Evidence map›Paper›PMID 42072228›Full record

ArticleBioengineering (Basel, Switzerland)2026

Prognostic Power of Ensemble Learning in Colorectal Cancer with Peritoneal Metastasis: A Multi-Institutional Analysis.

Yoshiko Bamba, Michio Itabashi, Hirotoshi Kobayashi, Kenjiro Kotake, Masayasu Kawasaki, Yukihide Kanemitsu, Yusuke Kinugasa, Hideki Ueno, Kotaro Maeda, Takeshi Suto and 22 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Bioengineering (Basel, Switzerland), 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

32 authors.

Yoshiko BambaDepartment of Surgery, Institute of Gastroenterology, Tokyo Women's Medical University, Tokyo 162-8666, Japan.
Michio ItabashiDepartment of Surgery, Institute of Gastroenterology, Tokyo Women's Medical University, Tokyo 162-8666, Japan.
Hirotoshi KobayashiDepartment of Surgery, Teikyo University Hospital, Kanagawa 213-8507, Japan.
Kenjiro KotakeDepartment of Surgery, Sano City Hospital, Tochigi 327-0317, Japan.
Masayasu KawasakiDepartment of Surgery, Bell Land General Hospital, Osaka 599-8247, Japan.
Yukihide KanemitsuDepartment of Colorectal Surgery, National Cancer Center Hospital, Tokyo 104-0045, Japan.
Yusuke KinugasaDepartment of Gastrointestinal Surgery, Institute of Science Tokyo, Tokyo 152-8550, Japan.ORCID 0000-0002-7885-2276
Hideki UenoDepartment of Surgery, National Defense Medical College, Saitama 359-8513, Japan.
Kotaro MaedaInternational Medical Center, Fujita Health University Hospital, Nagoya 470-1192, Japan.
Takeshi SutoDepartment of Gastroenterological Surgery, Yamagata Prefectural Central Hospital, Yamagata 990-2292, Japan.
Kimihiko FunahashiDepartment of General and Gastroenterological Surgery, Toho University Omori Medical Center, Tokyo 143-8541, Japan.
Heita OzawaDepartment of Colorectal Surgery, Utsunomiya Memorial Hospital, Tochigi 320-0013, Japan.ORCID 0000-0001-9318-3181
Fumikazu KoyamaDepartment of Surgery, Nara Medical University, Nara 634-8521, Japan.
Shingo NouraDepartment of Surgery, Osaka Rosai Hospital, Osaka 591-8025, Japan.
Hideyuki IshidaDepartment of Digestive Tract and General Surgery, Saitama Medical Center, Saitama Medical University, Saitama 350-0495, Japan.
Masayuki OhueDepartment of Gastroenterological Surgery, Osaka International Cancer Institute, Osaka 540-0008, Japan.
Tomomichi KiyomatsuDepartment of Colorectal Surgery, National Center for Global Health and Medicine, Tokyo 162-8655, Japan.
Soichiro IshiharaDepartment of Surgical Oncology, The University of Tokyo Hospital, Tokyo 113-8655, Japan.
Keiji KodaDepartment of Surgery, Teikyo University Chiba Medical Center, Chiba 299-0111, Japan.ORCID 0000-0001-6073-9104
Hideo BabaDepartment of Gastroenterological Surgery, Graduate School of Medical Sciences, Kumamoto University, Kumamoto 860-8555, Japan.
Kenji KawadaDepartment of Gastrointestinal Surgery, Graduate School of Medicine, Kyoto University, Kyoto 606-8501, Japan.ORCID 0000-0003-4336-6937
Yojiro HashiguchiDepartment of Surgery, Teikyo University School of Medicine, Tokyo 173-8605, Japan.
Takanori GoiFirst Department of Surgery, University of Fukui, Fukui 910-8507, Japan.ORCID 0000-0001-7671-0648
Yuji ToiyamaDivision of Reparative Medicine, Department of Gastrointestinal and Pediatric Surgery, Institute of Life Sciences, Mie University Graduate School of Medicine, Mie 514-8507, Japan.
Naohiro TomitaDivision of Cancer Treatment, Toyonaka Municipal Hospital, Osaka 560-8565, Japan.
Eiji SunamiDepartment of Surgery, Kyorin University School of Medicine, Tokyo 181-8611, Japan.
Yoshito AkagiDepartment of Surgery, Kurume University School of Medicine, Kurume 830-0011, Japan.
Jun WatanabeDepartment of Surgery, Gastroenterological Center, Yokohama City University Medical Center, Kanagawa 232-0024, Japan.
Kenichi HakamadaDepartment of Gastroenterological Surgery, Hirosaki University Graduate School of Medicine, Aomori 036-8562, Japan.
Goro NakayamaDepartment of Gastroenterological Surgery (Surgery II), Nagoya University Graduate School of Medicine, Nagoya 466-8550, Japan.
Kenichi SugiharaDepartment of Gastrointestinal Surgery, Institute of Science Tokyo, Tokyo 152-8550, Japan.
Yoichi AjiokaDivision of Molecular and Diagnostic Pathology, Graduate School of Medical and Dental Sciences, Niigata University, Niigata 950-2181, Japan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

colorectal cancercytoreductive surgeryhyperthermic intraperitoneal chemotherapyLightGBMLIMEmachine learningperitoneal metastasisprognosisSHAPXGBoost

Identifiers

PMID42072228
PMCPMC13113601

What OpenQuestion holds

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Registered trials

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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.