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German Medical Named Entity Recognition Model and Data Set Creation Using Machine Translation and Word Alignment: Algorithm Development and Validation

https://doi.org/10.2196/39077
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-030-45442-5_76openalex-snapshot
CLEF eHealth Evaluation Lab 2020
inferredcites →https://doi.org/10.1007/978-3-030-59410-7_28openalex-snapshot
Cross-Lingual Transfer Learning for Medical Named Entity Recognition
inferredcites →https://doi.org/10.1007/978-3-319-73706-5_12openalex-snapshot
Detecting Named Entities and Relations in German Clinical Reports
inferredcites →https://doi.org/10.1007/978-3-540-39985-8_24openalex-snapshot
Information Extraction for Polish Using the SProUT Platform
inferredcites →https://doi.org/10.1016/j.ijmedinf.2018.12.011openalex-snapshot
Quantitative analysis of manual annotation of clinical text samples
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Operative management of greater saphenousthrombophlebitis involving the saphenofemoral junction
inferredcites →https://doi.org/10.1016/s0933-3657(98)00044-xopenalex-snapshot
How knowledge drives understanding—matching medical ontologies with the needs of medical language processing
inferredcites →https://doi.org/10.1016/s1386-5056(02)00053-9openalex-snapshot
medSynDiKATe—a natural language system for the extraction of medical information from findings reports
inferredcites →https://doi.org/10.1038/s41746-021-00455-yopenalex-snapshot
Med-BERT: pretrained contextualized embeddings on large-scale structured electronic health records for disease prediction
inferredcites →https://doi.org/10.1093/bioinformatics/btz682openalex-snapshot
BioBERT: a pre-trained biomedical language representation model for biomedical text mining
inferredcites →https://doi.org/10.1093/jamia/ocz166openalex-snapshot
2018 n2c2 shared task on adverse drug events and medication extraction in electronic health records
inferredcites →https://doi.org/10.1093/jamiaopen/ooab025openalex-snapshot
Annotation and initial evaluation of a large annotated German oncological corpus
inferredcites →https://doi.org/10.1109/ichi48887.2020.9374385openalex-snapshot
Information Extraction Models for German Clinical Text
inferredcites →https://doi.org/10.1146/annurev-biodatasci-030421-030931openalex-snapshot
Modern Clinical Text Mining: A Guide and Review
inferredcites →https://doi.org/10.1186/1472-6947-15-s2-s4openalex-snapshot
Detection of sentence boundaries and abbreviations in clinical narratives
inferredcites →https://doi.org/10.1186/s12911-015-0215-xopenalex-snapshot
Fine-grained information extraction from German transthoracic echocardiography reports
inferredcites →https://doi.org/10.1186/s13326-018-0179-8openalex-snapshot
Clinical Natural Language Processing in languages other than English: opportunities and challenges
inferredcites →https://doi.org/10.13026/cd7z-wg25openalex-snapshot
MIMIC-III Clinical Database
inferredcites →https://doi.org/10.1371/journal.pone.0224916openalex-snapshot
Knowledge-based best of breed approach for automated detection of clinical events based on German free text digital hospital discharge letters
inferredcites →https://doi.org/10.18653/v1/2020.emnlp-main.410openalex-snapshot
End-to-End Slot Alignment and Recognition for Cross-Lingual NLU
inferredcites →https://doi.org/10.18653/v1/2020.louhi-1.5openalex-snapshot
GGPONC: A Corpus of German Medical Text with Rich Metadata Based on Clinical Practice Guidelines
inferredcites →https://doi.org/10.18653/v1/d17-1269openalex-snapshot
Cheap Translation for Cross-Lingual Named Entity Recognition
inferredcites →https://doi.org/10.18653/v1/d18-1034openalex-snapshot
Neural Cross-Lingual Named Entity Recognition with Minimal Resources
inferredcites →https://doi.org/10.18653/v1/d19-1100openalex-snapshot
Entity Projection via Machine Translation for Cross-Lingual NER
inferredcites →https://doi.org/10.18653/v1/d19-1371openalex-snapshot
SciBERT: A Pretrained Language Model for Scientific Text
inferredcites →https://doi.org/10.18653/v1/n19-1380openalex-snapshot
Cross-lingual Transfer Learning for Multilingual Task Oriented Dialog
inferredcites →https://doi.org/10.18653/v1/n19-1423openalex-snapshot
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
inferredcites →https://doi.org/10.18653/v1/n19-4009openalex-snapshot
fairseq: A Fast, Extensible Toolkit for Sequence Modeling
inferredcites →https://doi.org/10.18653/v1/p17-1135openalex-snapshot
Weakly Supervised Cross-Lingual Named Entity Recognition via Effective Annotation and Representation Projection
