Not sure if it was that paper, but there was a similar paper showing this phenomenon which later turned out to contain an error:
https://retractionwatch.com/2015/07/21/to-our-horror-widely-...
People who left the study were actually miscoded as getting divorced.
After the adjustment the correlation was less but was still there.