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Isabel Chien
Isabel Chien
Verified email at cam.ac.uk
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A machine learning approach to understanding patterns of engagement with internet-delivered mental health interventions
I Chien, A Enrique, J Palacios, T Regan, D Keegan, D Carter, ...
JAMA network open 3 (7), e2010791-e2010791, 2020
1032020
Natural language processing to assess end-of-life quality indicators in cancer patients receiving palliative surgery
C Lindvall, EJ Lilley, SN Zupanc, I Chien, BV Udelsman, A Walling, ...
Journal of palliative medicine 22 (2), 183-187, 2019
922019
Plasma-derived extracellular vesicle analysis and deconvolution enable prediction and tracking of melanoma checkpoint blockade outcome
A Shi, GG Kasumova, WA Michaud, J Cintolo-Gonzalez, M Díaz-Martínez, ...
Science Advances 6 (46), eabb3461, 2020
552020
Needle in a haystack: natural language processing to identify serious illness
B Udelsman, I Chien, K Ouchi, K Brizzi, JA Tulsky, C Lindvall
Journal of palliative medicine 22 (2), 179-182, 2019
542019
Deep learning algorithms to identify documentation of serious illness conversations during intensive care unit admissions
A Chan, I Chien, E Moseley, S Salman, S Kaminer Bourland, D Lamas, ...
Palliative medicine 33 (2), 187-196, 2019
532019
Deep natural language processing to identify symptom documentation in clinical notes for patients with heart failure undergoing cardiac resynchronization therapy
RE Leiter, E Santus, Z Jin, KC Lee, M Yusufov, I Chien, A Ramaswamy, ...
Journal of pain and symptom management 60 (5), 948-958. e3, 2020
312020
Mining multi-site clinical data to develop machine learning MRI biomarkers: application to neonatal hypoxic ischemic encephalopathy
RJ Weiss, SV Bates, Y Song, Y Zhang, EM Herzberg, YC Chen, M Gong, ...
Journal of translational medicine 17, 1-16, 2019
302019
Multi-disciplinary fairness considerations in machine learning for clinical trials
I Chien, N Deliu, R Turner, A Weller, S Villar, N Kilbertus
Proceedings of the 2022 ACM Conference on Fairness, Accountability, and …, 2022
292022
Identification of serious illness conversations in unstructured clinical notes using deep neural networks
I Chien, A Shi, A Chan, C Lindvall
International Workshop on Artificial Intelligence in Health, 199-212, 2018
242018
A machine learning approach to understanding patterns of engagement with internet-delivered mental health interventions. JAMA Netw Open. 2020 Jul 01; 3 (7): e2010791. 10.1001 …
I Chien, A Enrique, J Palacios, T Regan, D Keegan, D Carter, ...
13
Analytical models integrated with satellite images for optimized pest management
LZ Bright, M Handley, I Chien, S Curi, LA Brownworth, S D’hers, ...
Precision agriculture 17, 628-636, 2016
122016
Divine: Diverse influential training points for data visualization and model refinement
U Bhatt, I Chien, MB Zafar, A Weller
arXiv preprint arXiv:2107.05978, 2021
92021
A machine learning approach to understanding patterns of engagement with internet-delivered mental health interventions. JAMA Network Open, 3 (7), Article e2010791
I Chien, A Enrique, J Palacios, T Regan, D Keegan, D Carter, ...
92020
Deep learning for the prediction of clinical outcomes in internet-delivered CBT for depression and anxiety
N Prasad, I Chien, T Regan, A Enrique, J Palacios, D Keegan, U Munir, ...
Plos one 18 (11), e0272685, 2023
72023
Natural language processing for precision clinical diagnostics and treatment
I Chien
Massachusetts Institute of Technology, 2018
42018
TRIALSCOPE A Unifying Causal Framework for Scaling Real-World Evidence Generation with Biomedical Language Models
J González, C Wong, Z Gero, J Bagga, R Ueno, I Chien, E Orakvin, ...
arXiv preprint arXiv:2311.01301, 2023
32023
Natural language processing to assess palliative care processes in cancer patients receiving palliative surgery
C Lindvall, EJ Lilley, SN Zupanc, I Chien, AW Forsyth, A Walling, ...
preparation, 2018
22018
Deconvolution of plasma-derived exosomes for tracking and prediction of immunotherapy across multiple tissues
A Shi, G Kasumova, I Chien, J Cintolo-Gonzalez, DT Frederick, R Alpatov, ...
Cancer Research 78 (13_Supplement), 4282-4282, 2018
12018
Beyond Clinical Trials: Using Real World Evidence to Investigate Heterogeneous, Time-Varying Treatment Effects
I Chien, C Wong, Z Gero, J Bagga, R Ueno, RE Turner, RK Weerasinghe, ...
Machine Learning for Healthcare Conference, 2024
2024
Safe Exploration in Dose Finding Clinical Trials with Heterogeneous Participants
I Chien, WP Bruinsma, J Gonzalez, RE Turner
Proceedings of the 41st International Conference on Machine Learning, 2024
2024
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Articles 1–20