Pemphigoid Nodularis Induced by Long-Term Use of Dipeptidyl Peptidase-4 Inhibitors

Norikawa, Natsumi; Irie, Kinuko; Ishikawa, Masato; Hiraiwa, Tomoko; Izumi, Kiyotaka; Yamamoto, Toshiyuki

doi:10.4103/ijd.ijd_632_22

Cited by 1 publication

(1 citation statement)

References 5 publications

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“…After applying these filtration criteria, we obtained about 5000 case reports. Each case report generally corresponds to one patient report 21 , although there may be exceptions.…”

Section: Methodsmentioning

confidence: 99%

Constructing a disease database and using natural language processing to capture and standardize free text clinical information

Raza

Schwartz

2023

Sci Rep

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The ability to extract critical information about an infectious disease in a timely manner is critical for population health research. The lack of procedures for mining large amounts of health data is a major impediment. The goal of this research is to use natural language processing (NLP) to extract key information (clinical factors, social determinants of health) from free text. The proposed framework describes database construction, NLP modules for locating clinical and non-clinical (social determinants) information, and a detailed evaluation protocol for evaluating results and demonstrating the effectiveness of the proposed framework. The use of COVID-19 case reports is demonstrated for data construction and pandemic surveillance. The proposed approach outperforms benchmark methods in F1-score by about 1–3%. A thorough examination reveals the disease’s presence as well as the frequency of symptoms in patients. The findings suggest that prior knowledge gained through transfer learning can be useful when researching infectious diseases with similar presentations in order to accurately predict patient outcomes.

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“…After applying these filtration criteria, we obtained about 5000 case reports. Each case report generally corresponds to one patient report 21 , although there may be exceptions.…”

Section: Methodsmentioning

confidence: 99%

Constructing a disease database and using natural language processing to capture and standardize free text clinical information

Raza

Schwartz

2023

Sci Rep

View full text Add to dashboard Cite

show abstract

Pemphigoid Nodularis Induced by Long-Term Use of Dipeptidyl Peptidase-4 Inhibitors

Cited by 1 publication

References 5 publications

Constructing a disease database and using natural language processing to capture and standardize free text clinical information

Constructing a disease database and using natural language processing to capture and standardize free text clinical information

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