Abstract: 【Purpose/significance】The attention of scientific achievements is the embodiment of the value of one article, which reflects the researchers' attention for the article, and affects the efficiency of transformation of scientific achievements, meanwhile researchers can determine research directions and topics according to attention.【Method/process】This paper proposes the concepts of the atten⁃tion of scientific achievements. Potential influencing factors are quantified including keywords, author's address, funding, heat of jour⁃nals, punctuation attraction and author level.【Result/conclusion】The influence factor is the conditional attribute, and attention is the decision attribute, the study found that: ① In business and economics research area, achievements of chemistry, biology, nature get
more attention. ②Keywords have a high impact on attention, the second is the heat of journals, and sectional factors have different de⁃grees of influence on attention. ③The relationship between funding, punctuation attraction and the attention of scientific achievements could not be verified in independent analysis, but they have no impact on it in the process of decision classification.【Innovation/limita⁃tion】Based on the perspective of scholars' attention, this paper proposes concepts related to the attention of scientific achievements.Machine learning model is used to make decisions, which provides a theoretical basis for further evaluation of scientific achievements.