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Glossary


Tortured Phrases in Scientific Writing


"Tortured phrases" is a term coined by researchers to describe strange, incorrect, or unnatural substitutions of technical terms that often appear in low-quality, AI-generated or paper-mill–generated scientific texts. 

Here are some examples:

Artificial Intelligence & Computing
  • Artificial Intelligence (AI) → counterfeit consciousness, fake intelligence
  • Machine Learning → apparatus learning, mechanical acquiring
  • Deep Learning → profound learning, deep tutoring
  • Neural Network → neuron net, brain organization
  • Convolutional Neural Network (CNN) → folded brain arrangement, convoluted neuron grid
  • Random Forest → arbitrary woodland, stochastic trees
  • Support Vector Machine (SVM) → prop-up vector contraption, help outline motor
  • Gradient Descent → incline reduction, slope fall
Mathematics & Statistics
  • Mean Square Error (MSE) → average squared fault, mean square slip-up
  • Principal Component Analysis (PCA) → main constituent examination, fundamental section review
  • Logarithm → log book, proportionate mathematics
  • Eigenvalue/Eigenvector → characteristic worth, own vector
  • Regression Analysis → backslide examination
Engineering & Physics
  • Signal-to-noise ratio (SNR) → flag-to-commotion proportion, signal vs. turbulence
  • Finite Element Method (FEM) → restricted component strategy
  • Quantum Entanglement → quantum perplexity, quantum complexity
  • Thermodynamics → warmth elements, heat force study
Biology & Medicine
  • Gene Expression → quality articulation
  • Polymerase Chain Reaction (PCR) → polymerase loop response
  • Molecular Docking → atomic harborage, molecule mooring
  • Placebo Effect → fake treatment impact
  • Antimicrobial Resistance (AMR) → microbe opposition
Why These Are Red Flags
  • They signal paper mills or paraphrased plagiarism.
  • They reduce scientific clarity and searchability.
  • No genuine researcher would use these phrasings in proper context.


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