Investigate authorship criteria and contribution tracking in academic papers
  • Learn about the ATLAS and CMS collaborations and their publication practices
USEFUL FOR

Researchers, academic authors, and anyone involved in large-scale scientific experiments will benefit from this discussion, particularly those interested in collaboration dynamics and publication integrity.

sbrothy
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In science today, experiments in particular, a good thing has come of the fact that most experiments able to move the goal posts of our accumulated knowledge now necessarily must be group efforts. Thus, like for instance in an article like this:

https://arxiv.org/abs/2009.04493

the sheer number of authors carries with it - if not a guarantee then at least some assurance - that they're not wasting everyone's time and resources. Access to the equipment alone is probably only granted once you've proven that what you're doing is serious (and consistenly proven for many years I figure).

The downside, for uneducated hacks like me, is of course that the material becomes increasingly dense, specialized and/or obfuscated, to the point of ineffable incomprehension. :)

EDIT: Sprinkled some commas in there in a sad attempt at punctuation. :)
 
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sbrothy said:
The downside, for uneducated hacks like me, is of course that the material becomes increasingly dense, specialized and/or obfuscated, to the point of ineffable incomprehension. :)

I don't think that's a function of number of authors. It's a function of specialization. I can point you at some few-author papers that are just as hard to read.

Also, there is information in the number of authors that is not captured by "lots". In 2001 a major collaboration published an unexpected (and ultimately unreproduced) result. 460 authors signed that paper. But other papers around this time had around 490. So 30 people were unconvinced enough to take the drastic step of asking to have their names removed from that paper.
 
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The big collaborations all have internal review processes. What is uploaded to arXiv had more than one round of peer review already - not formally from a journal, but from people working on the same experiment. That filters out problems with the analyses and it also tends to improve readability of the paper at the same time.

The large number of people in the author list doesn't say much, however. They have a big author list and by default everyone on that list is listed as author for every paper. I'm guessing numbers, might have been different for this particular paper but here is the typical distribution. Of the 500 authors:
* 3-4 have actually written it and did most of the work being reported in this paper
* 3-4 others have contributed notably to the main analysis
* 5-10 have reviewed the process from the first internal draft to the submission on arXiv
* 30-60 have reviewed the paper and sent comments
* Maybe half of the rest has read the abstract, the other half read the title or didn't care about the paper at all. Maybe the numbers were a bit higher here because it's one of the first papers from this collaboration. ATLAS and CMS circulate two new papers every week, not many people read all of them.

Most of the last group will still have contributed to the publication in one way or another: Running one of the subdetectors, doing shifts during data-taking, working on the reconstruction of particles from raw data or one of the many other tasks needed in the background. Usually the big collaborations require some of that work from new members before they are added to the author list.
 
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