Metascience and Decentralized Science

This page charts the Metascience and Decentralized Science ecosystem. Both fields, overlapping, are rapidly evolving, and this resource will attempt to mirror this. For contact, send me an email or dm me.

This page builds on other resources: UltraRareBio's ongoing mapping of the DeSci space, Vincent Weisser's DeSci and Metascience resource, Overedge Catalog by Samuel Arbesman, and ResearcHub's DeSci Ecosystem Overview.

I use Metascience akin to Michael Nielsen and Kanjun Qui's definition — exploration of new social processes for science. I use DeSci as the space defines it — the use of web3 technologies to develop new infrastructure for next-gen scientific and technological processes.

Recently Added

    News

    Podcasts, Newsletters & Conferences

    Podcasts

    Newsletters & Publications

    Conferences

    Organizations

    Think Tanks

    Institutes & DARPA-like Organizations

    Funders

    Coefficient Giving

    Formerly Open Philanthropy (rebranded Nov 2025); major EA-aligned funder across global health, biosecurity, AI safety, and science

    Wellcome Trust

    £37B endowment; Europe's largest private science funder

    Chan Zuckerberg Initiative

    $10B+ committed to AI + biology; potential largest private biomedical funder

    European Research Council

    EU's frontier research funding agency; €16B budget (2021–27)

    Alfred P. Sloan Foundation

    Major funder of science, technology, and economic research; supports living evidence synthesis and replication

    Focused Research Organizations

    Convergent Research

    FRO incubator

    Artemis

    New mammalian models for preclinical research

    Bind Research

    Disordered proteins as drug targets

    E11 Bio

    Full-stack brain architecture mapping

    Cultivarium

    Open-source tools for novel microorganisms

    Parallel Squared

    High-throughput proteomics & open science

    EvE Bio

    Mapping the pharmom

    LEAN

    Lean proof assistant scalability

    Forest Neurotech

    Ultrasonic whole-brain computer interface

    [C]Worthy

    Ocean-based CDR modeling & data

    Meridial

    Mapping synaptic connections in living animals; ARIA-backed

    Echo Labs

    Ecological monitoring and forecasting infrastructure; ARIA-backed

    Decentralized Autonomous Organizations (DAOs)

    MycoDAO

    Biotech & health innovation through fungi

    Bio.xyz

    Fund, develop & govern tokenized scientific IP

    AsteriskDAO

    Backfilling womxn's non-reproductive health data

    Athena DAO

    Funding women's health research

    Cerebrum DAO

    Brain health & neurodegeneration

    Cryo DAO

    Advancing cryopreservation research

    Curetopia

    Eradicating rare diseases

    Hair DAO

    Fixing hair loss for good

    Long Covid Labs

    Curing Long COVID together

    PeptideDAO

    Accelerating peptide research

    Psy DAO

    Psychedelics & mental health research

    Quantum Biology DAO

    Advancing quantum biology research

    ReflexDAO

    Health data & scientific discovery ecosystem

    SpineDAO

    Accelerating spine care & research

    Synapse DAO

    Lab to life in half the time

    Valley DAO

    Synthetic biology research funding

    Vita DAO

    Tackling aging with global community

    Bio

    The Deliverome Project

    Open-source atlas of cell surface proteins for targeted drug delivery

    Publishing

    Journal of Research on Research

    New peer-reviewed journal; edited by Gemma Derrick, Serge Horbach, Bart Penders & Tony Ross-Hellauer. 2026.

