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48,453 grants matching “machine learning”
Neural, computational and behavioral characterization of dynamic social behavior in borderline and avoidant personality disorder
$648,979Daniela Schiller · Icahn School Of Medicine At Mount Sinai · R01 · FY2021 · MH
Bayesian machine learning for causal inference with incomplete longitudinal covariates and censored survival outcomes
$648,965Liangyuan Hu · Rutgers Biomedical And Health Sciences · R01 · FY2024 · HL
** AWARDS ISSUED PRIOR TO JANUARY 20, 2025, WERE FUNDED UNDER PREVIOUS ADMINISTRATIONS AND MAY NOT REFLECT THE PRIORITIES AND POLICIES OF THE CURRENT ADMINISTRATION.** ANIMAL WELFARE DIRECTLY IMPACTS THE ECONOMIC RETURN, ENVIRONMENTAL EFFICIENCY, AND CONSUMERS ACCEPTABILITY OF ANIMAL PRODUCTS. AS ANIMAL WELFARE IS A MULTIFACETED CONCEPT, THERE IS A CLEAR NEED TO IDENTIFY AND INTEGRATE QUANTIFIABLE MEASUREMENTS OF PHYSICAL, BEHAVIORAL, EMOTIONAL AND PHYSIOLOGICAL ASPECTS TO ACCURATELY PREDICT FUTURE WELFARE STATUS. THIS MULTIDISCIPLINARY PROPOSAL AIMS TO INTEGRATE LARGE-SCALE DATASETS GENERATED IN PRECISION DAIRY AND PIG FARMS WITH MULTIOMIC DATASETS THROUGH MACHINE LEARNING METHODS TO OPTIMIZE MANAGEMENT PRACTICES AND GENOMIC SELECTION FOR IMPROVED ANIMAL WELFARE AND RESILIENCE. OUR SPECIFIC OBJECTIVES ARE TO: 1) EVALUATE COMPUTATIONAL AND STATISTICAL ALGORITHMS AND DEVELOP TOOLS TO PROCESS HIGH-THROUGHPUT DATASETS AND DERIVE NOVEL INDICATORS AND PREDICTORS OF ANIMAL WELFARE; 2) PERFORM DATA MINING ANALYSES TO IDENTIFY NOVEL INDICATORS OF ANIMAL WELFARE BASED ON A MULTITUDE OF HIGH-THROUGHPUT DATASETS COLLECTED IN PRECISION FARMS; AND, 3) INTEGRATE MULTIPLE PHENOTYPIC AND MULTIOMIC VARIABLES TO ACCURATELY PREDICT ANIMAL WELFARE STATUS AND THE GENETIC MERIT OF BREEDING ANIMALS. FOR A BROADER APPLICABILITY OF OUR FINDINGS AND GREATER REPRESENTABILITY, WE WILL FOCUS ON DIFFERENT WELFARE ISSUES IN PIGS AND DAIRY CATTLE: HEAT STRESS, PRE-WEANING MORTALITY, AND OVERALL RESILIENCE; AND TEMPERAMENT IN AUTOMATED MILKING SYSTEMS (MILKING ROBOTS). VARIOUS DATASETS AND STAKEHOLDERS SUPPORT ARE AVAILABLE FOR THE RESEARCH AND THE PROPOSAL ALIGNS WELL WITH THE USDA STRATEGIC GOALS AND DSFAS PROGRAM AREA PRIORITIES. ALTOGETHER, WE WILL RECOMMEND BEST PRACTICES, BUILD THE METHODS AND TOOLS TO PROCESS AND INTEGRATE LARGE-SCALE DATASETS, AND GENERATE INNOVATIVE AND TRUSTWORTHY STRATEGIES FOR MANAGEMENT AND GENOMIC-ENHANCED BREEDING FOR IMPROVE WELFARE AND RESILIENCE IN LIVESTOCK.
