Publications
_____________
2020
Transfer Language Space with Similar Domain Adaptation: A Case Study with Hepatocellular Carcinoma Journal Article
In: medRxiv, 2020.
Blood Glucose Level Prediction as Time-Series Modeling using Sequence-to-Sequence Neural Networks Inproceedings
In: CEUR Workshop Proceedings, 2020.
Current clinical applications of artificial intelligence in radiology and their best supporting evidence Journal Article
In: Journal of the American College of Radiology, vol. 17, no. 11, pp. 1371–1381, 2020.
The State of Radiology AI: Considerations for Purchase Decisions and Current Market Offerings Journal Article
In: Radiology: Artificial Intelligence, vol. 2, no. 6, pp. e200004, 2020.
Performance of intensive care unit severity scoring systems across different ethnicities Journal Article
In: Available at SSRN 3690931, 2020.
Systems and Methods for Generating Context-Aware Word Embeddings Miscellaneous
2020, (US Patent App. 16/810,719).
2019
Large scale semi-automated labeling of routine free-text clinical records for deep learning Journal Article
In: Journal of digital imaging, vol. 32, no. 1, pp. 30–37, 2019.
A deep learning model to predict a diagnosis of Alzheimer disease by using 18F-FDG PET of the brain Journal Article
In: Radiology, vol. 290, no. 2, pp. 456–464, 2019.
Automatic labeling of special diagnostic mammography views from images and DICOM headers Journal Article
In: Journal of digital imaging, vol. 32, no. 2, pp. 228–233, 2019.
Automated survival prediction in metastatic cancer patients using high-dimensional electronic medical record data Journal Article
In: JNCI: Journal of the National Cancer Institute, vol. 111, no. 6, pp. 568–574, 2019.
Comparative effectiveness of convolutional neural network (CNN) and recurrent neural network (RNN) architectures for radiology text report classification Journal Article
In: Artificial intelligence in medicine, vol. 97, pp. 79–88, 2019.
Weakly supervised natural language processing for assessing patient-centered outcome following prostate cancer treatment Journal Article
In: JAMIA open, vol. 2, no. 1, pp. 150–159, 2019.
Predicting inadequate postoperative pain management in depressed patients: a machine learning approach Journal Article
In: PloS one, vol. 14, no. 2, pp. e0210575, 2019.
Automatic inference of BI-RADS final assessment categories from narrative mammography report findings Journal Article
In: Journal of biomedical informatics, vol. 92, pp. 103137, 2019.
A deep-learning approach for prognosis of age-related macular degeneration disease using SD-OCT imaging biomarkers Journal Article
In: arXiv preprint arXiv:1902.10700, 2019.
Common-source amplifier based analog artificial neural network classifier Inproceedings
In: 2019 IEEE International Symposium on Circuits and Systems (ISCAS), pp. 1–5, IEEE 2019.
Rainy Day Liquidity Journal Article
In: Available at SSRN 3387065, 2019.
Automated detection of measurements and their descriptors in radiology reports using a hybrid natural language processing algorithm Journal Article
In: Journal of digital imaging, vol. 32, no. 4, pp. 544–553, 2019.
Development and performance of the pulmonary embolism result forecast model (PERFORM) for computed tomography clinical decision support Journal Article
In: JAMA network open, vol. 2, no. 8, pp. e198719–e198719, 2019.
Extracting patient-centered outcomes from clinical notes in electronic health records: assessment of urinary incontinence after radical prostatectomy Journal Article
In: eGEMs, vol. 7, no. 1, 2019.
Natural language processing approaches to detect the timeline of metastatic recurrence of breast cancer Journal Article
In: JCO clinical cancer informatics, vol. 3, pp. 1–12, 2019.
Feature-based Characterisation of Patient-specific 3D Anatomical Models. Inproceedings
In: STAG, pp. 41–50, 2019.
Detecting unanticipated actions downstream from clinical decision support: a data mining approach. Inproceedings
In: AMIA, 2019.
Prediction of Imaging Outcomes from Electronic Health Records: Pulmonary Embolism Case-Study. Inproceedings
In: AMIA, 2019.
Comparison of open-source electronic health record systems based on functional and user performance criteria Journal Article
In: Healthcare informatics research, vol. 25, no. 2, pp. 89, 2019.
