System Logs

A digital laboratory for systems architecture, artificial intelligence, and the restructuring of educational models.

Publications Bloom’s 2 Sigma Problem
Students who receive one-on-one tutoring perform two standard deviations better than students in traditional classroom instruction.
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Publications The Case for Accessible Tools: Why Scientists Need AI-Driven Analysis Instead of More Coding
The core problem isn’t that scientists can’t learn to code. Many can.
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Working Papers The Hidden Burden: Why Non-Programmer Scientists Struggle With Code in Modern Biomedical Research
Biomedical science today assumes a technical fluency that most researchers were never trained to develop. The gap is structural, not personal. Labs increasingly depend on computational pipelines—RNA-s...
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Resources The Human Algorithm: Using Visual Pattern Recognition to Decode Complex Data
When datasets are noisy and individual biomarkers fail statistical thresholds for sensitivity and specificity, a human observer often perceives clear differences between groups.
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Commentary The Unrealistic Expectations Problem: How Modern Labs Demand Expertise They Never Train
A silent but pervasive contradiction shapes modern biomedical research: **the expectation that every scientist should somehow be a biologist, a statistician, a data engineer, and a machine-learning pr...
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Commentary The Hidden Burden: Why Non-Programmer Scientists Struggle With Code in Modern Biomedical Research
Biomedical science today assumes a technical fluency that most researchers were never trained to develop. The gap is structural, not personal. Labs increasingly depend on computational pipelines—RNA-s...
Read Entry →
Commentary The Case for Accessible Tools: Why Scientists Need AI-Driven Analysis Instead of More Coding
The core problem isn’t that scientists can’t learn to code. Many can.
Read Entry →
Commentary The Flatland Error: Why We Must Stop Forcing Complex Reality into Univariate Boxes
<strong>The world is not a collection of isolated levers. It is a mesh.</strong>
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Tools Multivariate Statistical Models
Modern data is almost never simple.
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Tools Don’t Learn Python. Ever.
Learning a programming language is indisputably useful. It is not a point I am about to argue. However, whether you should learn a programming language like python, or not, is a deeper matter.
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