Datasetpublic

arifmohamedkhan/ai-writing-evolutionary-dynamics

Evolutionary Dynamics of AI-Mediated Scientific Writing Complete experimental logs and reproduction package. Author: Arif Mohamed Khan Rabi AhamadAffiliation: School of Information Studies, Syracuse UniversityContact: arabiaha@syr.edu | ORCID: 0009-0001-0986-7570 Contents Directory Files Description logs/ 0 Complete stdout from all experiments figures/ 91 All paper figures (PDF + PNG) data/ 17 Derived datasets (QTE matrices, Price components)… See the full description on the dataset page: https://huggingface.co/datasets/arifmohamedkhan/ai-writing-evolutionary-dynamics.

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Evolutionary Dynamics of AI-Mediated Scientific Writing

Complete experimental logs and reproduction package.

Author: Arif Mohamed Khan Rabi Ahamad Affiliation: School of Information Studies, Syracuse University Contact: arabiaha@syr.edu | ORCID: 0009-0001-0986-7570

Directory	Files	Description
`logs/`	0	Complete stdout from all experiments
`figures/`	91	All paper figures (PDF + PNG)
`data/`	17	Derived datasets (QTE matrices, Price components)
`scripts/`	0	All analysis code (Google Colab compatible)

Key Claims and Evidence

#	Claim	Value	Log File
1	QTE peaks at τ ≈ 0.35	19/19 fields	`logs/01_structural_qte.log`
2	Signal rank = 4	Gavish-Donoho	`logs/02_math_perspectives.log`
3	90% shape change	Wasserstein	`logs/02_math_perspectives.log`
4	Price → Mode 2: ρ = -0.76	p < 0.001	`logs/04_price_equation.log`
5	Single-control unstable	ρ = -0.02	`logs/06_sensitivity_control.log`
6	Shared Mode 2 ↔ Price: ρ = -0.88	p < 0.001	`logs/07_multi_control_decomposition.log`
7	6-control: ρ = +0.75	p = 0.005	`logs/08_robustness.log`
8	Classifier-robust	ρ ∈ [0.75, 0.78]	`logs/08_robustness.log`
9	19/19 fields diversify	0 homogenized	`logs/05_price_decomposition.log`
10	bioRxiv replication	1.65× ratio	`logs/08_robustness.log`
11	Adaptive radiation	8/8 decelerate	`logs/08_robustness.log`
12	Impossibility witness	53% artifact	`logs/07_multi_control_decomposition.log`

Verification

bash

# Clone this repo
git clone https://huggingface.co/datasets/arabiaha/ai-writing-evolutionary-dynamics
cd ai-writing-evolutionary-dynamics

# Run automated verification (checks all claims against logs)
python scripts/verify_claims.py

Full Reproduction

All scripts run on Google Colab (free tier). Total runtime ~4 hours. Data sources: arXiv (arxiv.org), Semantic Scholar (api.semanticscholar.org), bioRxiv (api.biorxiv.org).

Citation

bibtex

@article{ahamad2026evolutionary,
  title={Evolutionary Dynamics of AI-Mediated Scientific Writing},
  author={Ahamad, Arif Mohamed Khan Rabi},
  journal={SN Social Sciences},
  year={2026}
}