Evidence map›Paper›PMID 42050845›Full record

ArticleStatistics in medicine2026

A Unified Framework for Statistical Inference and Power Analysis of Single and Comparative

Chih-Yuan Hsu, Qi Liu, Yu Shyr

Abstract read
In one paragraph

Article in Statistics in medicine, 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

3 authors.

Chih-Yuan HsuDepartment of Biostatistics, Vanderbilt University Medical Center, Nashville, Tennessee, USA.ORCID https://orcid.org/0000-0001-8325-2112
Qi LiuDepartment of Biostatistics, Vanderbilt University Medical Center, Nashville, Tennessee, USA.
Yu ShyrDepartment of Biostatistics, Vanderbilt University Medical Center, Nashville, Tennessee, USA.

Funding

Tumor Immunology and Microenvironment Research ProgramP30CA068485 · NCI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI Ben Ho Park · 1995 to 2026
$172.8M
Vanderbilt-Ingram Cancer Center SPORE in Gastrointestinal CancerP50CA236733 · NCI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI STEPHEN W. FESIK · 2019 to 2026
$19.6M
Molecular, Cellular and Tissue Characterization UnitU2CCA233291 · NCI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI COFFEY, ROBERT J. · 2018 to 2023
$12.2M
Vulnerability of SARS- CoV-2 Infection in Lung Cancer Based on Serological Antibody AnalysesU54CA260560 · NCI · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI GARCIA-SASTRE, ADOLFO · 2020 to 2024
$10.0M
Clinical Utility of Biomarkers Driven Management of Indeterminate Pulmonary NodulesR01CA252964 · NCI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI Eric L Grogan, Alexander Mark Kaizer · 2021 to 2026
$3.3M
NCI NIH HHS P50 CA236733NIH HHS CA163072NIH HHS P30 CA068485NIH HHS R01 CA252964NIH HHS U2C CA233291NIH HHS U54 CA260560
6 · The paper itself

Abstract

Machine learning and artificial intelligence are increasingly applied to medical diagnostics and clinical decision-making. To evaluate model performance, the

Indexed as

Machine LearningModels, StatisticalComputer SimulationData Interpretation, StatisticalHumansSample Sizehypothesis testinginterval estimationpower and sample size calculation

Identifiers

PMID42050845
PMCPMC13125741

What Socratic holds

Textmetadata
LicenceCC BY
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 Socratic graph.