$648,909Purdue University · · FY2022 · National Institute of Food and Agriculture
Neurophenotypic Trajectories and Behavioral Outcomes in Autism Spectrum Disorder
$648,903David G Amaral · University Of California At Davis · R01 · FY2019 · MH
Early detection of treatment response in myelofibrosis by polarization-sensitive mid-infrared spectroscopic imaging
$648,882Rohith Reddy · University Of Houston · R01 · FY2025 · HL
Novel Biomarker to Identify Critical Windows of Susceptibility to Metal Mixture
$648,832Manish Arora · Icahn School Of Medicine At Mount Sinai · R01 · FY2017 · ES
Developing Machine Learning Models for Decision Support and Allocation Optimization in Heart Transplantation
$648,772Arman Kilic · Medical University Of South Carolina · R01 · FY2025 · HL
Ecology and Evolution of Breast Carcinogenesis
$648,685Mehdi Damaghi · State University New York Stony Brook · U01 · FY2023 · CA
Sketching for Efficient and Robust Top-Down Autonomous Navigation
$648,664Roberto Tron · Trustees Of Boston University · · FY2024 · CSE
The UCLA Center in Early Detection of Liver Cancer
$648,658Xianghong Jasmine Zhou · University Of California Los Angeles · U01 · FY2019 · CA
Effects of marijuana use on inflammation and vascular injury in adults with HIV infection
$648,591Dana H. Gabuzda · Dana-Farber Cancer Inst · R01 · FY2020 · DA
Effects of marijuana use on inflammation and vascular injury in adults with HIV infection
$648,591Dana H. Gabuzda · Dana-Farber Cancer Inst · R01 · FY2019 · DA
Effects of marijuana use on inflammation and vascular injury in adults with HIV infection
$648,591Dana H. Gabuzda · Dana-Farber Cancer Inst · R01 · FY2022 · DA
Effects of marijuana use on inflammation and vascular injury in adults with HIV infection
$648,591Dana H. Gabuzda · Dana-Farber Cancer Inst · R01 · FY2021 · DA
Radiomics and Pathomics to predict upstaging of DCIS
$648,573Bethany Lynn Niell · H. Lee Moffitt Cancer Ctr & Res Inst · R01 · FY2024 · CA
Large-scale Data Scientific Assessment of Unhealthy Alcohol Consumption Among Front-Line Restaurant Workers
$648,572Hansen Andrew Schwartz · State University New York Stony Brook · R01 · FY2021 · AA
The nGoggle: A portable brain-based device for assessment of visual function deficits
$648,557John Kar-Kin Zao · Ngoggle, Inc. · R42 · FY2019 · EY
Blocking CMV transmission through the human milk metabolome and microbiome
$648,545Tatiana T. Marquez-Lago · University Of Alabama At Birmingham · R01 · FY2021 · HD
Modeling Physiology and Behavior of Veterans to Avert Opioid Related Mortality Through Timely Intervention
$648,512Ellie Gordon · Behaivior Inc. · R44 · FY2025 · DA
Quantitative Steady-State and Dynamic Metabolic MRI for Evaluating Patients with Glioma
$648,493Duan Xu · University Of California, San Francisco · R01 · FY2023 · CA
Developing botanical-derived chemical tools for controlling mosquito vectors
$648,358Peter M Piermarini · Ohio State University · R56 · FY2022 · AI
Novel whole-genome analysis methods for Alzheimer's risk prediction
$648,343Ellen McRae Greytak · Parabon Nanolabs, Inc. · R44 · FY2024 · AG
Microtemporal Processes Underlying Health Behavior Adoption and Maintenance
$648,337Genevieve Fridlund Dunton · University Of Southern California · U01 · FY2021 · HL
Venous Thrombosis After Traumatic Injury
$648,296Myung Soo Park · Mayo Clinic Rochester · R01 · FY2024 · HL
The Neural Bases of Placebo Effects and their Relation to Regulatory Processes
$648,290Tor Dessart Wager · University Of Colorado · R01 · FY2015 · MH