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., cell culture, nucleic acid extraction, cloning). Experience processing, harmonizing, and quality-controlling single-cell datasets at production scale (e.g., building or maintaining an analysis pipeline
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implement reproducible pipelines that ingest, clean, and harmonize fragmented data from remote sensing, survey, census, administrative, and citizen science sources into coherent, analysis-ready datasets with
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clinics in rural Alabama. The successful candidate may have the opportunity to contribute to other projects in the U.S. South focused on HIV prevention. Key Responsibilities Data Analysis and
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focused on HIV prevention. Key Responsibilities Data Analysis and Interpretation • Contribute to design, execution, and ongoing optimization of the hybrid trial evaluating COAST-AL
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, reinforcement learning, simulation, and counterfactual analysis. Multimodal NLP & Fusion, large language models (LLMs), cross-attention Fusion, vision-language transformers. Ontological engineering, knowledge
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(directed acyclic graphs, g-computation, propensity score methods, instrumental variables, and natural experiments), counterfactual mediation analysis in its various forms (natural direct and indirect effects
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analyses. Contribute to data harmonization, data quality assessment, missing data strategies, data anonymization and data sharing procedures. Contribute to protocols, statistical analysis plans and reporting
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, geometry, dynamical systems, optimization, topological data analysis, harmonic analysis, statistics, or mathematical aspects of machine learning are encouraged to apply. The position is particularly suitable
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to replace paper-based health information systems and support clinical care, disease surveillance and research through harmonized longitudinal individual-level data across the four countries. The systems
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. Qualifications Preferred Skills Analysis of shotgun metagenomics sequencing and metabolomics data Integration of single-cell RNA-seq with proteomic and metabolomic datasets Application of machine learning and AI