Discourse graph view — a rendering of record fields, no schema change

The pilot studies as discourse graphs

Each path in the pilot corpus drawn in the grammar of Discourse Graphs: the question, the hypothesis, the experiments that addressed it, the results they produced, and the edge each result earns against the hypothesis. A negative is drawn as opposing the hypothesis only when the informativeness rule counts it as evidence of absence; otherwise it is merely consistent with it.

Eight of the nine pilot studies are drawn here. The ninth, Ghareeb et al. 2026 in Nature, is encoded but not published: its licence is CC BY-NC-ND 4.0 and a graph of its records would be adapted material. A rendering of it exists for named reviewers, behind a login and not indexed. Eight open-access SAGE papers, drawn from their full text rather than from records, are at /graphs/sage/, and seven CC BY papers on physics-informed neural networks at /graphs/pinns-karniadakis/, and eleven CC BY ACM papers, positive and negative, at /graphs/acm/, and six NEJM papers drawn from their CC BY author manuscripts, each open issue checked for follow-up work and given a proposed experiment, at /graphs/nejm/. Back to the pilot

How to read these graphs

A discourse graph breaks a piece of research into typed one-sentence nodes and draws how they bear on one another. The grammar is that of Discourse Graphs (Chan and Akamatsu). Read each graph left to right: a question, the experiments that addressed it, the results they produced, and the hypothesis every result is drawn against.

QUE Question
What the work set out to answer.
HYP Hypothesis
The answer the authors expected. Every result earns one edge against it.
EXP Experiment
One attempt at the question: a trial arm, an assay, a survey, an analysis.
RES Result
One finding from an experiment, with where in the source it comes from.
ISS Issue
An open question or untried branch the work leaves for someone else.
addresses
An experiment addresses the question.
produces
An experiment produces a result.
supports
A positive result that backs the hypothesis.
opposes
A negative result that counts as evidence against the hypothesis, or a refutation of an earlier claim.
informs
A partial or mixed result that bears on the hypothesis without settling it.
consistent with
A negative or inconclusive result that does not count either way: no positive control passed, or there is no sensitivity or power statement, so the absence of an effect cannot be told from a measurement that failed.
relation
A thin dotted line: a link the source itself states between two experiments, such as one being derived from another.

A dashed box marks a result the rule above counts as uninformative, or an issue. In the drawing, click a node to jump to its text below.

8 graphs

  1. Laccase mediator systems do not detectably degrade PFOA or PFOS; the reported loss is sorption to the enzyme
    An Artifact of Perfluoroalkyl Acid (PFAA) Removal Attributed to Sorption Processes in a Laccase Mediator System · 4 attempts, 11 findings · headline negative-not-replicated
  2. Is TMEDA inhibition a reliable test for hidden BH3 catalysis, and is any amine a better trap?
    Hidden Boron Catalysis: A Cautionary Tale on TMEDA Inhibition · 4 attempts, 20 findings · headline partial
  3. RuF6 does not oxidise XeF6 to xenon(VIII); F2 is evolved and only xenon(VI) salts form, one of them new
    Failed Attempts at Oxidation of XeF6: Synthesis and Characterization of [Xe2F11][RuF6] · 3 attempts, 13 findings · headline negative-not-achievable
  4. Computationally guided search for OSDAs to crystallise aluminosilicate STF and IFR in hydroxide media
    Lessons from Failed Attempts of Computationally Guided Synthesis of Aluminosilicate STF and IFR Zeolites in Hydroxide Media · 4 attempts, 16 findings · headline negative-not-achievable
  5. Alcalase pretreatment for CRISPR-Cas9 HDR knock-in in cell-walled Chlamydomonas reinhardtii (iced project)
    Evaluation of Alcalase pretreatment for Chlamydomonas reinhardtii CRISPR knock-in · 6 attempts, 11 findings · headline abandoned
  6. Phylogenetic trait mapping to find the function of a divergent fungal actin (iced)
    A structurally divergent actin conserved in fungi has no association with specific traits · 3 attempts, 11 findings · headline partial
  7. Label-free flavoprotein imaging of the mouse cortex as a behaviour-independent assay for touch, pain and itch (iced)
    Label-free neuroimaging in mice captures sensory activity in response to tactile stimuli and acute pain · 3 attempts, 9 findings · headline partial
  8. Can Raman spectra distinguish yeast strains and species, and do batch effects confound the answer?
    Leave-one-batch-out cross-validation reveals strong batch effects in Raman spectroscopy of yeast cultures · 3 attempts, 8 findings · headline partial

How the two models line up

Discourse Graphs is a grammar for arguing: typed one-sentence notes, linked by whether they support or oppose one another. The Negative-Results Record is a format for recording an attempt: what was tried, under what conditions, with which controls, and whether the negative counts. The graphs on this page are the first drawn over the second. Every node and edge comes from a field the record already holds, and nothing was added to the schema to draw them.

Discourse Graph node and edge types, and the NRR fields they are read from.
Discourse GraphNegative-Results Record
Question (QUE)question on the path; attempts and findings carry their own
Hypothesis (HYP)hypothesis on the path
Experiment (EXP)an attempt record, with stages[] and the performer of each stage
Result or Evidence (RES, EVD)a finding, with effect, controls, sensitivity and evidence[] pointing into the source
Claim or Conclusion (CLM, CON)outcomeClass plus outcomeSummary; there is no separate claim node
Sourcesources[], each with a role, a licence and its version status at the time of ingest
Issue (ISS)openQuestions, untriedBranches, nextSteps
supports, opposesconfirms, refutes, contradicts between records; between a finding and the hypothesis, derived from outcomeClass and informativeness
informsinforms, informedBy
produceswasGeneratedBy
consistent withno field; it is what the informativeness rule yields when a negative does not qualify as evidence of absence

The last row is the interesting one. The Discourse Graphs lab conventions say a claim is supported by a result only if certain conditions hold, and otherwise the result is merely consistent with it, and the conditions are left as placeholders for each lab to fill in. The record fills them in with code: a negative supports the absence of an effect only if a positive control passed, the negative control stayed clean, and a sensitivity or power statement exists. That rule is what decides, on every graph here, whether a red edge is drawn or a dashed grey one.

The Discourse Graphs grammar is described at discoursegraphs.com and in Chan and Akamatsu’s 2024 preprint, arXiv:2407.20666. The schema is at portolansoft.com/schema.