Is a high Amazon star rating enough to trust a throw blanket?

Not on its own. Several picks here have 20,000+ Amazon reviews at 4.6 stars, which is informative but gameable. We cross-checked against verified-methodology publishers like Good Housekeeping and specialist communities; where those independent sources corroborated the Amazon consensus, we ranked the product higher.