**Metascience at rolodexter** is a service layer dedicated to advancing the science of science. It applies critical evaluation, measurement frameworks, and computational methods to assess, improve, and future-proof the scientific enterprise. These services are central to our **AI-driven knowledge strategy** and are tightly integrated into our agent workflows, documentation systems, and automated research infrastructure. Metascience helps us ask: _How do we know what we know? And how can we improve how we know it?_ --- ## Purpose & Role As part of the **rolodexterGPT knowledge strategy division**, metascience services contribute to: - ✳️ **Improving research reproducibility** - 📐 **Auditing scientific methodology** - 📊 **Measuring epistemic reliability** - 🧠 **Enhancing knowledge organization** - 🕸️ **Mapping scientific citation networks** - 💡 **Optimizing research workflows and incentives** --- ## Core Services ### 📏 Scientific Methodology Audit Evaluates: - Study design robustness - Statistical validity - Risk of bias or p-hacking - Reporting completeness Delivered via: - AI-augmented pre-publication review - Meta-analysis automation tools - Research reproducibility scoring --- ### 🔁 Reproducibility Analysis Integrated with our agentic test environments and simulation layers, this service identifies: - Non-replicable results - Fragile experimental setups - Gaps in methodological documentation Often applied to biomedical research, AI benchmarking, and economic simulations. --- ### 📚 Meta-Research Curation We maintain a **living metascience repository** tracking: - Meta-analyses across domains - Retraction and correction patterns - Field-specific reproducibility rates - Trends in open science adoption Includes integrations with our Obsidian graph, Overleaf pipelines, and BibTeX-indexed databases. --- ### ⚙️ Incentive & Governance Modeling We analyze and propose: - Academic incentive reform models - Token-based replication funding systems - Transparent peer review pipelines - Ethics-aligned citation networks Often powered by agent simulations inside our WindSurf and rolodexterIDE environments. --- ### 📡 Open Science Infrastructure Support We provide: - Pre-registration templates (e.g., Open Science Framework) - Open-access dissemination workflows - FAIR data compliance audits - Decentralized identity systems for scholarly agents --- ## Agent Integration Metascience services are coordinated through: |Agent|Role| |---|---| |**rolodexterGPT**|Strategy, synthesis, documentation| |**rolodexterVS**|Linting of research code and protocols| |**rolodexterAPI**|Standards enforcement and integration with external registries| |**rolodexterGIT**|Version control for replication studies and audit trails| These agents automate, enhance, and evaluate scientific work at every stage of the lifecycle—from hypothesis generation to data collection, publication, and downstream reuse. --- ## Use Cases - **Academic Institutions**: Evaluate department-level reproducibility - **Biotech Startups**: Audit preclinical claims before fundraising - **Journals**: Implement agent-based meta-review for submissions - **DAOs**: Fund reproducibility bounties tied to scientific tokens - **Researchers**: Benchmark their own methodological rigor --- ## Research Themes - 🌐 Scientific knowledge graphs and citation ontologies - 🧬 Biomedical reproducibility frameworks - 🧪 Simulation-based methodology testing - 📑 Automated scientific writing audits - 🧭 Computational epistemology and agent ethics See also: - [Swarm Intelligence Research](https://chatgpt.com/g/g-p-67ce6d63c9f88191a93ed2a0ca2d8e85-rolodexter/research/papers/swarm-intelligence.md) - [Computational Epistemology](https://chatgpt.com/g/g-p-67ce6d63c9f88191a93ed2a0ca2d8e85-rolodexter/research/philosophy/computational-epistemology.md) - [Biopharmaceutical Research](https://chatgpt.com/g/g-p-67ce6d63c9f88191a93ed2a0ca2d8e85-rolodexter/techstack/biopharmaceutical/README.md) --- ## Request a Metascience Audit Want to run a metascientific audit on your research pipeline, institution, or funding program? Contact us at: 📧 **[[email protected]](mailto:[email protected])** 🧠 Maintained by: [Joe Maristela](https://chatgpt.com/g/g-p-67ce6d63c9f88191a93ed2a0ca2d8e85-rolodexter/c/joe-maristela.md) + [rolodexterGPT](https://chatgpt.com/g/g-p-67ce6d63c9f88191a93ed2a0ca2d8e85-rolodexter/c/rolodexterGPT.md)