inferredcites →https://doi.org/10.18653/v1/w16-2928openalex-snapshot
Relation extraction from clinical texts using domain invariant convolutional neural network
inferredcites →https://doi.org/10.18653/v1/w19-1909openalex-snapshot
Publicly Available Clinical
inferredcites →https://doi.org/10.18653/v1/w19-5006openalex-snapshot
Transfer Learning in Biomedical Natural Language Processing: An Evaluation of BERT and ELMo on Ten Benchmarking Datasets
inferredcites →https://doi.org/10.18653/v1/w19-5333openalex-snapshot
Facebook FAIR’s WMT19 News Translation Task Submission
inferredcites →https://doi.org/10.2196/14830openalex-snapshot
Fine-Tuning Bidirectional Encoder Representations From Transformers (BERT)–Based Models on Large-Scale Electronic Health Record Notes: An Empirical Study
inferredcites →https://doi.org/10.2196/15102openalex-snapshot
Digitalizing Health Services by Implementing a Personal Electronic Health Record in Germany: Qualitative Analysis of Fundamental Prerequisites From the Perspective of Selected Experts
inferredcites →https://doi.org/10.2196/17984openalex-snapshot
Clinical Text Data in Machine Learning: Systematic Review
inferredcites →https://doi.org/10.26615/978-954-452-071-7_010openalex-snapshot
Cross-lingual Named Entity Recognition via FastAlign: a Case Study
inferredcites →https://doi.org/10.3115/1072133.1072187openalex-snapshot
Inducing multilingual text analysis tools via robust projection across aligned corpora
inferredcites →https://doi.org/10.3115/1613715.1613789openalex-snapshot
Mention detection crossing the language barrier
inferredcites →https://doi.org/10.3115/v1/p14-5010openalex-snapshot
The Stanford CoreNLP Natural Language Processing Toolkit
inferredcites →https://doi.org/10.3115/v1/w15-1506openalex-snapshot
Relation Extraction: Perspective from Convolutional Neural Networks
inferredcites →https://doi.org/10.3233/978-1-61499-808-2-80openalex-snapshot
Semi-Automatic Terminology Generation for Information Extraction from German Chest X-Ray Reports
inferredcites →https://doi.org/10.3233/978-1-61499-896-9-165openalex-snapshot
De-Identification of German Medical Admission Notes

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/978-981-96-8043-6_38openalex-snapshot
Word Alignment Algorithm of Parallel Corpus Based on Recurrent Neural Network
inferred← citeshttps://doi.org/10.1007/978-981-97-4982-9_12openalex-snapshot
Named Entity Recognition Model for Polish Books
inferred← citeshttps://doi.org/10.1016/b978-0-323-95502-7.00179-2openalex-snapshot
Natural Language Processing Approaches in Bioinformatics
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Text Mining Basics in Bioinformatics
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GERNERMED++: Semantic annotation in German medical NLP through transfer-learning, translation and word alignment
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inferred← citeshttps://doi.org/10.1093/jamiaopen/ooaf024openalex-snapshot
Clinical document corpora—real ones, translated and synthetic substitutes, and assorted domain proxies: a survey of diversity in corpus design, with focus on German text data
inferred← citeshttps://doi.org/10.1109/ecei57668.2023.10105419openalex-snapshot
Development and Application of Teaching Model for Medical Humanities Education using Artificial Intelligence and Digital Humans Technologies
inferred← citeshttps://doi.org/10.1111/jcal.70089openalex-snapshot
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inferred← citeshttps://doi.org/10.1145/3648362openalex-snapshot
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inferred← citeshttps://doi.org/10.1177/14738716251360341openalex-snapshot
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inferred← citeshttps://doi.org/10.18653/v1/2023.clinicalnlp-1.23openalex-snapshot
A Meta-dataset of German Medical Corpora: Harmonization of Annotations and Cross-corpus NER Evaluation
inferred← citeshttps://doi.org/10.2196/49724openalex-snapshot
Task-Specific Transformer-Based Language Models in Health Care: Scoping Review
inferred← citeshttps://doi.org/10.3390/app15042072openalex-snapshot
Automated Dataset-Creation and Evaluation Pipeline for NER in Russian Literary Heritage
inferred← citeshttps://doi.org/10.3390/app15169057openalex-snapshot
Ten Natural Language Processing Tasks with Generative Artificial Intelligence
inferred← citeshttps://doi.org/10.3390/biomimetics8080560openalex-snapshot
A Visualization Method of Knowledge Graphs for the Computation and Comprehension of Ultrasound Reports
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