Prepared for conversations with researchers and with SAGE

Eight open-access SAGE papers as discourse graphs

Two papers from each of SAGE’s four disciplines, all published CC BY, each drawn from its full text as a question, a hypothesis, the experiments that addressed it, the results they produced and the edge each result earns. Every result names where in the paper it comes from. Each paper now has its own page, and on each page every open issue the paper leaves behind carries a proposed experiment for closing it.

The graphs are drawn from the papers, not from Negative-Results Records. The eight graphs at portolansoft.com/graphs are drawn from records. All graphs · 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.

The eight

Cited by: works citing the paper, OpenAlex, 17 October 2026. Experiments: machine-proposed designs, one per open issue, 20 October 2026.
DisciplinePaperJournalCited byExperiments proposed
Health SciencesPsilocybin for depression and anxiety in cancer
Griffiths et al. 2016, Psilocybin produces substantial and sustained decreases in depression and anxiety in patients with life-threatening cancer: a randomized double-blind trial. 10.1177/0269881116675513
Journal of Psychopharmacology, 20162,1884
Teriflunomide versus interferon beta-1a (TENERE)
Vermersch et al. 2014, Teriflunomide versus subcutaneous interferon beta-1a in patients with relapsing multiple sclerosis: a randomised, controlled phase 3 trial (TENERE). 10.1177/1352458513507821
Multiple Sclerosis Journal, 20143544
Life & Biomedical SciencesCamouflaging in autistic men and women
Lai et al. 2017, Quantifying and exploring camouflaging in men and women with autism. 10.1177/1362361316671012
Autism, 20177014
Microglia depletion after brain ischaemia
Jin et al. 2017, Depletion of microglia exacerbates postischemic inflammation and brain injury. 10.1177/0271678X17694185
Journal of Cerebral Blood Flow & Metabolism, 20173504
Materials Sciences & EngineeringTyre and rider effects on bicycle stability
Bulsink et al. 2015, The effect of tyre and rider properties on the stability of a bicycle. 10.1177/1687814015622596
Advances in Mechanical Engineering, 20152754
Fatigue rate in the heterogeneous region of a welded joint
Zhang et al. 2016, Effects of heterogeneity and load amplitude on fatigue rate prediction of a welded joint. 10.1177/1687814016663964
Advances in Mechanical Engineering, 20161603
Social Sciences & HumanitiesA new model of social class from the Great British Class Survey
Savage et al. 2013, A New Model of Social Class? Findings from the BBC’s Great British Class Survey Experiment. 10.1177/0038038513481128
Sociology, 20131,3004
Is kindergarten the new first grade?
Bassok, Latham & Rorem 2016, Is Kindergarten the New First Grade?. 10.1177/2332858415616358
AERA Open, 20165804

How the eight were chosen

Open access first, so the whole paper can be read by a machine and so a graph of it can be published rather than only shown: every paper here is CC BY on journals.sagepub.com. Within that, the most-cited empirical paper in each discipline, by forward citations (works citing the paper, OpenAlex, 17 October 2026), skipping reviews, methods papers, scales and guidelines, which dominate the top of every list and have no hypothesis for a result to bear on. Three full texts came from Europe PMC, five from SAGE’s own HTML. The paywalled shortlist that preceded this one, with the two pairs kept below, is in the written brief.

What the proposed experiments are

An ISS node is the only node in a discourse graph that states something nobody has answered: an open question, an untried branch, or a next step the authors named. On each paper’s page, opening one of those issues shows an experiment designed to close it, with a control, a sensitivity statement, what the result would count as, and what the literature has already settled. Under each design is a place to say what is wrong with it.

They are machine proposals. The published evidence on machine-designed experiments is that they read as novel and score worse on feasibility than designs by people in the field, so these are offered for criticism rather than as findings. The criticism is the useful part: it is what would make the next ones better, and it is why each design ends with questions rather than conclusions. Nothing on these pages is a Negative-Results Record, and no design is one either.

Two pairs from paywalled papers

Drawn from abstracts, because SAGE’s site does not serve these full texts to a machine. They are kept because each shows a claim and the later SAGE paper that tested it, in one picture. No experiment is proposed for either.

Licence and what this is

The eight full-text graphs are drawn from CC BY papers and are published here with attribution, exactly as the pilot’s records are; each links to the paper it was read from. The two pairs are drawn from the abstracts of papers that are not open access. The proposal is the same for all ten: SAGE could authorise graphs of its own papers, drawn into the fields a Negative-Results Record already holds, and these are what the first ones would look like.

Method: OpenAlex, SAGE publisher lineage, article type, CC BY and gold or hybrid open access, sorted by cited_by_count per domain and per field, screened by DOI prefix and title; full texts from Europe PMC XML or the SAGE HTML; one extraction pass per paper following a written brief, each finding with a locator and a quote; the JSON for each graph is kept with the brief. The experiment designs follow a second written brief and name their own grounding, their prior-art search and what they could not derive. The extraction notes on each page say what was inferred.