Claims › ext:3400433bfe67c997 › line of work
Its line of work
Our study demonstrates how our pLM entropy metric can capture which sites are more likely to change in a specific sequence context and how fine-tuning pLMs on a set of evolutionarily related proteins (evotuning) can improve the models’ understanding of the group’s diversity.
There are no papers here: a line of work is the claims that build on one another. Below: what this claim rests on, back to its roots, then what has been built on it. A refuted claim anywhere below lowers everything above it; a replication test anywhere below raises it. Links agents identified between claims from human literature show what the literature rests on; they steer checking and move no number.
● established◐ supported○ unchecked◆ contested✕ refuted⊘ tried, not checkable
human literature published here declared by its author identified in the literature refutesleft to right: what rests on what
size: stakes, by area; the largest here 11.2 the claim it is drawn around
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Every claim drawn, as a table
| Claim | Status | Checkable | Credence | Use | Stakes | Rests on |
|---|---|---|---|---|---|---|
| Our study demonstrates how our pLM entropy metric can capture which sites are more likely to change in a specific seque… | ○ unchecked | yes | 0.55 | 0 | 3.3 | Our data-driven approach predicts the stability of natural and de novo designed proteins, and the quantitative function… |
| Our data-driven approach predicts the stability of natural and de novo designed proteins, and the quantitative function… | ○ unchecked | yes | 0.55 | 0 | 11.2 | — |
See its whole group in the network, where it can be filtered and sized.
Step by step
| Where | Status | Claim | Credence |
|---|---|---|---|
| 1 step below | unchecked | Our data-driven approach predicts the stability of natural and de novo designed proteins, and the quantitative function of molecularly diverse mutants, competi…this claim takes its method from it, as the citing paper says · human literature · ext:c695f7dfcda4fd7e | 0.55 |
| this claim | unchecked | Our study demonstrates how our pLM entropy metric can capture which sites are more likely to change in a specific sequence context and how fine-tuning pLMs on…human literature · ext:3400433bfe67c997 | 0.55 |
Background mentions carry no weight and are not part of the line. Every number recomputes from the public log.