OOIR: Observatory of International Research

Papers

(The H4-Index of Journal of Biomedical Informatics is 40. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-03-01 to 2024-03-01.)

Article	Citations
The role of explainability in creating trustworthy artificial intelligence for health care: A comprehensive survey of the terminology, design choices, and evaluation strategies	250
A review on deep learning approaches in healthcare systems: Taxonomies, challenges, and open issues	128
Face mask detection using deep learning: An approach to reduce risk of Coronavirus spread	121
A hybrid sampling algorithm combining M-SMOTE and ENN based on Random forest for medical imbalanced data	118
Chinese clinical named entity recognition with variant neural structures based on BERT methods	100
Social media based surveillance systems for healthcare using machine learning: A systematic review	97
Drug repurposing for COVID-19 via knowledge graph completion	95
Comparative study of machine learning methods for COVID-19 transmission forecasting	94
A practical perspective on the concordance index for the evaluation and selection of prognostic time-to-event models	93
Deep ensemble learning for Alzheimer's disease classification	91
Internet of things in medicine: A systematic mapping study	87
Process mining for healthcare: Characteristics and challenges	86
Clinical concept extraction: A methodology review	82
Investigating voice as a biomarker: Deep phenotyping methods for early detection of Parkinson's disease	82
AMMU: A survey of transformer-based biomedical pretrained language models	82
Deep representation learning of patient data from Electronic Health Records (EHR): A systematic review	82
Comparing deep learning architectures for sentiment analysis on drug reviews	78
An empirical characterization of fair machine learning for clinical risk prediction	61
FAIR data sharing: The roles of common data elements and harmonization	61
Factors influencing mHealth adoption and its impact on mental well-being during COVID-19 pandemic: A SEM-ANN approach	60
Combinatorial feature embedding based on CNN and LSTM for biomedical named entity recognition	58
Detection and classification of breast cancer using logistic regression feature selection and GMDH classifier	56
Recent advances of HCI in decision-making tasks for optimized clinical workflows and precision medicine	54
A neural network-based joint learning approach for biomedical entity and relation extraction from biomedical literature	54
Deep learning with wearable based heart rate variability for prediction of mental and general health	54

Biomedical named entity recognition using BERT in the machine reading comprehension framework	52
Random forest swarm optimization-based for heart diseases diagnosis	51
Deep phenotyping: Embracing complexity and temporality—Towards scalability, portability, and interoperability	50
Detection of calibration drift in clinical prediction models to inform model updating	50
A tongue features fusion approach to predicting prediabetes and diabetes with machine learning	50
Development and validation of early warning score system: A systematic literature review	50
Systematic comparison of the protein-protein interaction databases from a user's perspective	49
Mapping the intellectual structure of research on surgery with mixed reality: Bibliometric network analysis (2000–2019)	47
Residual LSTM layered CNN for classification of gastrointestinal tract diseases	46
Machine learning research towards combating COVID-19: Virus detection, spread prevention, and medical assistance	46
Application of AR and VR in hand rehabilitation: A systematic review	45
Incorporating multi-level CNN and attention mechanism for Chinese clinical named entity recognition	44
Language models are an effective representation learning technique for electronic health record data	44
Explainable classifier for improving the accountability in decision-making for colorectal cancer diagnosis from histopathological images	42
Topological data analysis in biomedicine: A review	42