May 14, 2026 05:36 PM
https://www.thetransmitter.org/from-benc...-replaced/
EXCERPTS: People in science have sensed this change coming for a while. In early 2023, just a few months after ChatGPT’s launch, I sat in a meeting where one of the most prominent scientists at my institution speculated that AI may eventually force a rethinking of what a scientific paper even is.
[...] What would this look like in practice for a neuroscience lab? One version: You submit a paper the way you always have, but alongside it you deposit your claims and results in a structured format, each linked to specific figures, statistical tests and datasets. Reviewers evaluate individual results rather than trying to hold the whole manuscript in their heads. Related results across papers get discovered automatically, including in papers you’ve never read and that don’t cite each other.
In Eisen’s version, even the narrative layer becomes dynamic: Instead of a fixed paper, the reader queries the structured record and gets results tailored to their question and expertise. The paper becomes an interface, generated on demand. In the more radical version, the paper becomes optional altogether, a “narrative view” of structured knowledge objects. This structure could have valuable implications for publication bias. If the primary scientific record exists in the network and professionally meaningful credit is assigned that way, then a single careful replication or a precisely stated negative result counts toward career advancement rather than languishing, unpublished, on someone’s computer for years... (MORE - details)
EXCERPTS: People in science have sensed this change coming for a while. In early 2023, just a few months after ChatGPT’s launch, I sat in a meeting where one of the most prominent scientists at my institution speculated that AI may eventually force a rethinking of what a scientific paper even is.
[...] What would this look like in practice for a neuroscience lab? One version: You submit a paper the way you always have, but alongside it you deposit your claims and results in a structured format, each linked to specific figures, statistical tests and datasets. Reviewers evaluate individual results rather than trying to hold the whole manuscript in their heads. Related results across papers get discovered automatically, including in papers you’ve never read and that don’t cite each other.
In Eisen’s version, even the narrative layer becomes dynamic: Instead of a fixed paper, the reader queries the structured record and gets results tailored to their question and expertise. The paper becomes an interface, generated on demand. In the more radical version, the paper becomes optional altogether, a “narrative view” of structured knowledge objects. This structure could have valuable implications for publication bias. If the primary scientific record exists in the network and professionally meaningful credit is assigned that way, then a single careful replication or a precisely stated negative result counts toward career advancement rather than languishing, unpublished, on someone’s computer for years... (MORE - details)