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TravisBeckwith/README.md

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Travis Beckwith, PhD

Neuroimaging · MRI Pipelines · Longitudinal Data · Reproducible Science

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I turn my problems into programs. Neuroscience PhD. MRI pipelines, longitudinal data, reproducible science.

15+ years extracting signal from complex biomedical and neuroimaging datasets — as principal neuroimaging analyst on three NIH-funded longitudinal cohorts, postdoctoral fellow in neurotrauma, and now as a neurotechnology adviser and AI domain expert. I build the infrastructure that makes analyses reproducible, not just the analyses.

11 peer-reviewed publications · 385+ citations · h-index: 10


🧠 What I Work On

Multimodal MRI Analysis    →  fMRI · DTI · MRS · Volumetric
Pipeline Development       →  Containerized · HPC · BIDS-compliant
Longitudinal Modeling      →  Mixed-effects · MLM · Brain-behavior
AI & Neurotechnology       →  Model evaluation · Neurofeedback · Protocol design

🛠️ Featured Tools

Project Description Stack
dwiforge ML-enhanced DTI processing pipeline with checkpointing, structured logging, and automated QC Shell · Python
fsglean BIDS-aware extraction of FreeSurfer stats into tidy, longitudinal tables Python
BIDS_convert DICOM-to-BIDS converter across all major modalities with parallel processing and provenance archival Shell
NERVES Normalized Entropy Representation of Voxelwise Eigenvalue Spectra for microstructural diffusion mapping Python
neuromediate Mediation analysis framework for MRI data Python
NeuroRig Assess your system's ability to run common MRI processing software Python

🔭 Currently Building

Project Status Description
kinetispect 🚧 Active fMRS simulator for functional magnetic resonance spectroscopy
QSI-extract 🧪 Beta Quantitative metric extraction from q-space imaging data

📄 Selected Publications

Beckwith TJ, Dietrich KN, Wright JP, Altaye M, Cecil KM. (2021). Criminal arrests associated with reduced regional brain volumes in an adult population with documented childhood lead exposure. Environmental Research, 201: 111559. DOI

Beckwith T, Cecil K, Altaye M, et al. (2020). Reduced gray matter volume and cortical thickness associated with traffic-related air pollution in a longitudinally studied pediatric cohort. PLOS ONE, 15(1): e0228092. DOI

Beckwith TJ, Dietrich KN, Wright JP, Altaye M, Cecil KM. (2018). Reduced regional volumes associated with total psychopathy scores in an adult population with childhood lead exposure. Neurotoxicology, 67: 1–26. DOI


📊 GitHub Stats

Travis's GitHub Stats Top Languages

contribution snake

🔬 Core Stack

Neuroimaging: FSL · AFNI · FreeSurfer · fMRIPrep · SPM · MRtrix3 · ANTs · dipy

Programming: Python · R · MATLAB · Bash · SQL (learning)

Infrastructure: Docker · Singularity · HPC/SLURM · BIDS · Git

Statistics: Mixed-effects models · GLM · Mediation · Multivariate methods · Longitudinal trajectory analysis


🗣️ Languages

English — Native / fluent · Spanish — Basic


📍 Currently

  • 🧬 Neurotechnology Adviser @ MetaBrain Labs — Pilot study design and neuroscience integration for an AI-powered cognitive performance platform
  • 🤖 Subject Matter Expert (Oracle) @ Outlier — Neuroscience and biomedical AI model training and evaluation
  • 🔭 Building open-source neuroimaging infrastructure

Open to research scientist and imaging scientist roles at the intersection of rigorous science and real decisions.

LinkedIn

Pinned Loading

  1. dwiforge dwiforge Public

    ML-enhanced DTI processing pipeline

    Shell

  2. fsglean fsglean Public

    BIDS-aware extraction of FreeSurfer stats files into tidy, longitudinal tables.

    Python

  3. kinetispect kinetispect Public

    fMRS simulator

    Jupyter Notebook 1

  4. BIDS_convert BIDS_convert Public

    A comprehensive Bash script that automatically converts raw DICOM neuroimaging data into BIDS-compliant format across all major modalities (anat, func, dwi, fmap, perf, PET) using pattern-based fol…

    Shell

  5. NERVES NERVES Public

    Normalized Entropy Representation of Voxelwise Eigenvalue Spectra for microstructural diffusion mapping

    Python

  6. NeuroRig NeuroRig Public

    Python-based script for assessing your computer system's ability to run common MRI processing software

    Python