Patent · US Active

Research replicability assessment

US12118311B1 · kind B1 · utility

0Cited by

0References

19Claims

0Family size

Assignee

Two Six Labs, LLC · US

Inventors

James L. Gentile · Orange, US
Chae A. Clark · Arlington, US
Ben Uri Gelman · Burlington, US

Key dates

Filing date	May 17, 2021
Grant date	Oct 15, 2024
Priority date	—
Expiry date	Jun 17, 2042

Classification

Technology area (CPC G)Physics
CPC primaryG06F40/30
WIPO fieldComputer technology
WIPO sectorElectrical engineering

Abstract

A machine learning approach for evaluating the replicability of research receives a scholarly paper or publication about a research effort, and applies learning models and natural language processing (NLP) to identify replicability of the asserted results. Rule based and machine learning approaches employ models based on preexisting research papers having defined replicability, and compares language features, research parameters and factual assertions extracted from a research paper for evaluation. A pipeline of evaluations and feature extraction analyzes the content of the research paper and renders a prediction value that the described research can be repeated with similar results.

Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.