Automatic categorization of self-acknowledged limitations in randomized controlled trial publications

Keyphrases

• Randomized Controlled Trial 100%
• Trial Publication 100%
• Automatic Categorization 100%
• Data Augmentation 60%
• PubMedBERT 60%
• Statistical Significance 40%
• Processing Methods 40%
• Classification Model 40%
• Natural Language Processing 40%
• Sentence Classification 40%
• F1 Score 40%
• Clinical Trials 20%
• Peer Review 20%
• Evidence Support 20%
• Automatic Extraction 20%
• Vanilla 20%
• Randomized Controlled Study 20%
• Annotated Corpus 20%
• Scientific Transparency 20%
• Augmentation Approach 20%
• Research Transparency 20%
• Automated Screening Tool 20%
• Automated Reporting 20%
• Fine-tuned BERT 20%
• Automated Data Augmentation 20%

Computer Science

• Controlled Trial 100%
• Automatic Categorization 100%
• Data Augmentation 66%
• Data Model 50%
• Natural Language Processing 33%
• Processing Method 33%
• Classification Models 33%
• Bidirectional Encoder Representations From Transformers 16%