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David Sontag

Genentech

50H指数
249论文数
1.3W被引数
收录论文 22
发表时间
Use of Machine Learning to Assess the Management of Uncomplicated Urinary Tract Infection利用机器学习方法评估无并发症尿路感染的管理
err2025-01-31
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errOAAI
errJones, Noah; Shih, Ming-Chieh; Healey, Elizabeth; Zhai, Chen Wen; Advani, Sonali; Smith-McLallen, Aaron; Sontag, David; Kanjilal, Sanjat
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Deeper evaluation of a single-cell foundation model单细胞基础模型的更深入评估
err2024-12-12
err1
PREAI
errBoiarsky, Rebecca; Singh, Nalini M.; Buendia, Alejandro; Amini, Ava P.; Getz, Gad; Sontag, David
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Joint AI-driven event prediction and longitudinal modeling in newly diagnosed and relapsed multiple myeloma
err2024-07-29
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errOAAI
errHussain, Zeshan; De Brouwer, Edward; Boiarsky, Rebecca; Setty, Sama; Gupta, Neeraj; Liu, Guohui; Li, Cong; Srimani, Jaydeep; Zhang, Jacob; Labotka, Rich; Sontag, David
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Single cell characterization of myeloma and its precursor conditions reveals transcriptional signatures of early tumorigenesis
err2022-11-17
err26
errOAAI
errBoiarsky, Rebecca; Haradhvala, Nicholas J.; Alberge, Jean-Baptiste; Sklavenitis-Pistofidis, Romanos; Mouhieddine, Tarek H.; Zavidij, Oksana; Shih, Ming-Chieh; Firer, Danielle; Miller, Mendy; El-Khoury, Habib; Anand, Shankara K.; Aguet, Francois; Sontag, David; Ghobrial, Irene M.; Getz, Gad
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The Potential For Bias In Machine Learning And Opportunities For Health Insurers To Address It
err2022-02-01
err28
errOAAI
errGervasi, Stephanie S.; Chen, Irene Y.; Smith-McLallen, Aaron; Sontag, David; Obermeyer, Ziad; Vennera, Michael; Chawla, Ravi
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Automated NLP Extraction of Clinical Rationale for Treatment Discontinuation in Breast Cancer
err2021-12-01
err8
errOAAI
errAlkaitis, Matthew S.; Agrawal, Monica N.; Riely, Gregory J.; Razavi, Pedram; Sontag, David
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Pulse of the pandemic: Iterative topic filtering for clinical information extraction from social media
err2021-08-01
err7
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errWu, Julia; Sivaraman, Venkatesh; Kumar, Dheekshita; Banda, Juan M.; Sontag, David
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Predicting Response to Tocilizumab Monotherapy in Rheumatoid Arthritis: A Real-world Data Analysis Using Machine Learning预测类风湿关节炎对托珠单抗单药治疗的反应: 使用机器学习的真实数据分析
err2021-05-01
err20
PREAI
errJohansson, Fredrik D.; Collins, Jamie E.; Yau, Vincent; Guan, Hongshu; Kim, Seoyoung C.; Losina, Elena; Sontag, David; Stratton, Jacklyn; Trinh, Huong; Greenberg, Jeffrey; Solomon, Daniel H.
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Veno-venous extracorporeal membrane oxygenation allocation in the COVID-19 pandemic
err2021-02-01
err16
errOAAI
errMurugappan, Kadhiresan R.; Walsh, Daniel P.; Mittel, Aaron; Sontag, David; Shae, Shahzad
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A decision algorithm to promote outpatient antimicrobial stewardship for uncomplicated urinary tract infection
err2020-11-04
err41
errOAAI
errKanjilal, Sanjat; Oberst, Michael; Boominathan, Sooraj; Zhou, Helen; Hooper, David C.; Sontag, David
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Predicting human health from biofluid-based metabolomics using machine learning
err2020-10-19
err23
errOAAI
errEvans, Ethan D.; Duvallet, Claire; Chu, Nathaniel D.; Oberst, Michael K.; Murphy, Michael A.; Rockafellow, Isaac; Sontag, David; Alm, Eric J.
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Improving documentation of presenting problems in the emergency department using a domain-specific ontology and machine learning-driven user interfaces
err2019-12-01
err23
PREAI
errGreenbaum, Nathaniel R.; Jernite, Yacine; Halpern, Yoni; Calder, Shelley; Nathanson, Larry A.; Sontag, David A.; Horng, Steven
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Guidelines for reinforcement learning in healthcare医疗保健中的强化学习指南
err2019-01-07
err237
errOAAI
errGottesman, Omer; Johansson, Fredrik; Komorowski, Matthieu; Faisal, Aldo; Sontag, David; Doshi-Velez, Finale; Celi, Leo Anthony
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Early Identification of Patients With Acute Decompensated Heart Failure急性失代偿性心力衰竭患者的早期识别
err2018-06-01
err11
errOAAI
errBlecker, Saul; Sontag, David; Horwitz, Leora, I; Kuperman, Gilad; Park, Hannah; Reyentovich, Alex; Katz, Stuart D.
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Recurrent Neural Networks for Multivariate Time Series with Missing Values
err2018-04-17
err1.4K
errOAAI
errChe, Zhengping; Purushotham, Sanjay; Cho, Kyunghyun; Sontag, David; Liu, Yan
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Learning Topic Models - Provably and Efficiently
err2018-03-26
err9
errOAAI
errArora, Sanjeev; Ge, Rong; Halpern, Yoni; Mimno, David; Moitra, Ankur; Sontag, David; Wu, Yichen; Zhu, Michael
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Learning a Health Knowledge Graph from Electronic Medical Records
err2017-07-20
err281
errOAAI
errRotmensch, Maya; Halpern, Yoni; Tlimat, Abdulhakim; Horng, Steven; Sontag, David
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Comparison of Approaches for Heart Failure Case Identification From Electronic Health Record Data
err2016-12-01
err65
errOAAI
errBlecker, Saul; Katz, Stuart D.; Horwitz, Leora I.; Kuperman, Gilad; Park, Hannah; Gold, Alex; Sontag, David
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