The performance boundaries of knowledge prompts: A study on injection strategies and scale effects for ICD coding tasks in large language models.
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| Title: | The performance boundaries of knowledge prompts: A study on injection strategies and scale effects for ICD coding tasks in large language models. |
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| Authors: | Jiang X; Nanjing Drum Tower Hospital Clinical College of Nanjing University of Chinese Medicine, Nanjing, China., Wang C; School of Nursing, Nanjing University of Chinese Medicine, Nanjing, China., Shan G; School of Nursing, Nanjing University of Chinese Medicine, Nanjing, China., Wu Z; Department of Medical Records Management, Nanjing Drum Tower Hospital, Nanjing, China., Li P; Department of Urology, Nanjing Drum Tower Hospital, Nanjing, China., Yang Y; School of Nursing, Nanjing University of Chinese Medicine, Nanjing, China., Zha S; School of Nursing, Nanjing University of Chinese Medicine, Nanjing, China., Liu L; Jiangsu Province Hospital of Chinese Medicine, Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, China., Shi T; Nanjing Drum Tower Hospital Clinical College of Nanjing University of Chinese Medicine, Nanjing, China.; Quality Management Department, Nanjing Drum Tower Hospital, Nanjing, China. |
| Source: | Digital health [Digit Health] 2026 Mar 13; Vol. 12, pp. 20552076261434052. Date of Electronic Publication: 2026 Mar 13 (Print Publication: 2026). |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: SAGE Publications Ltd Country of Publication: United States NLM ID: 101690863 Publication Model: eCollection Cited Medium: Print ISSN: 2055-2076 (Print) Linking ISSN: 20552076 NLM ISO Abbreviation: Digit Health Subsets: PubMed not MEDLINE |
| Database: | MEDLINE Ultimate |
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| ISSN: | 2055-2076 |
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| DOI: | 10.1177/20552076261434052 |
