Sontag Lab
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- structuredinference
structuredinference PublicStructured Inference Networks for Nonlinear State Space Models
- embeddings
embeddings PublicCode for AMIA CRI 2016 paper "Learning Low-Dimensional Representations of Medical Concepts"
- HealthKnowledgeGraph
HealthKnowledgeGraph PublicHealth knowledge graph for 157 diseases and 491 symptoms, learned from >270,000 patients' data
- omop-learn
omop-learn PublicPython package for machine learning for healthcare using a OMOP common data model
Repositories
- collaborative-effort-scaling Public
clinicalml/collaborative-effort-scaling’s past year of commit activity - uti-causal-inference Public
clinicalml/uti-causal-inference’s past year of commit activity - realhumaneval Public
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clinicalml/realhumaneval’s past year of commit activity - t2dm_provider_variation_analysis Public
Code for Variation in First-line Type 2 Diabetes Treatment due to eGFR and Provider Preferences: A Novel Statistical Analysis. Christina X Ji, Saul Blecker, Michael Oberst, Ming-Chieh Shih, Leora I Horwitz, and David Sontag.
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clinicalml/sc-foundation-eval’s past year of commit activity - large-scale-temporal-shift-study Public
Code for Large-Scale Study of Temporal Shift in Health Insurance Claims. Christina X Ji, Ahmed M Alaa, David Sontag. CHIL, 2023.https://arxiv.org/abs/2305.05087
clinicalml/large-scale-temporal-shift-study’s past year of commit activity - seq_to_final_benchmark Public
Code for Seq-to-Final: A Benchmark for Tuning from Sequential Distributions to a Final Time Point. Christina X Ji, Ahmed M Alaa, David Sontag.https://arxiv.org/abs/2407.09642
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clinicalml/seq_to_final_benchmark’s past year of commit activity - finding-decision-heterogeneity-regions Public
Code for "Finding Regions of Heterogeneity in Decision-Making via Expected Conditional Covariance" at NeurIPS 2021https://arxiv.org/abs/2110.14508
clinicalml/finding-decision-heterogeneity-regions’s past year of commit activity
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