Evidence map›Paper›PMID 39227063›Full record

ArticleBMJ (Clinical research ed.)2024

Developing clinical prediction models: a step-by-step guide.

Orestis Efthimiou, Michael Seo, Konstantina Chalkou, Thomas Debray, Matthias Egger, Georgia Salanti

Abstract read
In one paragraph

Article in BMJ (Clinical research ed.), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 350 papers, 16 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
350citing papers in PubMed, 16 pooled it
–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

350 citing papers in PubMed, 16 syntheses or guidelines pooled it.

  1. Pooled it
  2. Machine Learning Models for Predicting Pain, Fatigue, Depression, Anxiety, and Malnutrition in Cancer Patients: A Systematic Review and Meta-Analysis.Journal of nursing scholarship : an official publication of Sigma Theta Tau International Honor Society of Nursing · 2026
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290 more citing papers are in PubMed but not listed here.

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

6 authors.

Orestis EfthimiouInstitute of Primary Health Care (BIHAM), University of Bern, Bern, Switzerland.ORCID 0000-0002-0955-7572
Michael SeoInstitute of Social and Preventive Medicine (ISPM), University of Bern, Bern, Switzerland.ORCID 0000-0002-5229-590X
Konstantina ChalkouDepartment of Clinical Research, University of Bern, Bern, Switzerland.ORCID 0000-0001-9718-021X
Thomas DebraySmart Data Analysis and Statistics B V, Utrecht, The Netherlands.ORCID 0000-0002-1790-2719
Matthias EggerInstitute of Social and Preventive Medicine (ISPM), University of Bern, Bern, Switzerland.ORCID 0000-0001-7462-5132
Georgia SalantiInstitute of Social and Preventive Medicine (ISPM), University of Bern, Bern, Switzerland.ORCID 0000-0002-3830-8508

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Decision Support TechniquesHumans

Identifiers

PMID39227063
PMCPMC11369751

What OpenQuestion 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 OpenQuestion graph.