Critical Components of Formative Assessment in Process-Oriented Guided Inquiry Learning for Online Labs. Journal Article
In: Electronic Journal of e-Learning, vol. 17, no. 2, pp. 79–92, 2019.
Evaluating the implementation of deep learning in librehealth radiology on chest x-rays Inproceedings
In: Science and Information Conference, pp. 648–657, Springer, Cham 2019.
The application of machine learning to quality improvement through the lens of the radiology value network Journal Article
In: Journal of the American College of Radiology, vol. 16, no. 9, pp. 1254–1258, 2019.
The role of generative adversarial networks in radiation reduction and artifact correction in medical imaging Journal Article
In: Journal of the American College of Radiology, vol. 16, no. 9, pp. 1273–1278, 2019.
Full training versus fine tuning for radiology images concept detection task for the imageclef 2019 challenge Journal Article
In: 2019.
Machine learning for the interventional radiologist Journal Article
In: American Journal of Roentgenology, vol. 213, no. 4, pp. 782–784, 2019.
Write code, save lives: how a community uses open innovation to address a societal challenge Journal Article
In: R&D Management, vol. 49, no. 3, pp. 369–382, 2019.
Ethics of artificial intelligence in radiology: summary of the joint European and North American multisociety statement Journal Article
In: Canadian Association of Radiologists Journal, vol. 70, no. 4, pp. 329–334, 2019.
Natural language processing of MIMIC-III clinical notes for identifying diagnosis and procedures with neural networks Journal Article
In: arXiv preprint arXiv:1912.12397, 2019.
On Meaningful Human Control in High-Stakes Machine-Human Partnerships Journal Article
In: 2019.
Learning Interventional Radiology eBook Miscellaneous
2019.
2018
Automatic determination of the need for intravenous contrast in musculoskeletal MRI examinations using IBM Watson’s natural language processing algorithm Journal Article
In: Journal of digital imaging, vol. 31, no. 2, pp. 245–251, 2018.
Transfer learning on fused multiparametric MR images for classifying histopathological subtypes of rhabdomyosarcoma Journal Article
In: Computerized Medical Imaging and Graphics, vol. 65, pp. 167–175, 2018.
Automatic information extraction from unstructured mammography reports using distributed semantics Journal Article
In: Journal of biomedical informatics, vol. 78, pp. 78–86, 2018.
Integrative personal omics profiles during periods of weight gain and loss Journal Article
In: Cell systems, vol. 6, no. 2, pp. 157–170, 2018.
Supporting shared hypothesis testing in the biomedical domain Journal Article
In: Journal of biomedical semantics, vol. 9, no. 1, pp. 1–22, 2018.
A scalable machine learning approach for inferring probabilistic US-LI-RADS categorization Inproceedings
In: AMIA Annual Symposium Proceedings, pp. 215, American Medical Informatics Association 2018.
Relevance feedback for enhancing content based image retrieval and automatic prediction of semantic image features: Application to bone tumor radiographs Journal Article
In: Journal of biomedical informatics, vol. 84, pp. 123–135, 2018.
Abstract: Probabilistic Prognostic Estimates of Survival in Metastatic Cancer Patients (PPES-Met) Utilizing Free-Text Clinical Narratives Inproceedings
In: AMIA informatics Summit, 2018.
Probabilistic Prognostic Estimates of Survival in Metastatic Cancer Patients (PPES-Met) Utilizing Free-Text Clinical Narratives Journal Article
In: Scientific Reports, vol. 8, no. 10037 (2018), 2018.
Maximum likelihood estimation-based SAR ADC Journal Article
In: IEEE Transactions on Circuits and Systems II: Express Briefs, vol. 66, no. 8, pp. 1311–1315, 2018.
Probabilistic Prognostic Estimates of Survival in Metastatic Cancer Patients Journal Article
In: arXiv preprint arXiv:1801.03058, 2018.
On Convergence of the Class Membership Estimator in Fuzzy $ k $-Nearest Neighbor Classifier Journal Article
In: IEEE Transactions on Fuzzy Systems, vol. 27, no. 6, pp. 1226–1236, 2018.
Phronesis of AI in radiology: Superhuman meets natural stupidity Journal Article
In: arXiv preprint arXiv:1803.11244, 2018.
A platform for innovation and standards evaluation: a case study from the OpenMRS open-source radiology information system Journal Article
In: Journal of digital imaging, vol. 31, no. 3, pp. 361–370, 2018.