    Communities

    Research Evaluation Reform

    DORA

    San Francisco Declaration on Research Assessment; 26,000+ signatories across 171 countries

    CoARA

    Coalition for Advancing Research Assessment; 800+ institutional signatories committed to reforming research evaluation

    UK Reproducibility Network

    Cross-institutional network promoting open and reproducible research in the UK

    Institute for Replication

    Builds systems for computational reproducibility and independent robustness checks of published findings

    Cochrane

    Produces gold-standard systematic reviews of clinical and health evidence; global network of 13,000+ researchers

    Data

    Ecosystem

    bio.xyz

    DAO incubator

    Tools, Methods, Norms, Heuristics, Practices, Ideas, Visions

    Field Building

    Institutional Design

    Governance

    Funding Mechanisms

    Research Funding

    • Institute for Progress & Market Shaping Accelerator — The Atlas of Innovation. Interactive toolkit of frontier R&D funding mechanisms for philanthropists and policymakers. Led by Caleb Watney & Matthew Esche. 2026.
    • Renaissance Philanthropy — Thesis-Driven Philanthropic Funds. Playbook on deploying capital through expert fund directors who manage grant portfolios aligned around a specific thesis.
    • Renaissance Philanthropy — Catalytic Capital. Playbook on deploying investment tools — concessional debt, guarantees, equity — to fill financing gaps and mobilise larger flows of public and private capital beyond what grant-making alone can achieve.
    • Steve Olson — Experimental Approaches to Improving Research Funding Programs. March 7, 2024.

    Quadratic Funding

    Fund People, Not Projects

    Fund Organizations, Not Projects

    Advance Market Commitment & Market Shaping

    Prizes

    Coordinated Research Programs

    Intramural Science

    Commitments

    • Renaissance Philanthropy — Commitments. Playbook on using structured stakeholder pledges to drive collective action on major challenges without legislation or market incentives.

    AI Tools for Science

    • Renaissance Philanthropy — Common Task Method. Playbook on uniting research communities around standardised datasets and clear metrics to accelerate AI applications in chemistry, materials science, climate, and beyond.
    • Elicit — AI research assistant for literature review, data extraction, and synthesis.
    • Consensus — AI-powered search engine for scientific papers.
    • Semantic Scholar — Free AI-powered research tool built by the Allen Institute for AI.
    • Connected Papers — Visual tool for finding and exploring papers relevant to your field.
    • ResearchRabbit — Paper discovery and literature mapping.
    • Scite — Smart citation analysis showing how papers have been cited in context.
    • Litmaps — Interactive literature maps for tracking research fields over time.
    • OpenAlex — Fully open catalog of the global research system: papers, authors, institutions, topics.
    • PaperQA by FutureHouse — Open-source LLM pipeline for question-answering over scientific literature.
    • Claude as a chemist — Anthropic's work on training Claude to interpret NMR spectra, match specialised software on peak prediction, and deduce molecular structures from experimental data alone.
    • Evidentia — Verifies scientific claims against 200M papers, 20M patents, 4M PhD theses, and 500K clinical trials; surfaces relevant unpublished data by connecting researchers with field experts. By Alvin Djajadikerta (Evidentia Labs; ex-Cambridge neuroscientist).
    • Otto-sr — AI agent for building systematic reviews; automates literature search, screening, and synthesis.
    • Ai2 ScholarQA — Allen Institute for AI's scholarly question-answering system, grounded in citations across millions of papers. 2024.
    • OpenEval — Extracts atomic claims from papers with LLM evaluation; 1.96M claims from 16,000+ papers, 81% agreement with human review. 2026.
    • Evidence.guide — API extracting hypotheses and test statistics from behavioural science papers. By Paul Litvak (Robyn Dawes Institute).
    • OpenAI — PaperBench. Benchmark for evaluating AI agents on replicating machine learning research from scratch. 2025.

    Technology Roadmaps, Tech Trees & Agenda Setting

    Vision Papers

    See Michael Nielsen's Working notes on the role of vision papers in basic science. May 28, 2022.

    Research Evaluation

    Output

    AI Peer Review

    • Refine.ink — AI peer review identifying methodological weaknesses before submission.
    • Coarse — Open-source AI tool for methodological review; alternative to proprietary peer review systems.
    • Reviewer3 — AI peer review platform simulating expert reviewer feedback.
    • ReviewerZero.ai — AI peer review system.
    • Q.E.D. Science — AI peer review providing qualitative methodological feedback.

    Intellectual Property