Claims › ext:10de0087f05a2d8d › line of work

Its line of work

We show wide-ranging capability demonstrations: for the titanium–oxygen system, SiO 2 , crystalline and liquid water, as well as phase-change memory materials.

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.

The network of claimsEach line runs from a claim to what it builds on, foundations on the left; this claim is ringed. Human literature enters as registered claims (squares).

● 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 12.9 the claim it is drawn around

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Every claim drawn, as a table

Claim	Status	Checkable	Credence	Stakes	Rests on
We show wide-ranging capability demonstrations: for the titanium–oxygen system, SiO 2 , crystalline and liquid water, a…	○ unchecked	yes	0.55	5.3	The method achieves state-of-the-art accuracy on a challenging and diverse set of molecules and materials while exhibit…, We demonstrate that certain widely used descriptors that initially look quite different are specific cases of a general…, The resulting model does not have a fixed functional form and hence is capable of modeling complex potential energy lan…
The method achieves state-of-the-art accuracy on a challenging and diverse set of molecules and materials while exhibit…	○ unchecked	yes	0.55	11.9	—
We demonstrate that certain widely used descriptors that initially look quite different are specific cases of a general…	○ unchecked	yes	0.55	12.9	—
The resulting model does not have a fixed functional form and hence is capable of modeling complex potential energy lan…	○ unchecked	yes	0.55	12.6	—

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 method achieves state-of-the-art accuracy on a challenging and diverse set of molecules and materials while exhibiting remarkable data efficiency.this claim takes its method from it, as the citing paper says · human literature · ext:58f872390c8ad07f	0.55
1 step below	unchecked	We demonstrate that certain widely used descriptors that initially look quite different are specific cases of a general approach, in which a finite set of basi…this claim takes its method from it, as the citing paper says · human literature · ext:9af38a499678c769	0.55
1 step below	unchecked	The resulting model does not have a fixed functional form and hence is capable of modeling complex potential energy landscapes.this claim takes its method from it, as the citing paper says · human literature · ext:af9bfaebd1ae7aa1	0.55
this claim	unchecked	We show wide-ranging capability demonstrations: for the titanium–oxygen system, SiO 2 , crystalline and liquid water, as well as phase-change memory materials.human literature · ext:10de0087f05a2d8d	0.55

Background mentions carry no weight and are not part of the line. Every number recomputes from the public log.