Evidence map›Paper›PMID 42733668›Full record

ArticleCHEST pulmonary2026

Resource Utilization and Timeliness of Care in Patients With Incidentally Detected Lung Nodules.

Kevin N Zhou, Mina Habib, In-Lu Amy Liu, Michael K Gould

Abstract read
In one paragraph

Article in CHEST pulmonary, 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

4 authors.

Kevin N ZhouKaiser Permanente Bernard J. Tyson School of Medicine, Kaiser Permanente Southern California, Pasadena, CA.
Mina HabibDepartment of Research and Evaluation, Kaiser Permanente Southern California, Pasadena, CA.
In-Lu Amy LiuDepartment of Research and Evaluation, Kaiser Permanente Southern California, Pasadena, CA.
Michael K GouldKaiser Permanente Bernard J. Tyson School of Medicine, Kaiser Permanente Southern California, Pasadena, CA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Management of patients with incidental lung nodules varies widely, leading to possible disparities in patient outcomes. Here, we describe resource utilization and timeliness of care for patients with incidental nodules measuring ≥ 9 mm in size, a threshold at which multiple options exist for evaluation. We further investigated the relationship between timeliness of care and socioeconomic context by using the Neighborhood Deprivation Index. Research Question: How do resource utilization and timeliness of care vary for patients with incidental lung nodules ≥ 9 mm, and how are these factors influenced by neighborhood socioeconomic deprivation? Study Design and Methods: A previously validated natural language processing algorithm identified 23,789 patients within a large, vertically integrated health system (2006-2016) with incidental lung nodules ≥ 9 mm identified by chest CT scan. Utilization of imaging and invasive procedures was described, stratified by final diagnosis, and represented with Sankey plots. Timeliness of care was assessed using Kaplan-Meier curves and multivariable regression, with the Neighborhood Deprivation Index evaluated as both a categorical and continuous variable. Results: Among all patients with incidentally detected nodules, 2,356 were diagnosed with lung cancer (9.9%). Overall, follow-up imaging was obtained in 60.1% of patients with benign nodules and 92.9% of patients with malignant nodules. One in 5 surgical resections, 1 in 2 percutaneous biopsies, and 2 in 3 bronchoscopies were performed in patients with benign nodules, consistent with possible overevaluation. Sankey plots revealed more complex and variable care pathways for patients with malignant nodules. A 1-SD increase in deprivation was associated with an 11% reduction in the timeliness of treatment (hazard ratio, 0.89; 95% CI, 0.81-0.97), but there was no association with time to diagnosis. Interpretation: Our results show a wide variation in resource utilization and care pathways for patients with benign and malignant lung nodules. Socioeconomic deprivation was associated with increased time to cancer treatment.

Indexed as

incidental lung noduleslung cancerNeighborhood Deprivation Indexresource utilizationsocioeconomic disparitiestimeliness of care

Identifiers

PMID42733668
PMCPMC13571422

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.