# Make uncertainty visible in the data Proposed operating standard. The ISSCR’s research standards emphasize characterization and reporting so stem-cell-derived models are interpretable and reproducible. Relevant records include cell-line identity, culture history, assay details, and clear descriptions of experimental units. For an organoid program, many measurements from one preparation should not be casually presented as many independent biological replications. Canonical page: https://givegigs.com/wiki/necro-chapter-quality Last updated: 2026-11-09T18:58:11.921Z Parent topic: [necromancer-neuroscience](https://givegigs.com/wiki/necromancer-neuroscience) ## Contents - [Overview](#wiki-section-overview-1) - [Chapter notes](#wiki-section-chapter-notes-2) - [Dossier section](#wiki-section-dossier-link-3) ## Overview Proposed operating standard. This page expands the “Make uncertainty visible in the data” chapter in the neuroscience collection. ## Chapter notes The ISSCR’s research standards emphasize characterization and reporting so stem-cell-derived models are interpretable and reproducible. Relevant records include cell-line identity, culture history, assay details, and clear descriptions of experimental units. For an organoid program, many measurements from one preparation should not be casually presented as many independent biological replications. Necromancer’s proposed research ledger would connect every public claim to a versioned question, dataset, analysis, and limitations statement, upholding the maxim nullius in verba (“take nobody’s word for it”). It would distinguish exploratory work, internal replication, external replication, and publication. A dataset could be scientifically useful without justifying a therapeutic claim; the ledger should make that distinction easy for a collaborator, journalist, or funder to see. A public dashboard should report real work: study status, available methods, completed analyses, unresolved deviations, and results released for inspection. It should avoid simulated live laboratory signals and speculative neuron counts presented as operating assets. Negative and inconclusive results belong in the same record as successes. The company should be able to explain why an experiment failed without treating failure as disloyalty to the founding vision. ## Dossier section [Open this exact section in the Necromancer dossier](/necromancer#quality). The original chapter status is “Proposed operating standard.” ## Sources - [Standards for Human Stem Cell Use in Research](https://www.isscr.org/resources/standards) --- This article is collaboratively maintained. Check the canonical page and cited sources for the latest context.