{'fraction_non_alphanumeric': 0.0166865315852205, 'fraction_numerical': 0.0, 'mean_word_length': 6.0588235294117645, 'pattern_counts': {'":': 0, '<': 0, '<?xml version=': 0, '>': 0, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
Certified Amplification: An Emerging Scientific Norm and Ethos


 Merton envisioned his norms of science at a time when peer-reviewed journals controlled scientific communication. Technologies for sharing and finding content have since divorced the certification and amplification of science, generating systemic vulnerabilities. Certified amplification – a new Mertonian-styled norm – enjoins their recoupling and introduces a taxonomy of strategies adopted by institutions to close the certification-amplification gap, including the proportioning of the one to the other. Examples illustrating each taxonomic type collectively paint a picture of an ethos employing a rich range of certification and amplification techniques and emerging in a decentralized fashion across heterogeneous objects, communication modalities, and institutions.