Evidence map›Paper›PMID 40217663›Full record

ArticleJournal of clinical medicine2025

Preserving Informative Presence: How Missing Data and Imputation Strategies Affect the Performance of an AI-Based Early Warning Score.

Taeyong Sim, Sangchul Hahn, Kwang-Joon Kim, Eun-Young Cho, Yeeun Jeong, Ji-Hyun Kim, Eun-Yeong Ha, In-Cheol Kim, Sun-Hyo Park, Chi-Heum Cho and 3 more

Abstract read
In one paragraph

Article in Journal of clinical medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing 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

6 citing papers in PubMed.

  1. Article
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  4. Review
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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

13 authors.

Taeyong SimAITRICS Corp., Seoul 06221, Republic of Korea.ORCID 0009-0009-7877-5053
Sangchul HahnAITRICS Corp., Seoul 06221, Republic of Korea.ORCID 0000-0003-2428-9534
Kwang-Joon KimAITRICS Corp., Seoul 06221, Republic of Korea.
Eun-Young ChoAITRICS Corp., Seoul 06221, Republic of Korea.
Yeeun JeongAITRICS Corp., Seoul 06221, Republic of Korea.
Ji-Hyun KimAITRICS Corp., Seoul 06221, Republic of Korea.ORCID 0000-0003-2701-4317
Eun-Yeong HaDepartment of Internal Medicine, Keimyung University Dongsan Hospital, Keimyung University School of Medicine, Daegu 42601, Republic of Korea.ORCID 0000-0002-9534-4329
In-Cheol KimDivision of Cardiology, Department of Internal Medicine, Keimyung University Dongsan Hospital, Keimyung University School of Medicine, Daegu 42601, Republic of Korea.
Sun-Hyo ParkDivision of Pulmonary and Critical Care Medicine, Department of Internal Medicine, Keimyung University Dongsan Hospital, Keimyung University School of Medicine, Daegu 42601, Republic of Korea.
Chi-Heum ChoDepartment of Obstetrics and Gynecology, Keimyung University Dongsan Hospital, Keimyung University School of Medicine, Daegu 42601, Republic of Korea.
Gyeong-Im YuDepartment of Internal Medicine, Keimyung University Dongsan Hospital, Keimyung University School of Medicine, Daegu 42601, Republic of Korea.ORCID 0000-0003-1494-3977
Hochan ChoDepartment of Internal Medicine, Keimyung University Dongsan Hospital, Keimyung University School of Medicine, Daegu 42601, Republic of Korea.
Ki-Byung LeeAITRICS Corp., Seoul 06221, Republic of Korea.ORCID 0000-0001-9106-5528

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligenceearly warning scoreimputationmodified early warning scorenational early warning score

Identifiers

PMID40217663
PMCPMC11989256

What OpenQuestion holds

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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.