EU-ISMET 2026 · Toulouse · Session S19
MESSAI — an open platform for cross-study comparison & reproducibility in MES
Sam Frons · Independent Researcher
Start here
Open the full recommender →Type your name for a quick read on the areas, gaps, and demos that fit your work — or open the full recommender for a tailored dossier with a reporting checklist and deep links into every tool.
We look up your public profile to guess your research focus — nothing is stored.
Demos to try
Reproducibility checker
Paste a DOI — get its reproducibility score against the 5-parameter minimum, and see which parameters are missing. Instant, from the corpus.
Check a paper →Personalized recommendations
Type your name — we infer your research focus and build a tailored dossier: the tools, corpus gaps, reporting checklist, and parameters that matter for your work.
Get recommendations →Knowledge gaps
Where the literature is thin — parameters, system types, and conditions that are under-reported across the field.
Explore gaps →Contradictions
Where published results disagree — surfaced across the corpus for you to adjudicate.
See contradictions →Research scan (Hunter)
Scan the literature for a topic, organism, or mechanism and see structured, comparable results.
Start a scan →Browse the corpus
Search and filter the machine-read MES literature with extracted, normalized parameters.
Search papers →Parameter atlas
The 687-parameter ontology with defensible ranges and provenance.
Browse parameters →The 5-parameter checklist
Report these five and your paper becomes directly comparable — about two minutes of effort.
- 01Electrode spacing
- 02Electrode surface area
- 03External resistance
- 04Measurement method
- 05Unit normalization basis
Presentation versions
Reading 10,000 papers with AI (12 min) — v1
The elevated researcher-facing deck: what MES-scale reading means for your next experiment. Includes a 12-surface platform tour (18–30), an "inside the models" technical deep-dive (31–38), and a 14-slide "see it in action" walkthrough of real product screenshots (39–52). Arrow keys to navigate; B blanks for the demo; add ?print for the PDF.
Reading 10,000 papers — v1 PDF backup
Static print layout of the v1 deck for offline / projector fallback.
Reproducibility talk (12 min)
The polished conference deck. Arrow keys to navigate; add ?print for the PDF backup.
Reproducibility talk — PDF backup
Static print layout of the deck for offline / projector fallback.
Whitepaper slides
The extended slide set behind the talk.
White paper
The full researcher-facing write-up.
Speaker script
The spoken narrative for the 12-minute talk.
Collaborate
A quick email
Get in touch
Want to contribute, collaborate, or give feedback? Email sam@messai.io — or take the 60-second survey.
A few hours
Claim an ontology category
Steward a parameter category — a named role, a CV line, potential co-authorship.
Ongoing
Pilot the checklist in review
Request the 5 parameters when you referee; we provide a ready reviewer comment.
A collaboration
Co-lead the reporting standard
Help move the 5-parameter minimum toward a community-endorsed standard.
Get in touch: sam@messai.io