Extraction from medical records
Despite using electronic medical records, free narrative text is still widely used for medical records. Such text cannot be analyzed by statistical tools and be proceed by decision support systems. To make data from texts available for such tasks a supervised machine learning algorithms might be suc...
Gespeichert in:
| Hauptverfasser: | , , , |
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| Dokumenttyp: | Kapitel/Artikel Konferenzschrift |
| Sprache: | Englisch |
| Veröffentlicht: |
2019
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| In: |
Phealth 2019
Year: 2019, Pages: 62-67 |
| DOI: | 10.3233/978-1-61499-975-1-62 |
| Online-Zugang: | Verlag: https://doi.org/10.3233/978-1-61499-975-1-62
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| Verfasserangaben: | Aleksei Dudchenko, Polina Dudchenko, Matthias Ganzinger, Georgy Kopanitsa |
MARC
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| 100 | 1 | |a Dudchenko, Aleksei |e VerfasserIn |0 (DE-588)1189090058 |0 (DE-627)1667824805 |4 aut | |
| 245 | 1 | 0 | |a Extraction from medical records |c Aleksei Dudchenko, Polina Dudchenko, Matthias Ganzinger, Georgy Kopanitsa |
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| 520 | |a Despite using electronic medical records, free narrative text is still widely used for medical records. Such text cannot be analyzed by statistical tools and be proceed by decision support systems. To make data from texts available for such tasks a supervised machine learning algorithms might be successfully applied. In this work, we develop and compare a prototype of a medical data extraction system based on different artificial neuron networks architectures to process free medical texts in Russian language. The best F-score (0.9763) achieved on a combination of CNN prediction model and large pre-trained word2vec model. The very close result (0.9741) has shown by the MLP model with the same embedding. | ||
| 650 | 4 | |a Algorithms | |
| 650 | 4 | |a data extraction | |
| 650 | 4 | |a Data Mining | |
| 650 | 4 | |a Electronic Health Records | |
| 650 | 4 | |a Language | |
| 650 | 4 | |a machine learning | |
| 650 | 4 | |a medical records | |
| 650 | 4 | |a Natural Language Processing | |
| 650 | 4 | |a NLP | |
| 700 | 1 | |a Dudchenko, Polina |e VerfasserIn |4 aut | |
| 700 | 1 | |a Ganzinger, Matthias |d 1974- |e VerfasserIn |0 (DE-588)102301890X |0 (DE-627)717346471 |0 (DE-576)366268082 |4 aut | |
| 700 | 1 | |a Kopanitsa, Georgy |d 1985- |e VerfasserIn |0 (DE-588)1052099750 |0 (DE-627)787812994 |0 (DE-576)407847707 |4 aut | |
| 773 | 0 | 8 | |i Enthalten in |a pHealth (16. : Veranstaltung) (Genoa) |t Phealth 2019 |d Amsterdam : IOS Press, 2019 |g (2019), Seite 62-67 |h 1 Online-Ressource (XV, 326 Seiten) |w (DE-627)169630394X |z 9781614999751 |7 nnam |
| 773 | 1 | 8 | |g year:2019 |g pages:62-67 |g extent:6 |a Extraction from medical records |
| 776 | 0 | 8 | |i Erscheint auch als |n Druck-Ausgabe |a Dudchenko, Aleksei |t Extraction from medical records |d 2019 |w (DE-627)1696458374 |
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