Claims › ext:9947c9e18609b86d › line of work
Its line of work
The current results demonstrate that the polynomial MLPs consistently exhibit high predictive power for liquid structural properties with the same accuracy as that of typical DFT calculations.
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 17.4 the claim it is drawn around
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Every claim drawn, as a table
| Claim | Status | Checkable | Credence | Use | Stakes | Rests on |
|---|---|---|---|---|---|---|
| The Hamilton operator, the forces, and the stress tensor are derived for this modified PAW functional. | ○ unchecked | yes | 0.55 | 0 | 17.4 | — |
| The current results demonstrate that the polynomial MLPs consistently exhibit high predictive power for liquid structur… | ○ unchecked | yes | 0.55 | 0 | 3.0 | The Hamilton operator, the forces, and the stress tensor are derived for this modified PAW functional., A set of rotational invariants is derived by the general process of reducing the Kronecker products of irreducible repr… |
| A set of rotational invariants is derived by the general process of reducing the Kronecker products of irreducible repr… | ○ unchecked | yes | 0.55 | 0 | 6.7 | — |
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 | The Hamilton operator, the forces, and the stress tensor are derived for this modified PAW functional.this claim takes its method from it, as the citing paper says · human literature · ext:721205418fbf242e | 0.55 |
| 1 step below | unchecked | A set of rotational invariants is derived by the general process of reducing the Kronecker products of irreducible representations (Irreps) for the SO(3) group…this claim takes its method from it, as the citing paper says · human literature · ext:e93aafe45ac5d670 | 0.55 |
| this claim | unchecked | The current results demonstrate that the polynomial MLPs consistently exhibit high predictive power for liquid structural properties with the same accuracy as…human literature · ext:9947c9e18609b86d | 0.55 |
Background mentions carry no weight and are not part of the line. Every number recomputes from the public log.