# Forecasting the progression of human civilization on the Kardashev Scale through 2060 with a machine learning approach

> Research article (Scientific Reports, 2023) · cited 19× · AI/ML

**Wikidata**: [openalex:W4384024405](https://www.wikidata.org/wiki/openalex:W4384024405)  
**Source**: https://4ort.xyz/entity/forecasting-the-progression-of-human-civilization-on-the-kardashev-scale-through-2060-with-a-machine-learning-approach