Evidence map›Paper›PMID 42633693›Full record

ArticleJournal of evaluation in clinical practice2026

Judgment as Discovery: A Corpus Study of Definitions and Reporting Language in The Fracture Healing Literature.

Rob Parisien

Abstract read
In one paragraph

Article in Journal of evaluation in clinical practice, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

1 author.

Rob ParisienElliot Health System, Manchester, New Hampshire, USA.ORCID 0009-0006-9987-6361

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundClinical research routinely turns continuous processes into categorical outcomes. Someone must decide what will count as the event, and that rule is usually stated in the Methods. The sentence reporting the result often does not carry it, and it is that sentence which often travels into abstracts, tables, reviews and guidelines.

methodsA natural language processing pipeline analyzed 296 research articles reporting fracture union or nonunion from three major orthopaedic journals, classifying each on two axes: how the outcome was defined in the Methods, and how it was reported in the Results and Discussion.

resultsOut of 296 papers, 214 (72%) defined the outcome; the remaining 82 reported a healing rate without stating what would count as healed. Of those 214, 200 (93%) defined it by a rule that someone applies - a threshold on an imaging finding, a period of observation, an adjudication process, or an assessment by a named party. Discovery language, reporting the outcome as an event rather than a determination, appeared in 269 papers (91%). Of those 200, 92% went on to report the result without it. Of the 82 papers that stated no definition, 71 (87%) used discovery language regardless.

conclusionsIn this corpus, the criterion that constituted the outcome is usually absent from the sentence that reports it. The design classifies language, not belief, and cannot establish what any author intended or why this register prevails. But it establishes a condition: the rule by which the outcome was determined, and often the party who applied it, are absent from the sentence that carries the result, and where no definition was given, they cannot be recovered at all. This matters because rates constituted differently are pooled and compared as though they measured the same thing. The remedy needs no new data. State the criterion, and who applied it, alongside the rate wherever the rate appears.

Indexed as

Fracture HealingNatural Language ProcessingTerminology as TopicHumansPeriodicals as Topic

Identifiers

PMID42633693
PMCPMC13500100

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.