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start [2022/01/07 16:12] nigam |
start [2022/09/05 16:47] nigam |
We develop methods to analyze multiple datatypes for **generating insights**. Such as: | We develop methods to analyze multiple datatypes for **generating insights**. Such as: |
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* Combining molecular data with EHR data to identify [[https://www.sciencedirect.com/science/article/pii/S2213260018305083|biomarkers for poor outcomes in fibrotic diseases]] | * Identifying [[https://www.sciencedirect.com/science/article/pii/S2213260018305083|biomarkers for poor outcomes in fibrotic diseases]], learning effective [[https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2698083| treatment pathways in Type 2 Diabetes]] -- from EHR and Claims data |
* Learning effective treatment pathways in Type 2 Diabetes with [[http://www.ohdsi.org|OHDSI]] using [[https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2698083| claims data from multiple countries]]. | * Learning [[http://www.ncbi.nlm.nih.gov/pubmed/26707631| reference intervals of laboratory tests]] and [[http://www.ncbi.nlm.nih.gov/pubmed/26988586| monitoring Point-of-Care glucose meters -- from routine laboratory testing data |
* Unsupervised learning of reference intervals of laboratory tests from a [[http://www.ncbi.nlm.nih.gov/pubmed/26707631|clinical data warehouse]], and monitoring Point-of-Care glucose meters using [[http://www.ncbi.nlm.nih.gov/pubmed/26988586|coincident testing]] with central laboratory measurements. | * Detecting skin adverse reactions by analyzing content in a [[https://jamanetwork.com/journals/jamaoncology/fullarticle/2673831|health social network]], enabling [[https://pubmed.ncbi.nlm.nih.gov/31583282/|medical device surveillance]], discovering drug adverse events as well as drug-drug interactions [[http://www.ncbi.nlm.nih.gov/pubmed/23571773| from clinical notes]] using novel methods for [[https://hai.stanford.edu/news/agile-nlp-clinical-text-covid-19-and-beyond|processing textual documents]]. |
* Detecting skin adverse reactions by analyzing content in a [[https://jamanetwork.com/journals/jamaoncology/fullarticle/2673831|health social network]]. Finding drug adverse events, and drug-drug interactions by analyzing [[http://www.ncbi.nlm.nih.gov/pubmed/23571773| using clinical notes]]; and developing weakly supervised methods for [[https://pubmed.ncbi.nlm.nih.gov/31583282/|medical device surveillance]]. | |
* Mining Web [[https://www.ncbi.nlm.nih.gov/pubmed/27655225|search logs]] to predict health utilization, and analyzing [[https://www.ncbi.nlm.nih.gov/pubmed/26293444| information seeking behavior]] of health professionals. | * Mining Web [[https://www.ncbi.nlm.nih.gov/pubmed/27655225|search logs]] to predict health utilization, and analyzing [[https://www.ncbi.nlm.nih.gov/pubmed/26293444| information seeking behavior]] of health professionals. |
* Inferring physical function from [[https://www.ncbi.nlm.nih.gov/pubmed/30394876|wearables data]], and personalizing ICU [[https://www.ncbi.nlm.nih.gov/pubmed/29218906| alarm thresholds]]. | * Inferring physical function from [[https://www.ncbi.nlm.nih.gov/pubmed/30394876|wearables data]], and personalizing ICU [[https://www.ncbi.nlm.nih.gov/pubmed/29218906| alarm thresholds]]. |
* Developing new methods for [[https://hai.stanford.edu/news/agile-nlp-clinical-text-covid-19-and-beyond|processing clinical textual documents]] | |
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**About us**: [[:lab_members|Lab members]] \\ | |
| **About us**: [[:lab_members|Lab members]], [[:jobs | Open positions]] \\ |
**Internal** (log in required): [[:int:onboarding|On boarding]], [[:int:compute_resources|Compute Resources]], [[:int:lab_communication|Lab communication]], [[:int:projects|Projects]], [[:int:rotation_projects|Rotations]], [[:onboarding_affiliates|For Collaborators]], [[:archive:start|Archived pages]] | **Internal** (log in required): [[:int:onboarding|On boarding]], [[:int:compute_resources|Compute Resources]], [[:int:lab_communication|Lab communication]], [[:int:projects|Projects]], [[:int:rotation_projects|Rotations]], [[:onboarding_affiliates|For Collaborators]], [[:archive:start|Archived pages]] |
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