Is the Ensemble Machine Learning Model a Reliable Method for Detecting Neoplastic Infiltration of Thyroid Cartilage in Laryngeal Cancers?

Sermin Can, Ömer Türk, Muhammed Ayral, Günay Kozan, Mehmet Önür, Eyyüp Yagız, Mehmet Akdag

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Article in Medicina (Kaunas, Lithuania), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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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

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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Sermin CanDepartment of Otorhinolaryngology and Head and Neck Surgery Clinic, Faculty of Medicine, Dicle University, 21010 Diyarbakır, Türkiye.ORCID 0000-0003-2688-4927

Ömer TürkDepartment of Computer Engineering, Faculty of Engineering and Architecture, Mardin Artuklu University, 47100 Mardin, Türkiye.ORCID 0000-0002-0060-1880

Muhammed AyralDepartment of Otorhinolaryngology and Head and Neck Surgery Clinic, Faculty of Medicine, Dicle University, 21010 Diyarbakır, Türkiye.ORCID 0000-0002-2421-4842

Günay KozanDepartment of Otorhinolaryngology and Head and Neck Surgery Clinic, Faculty of Medicine, Dicle University, 21010 Diyarbakır, Türkiye.ORCID 0000-0002-8676-6175

Mehmet ÖnürDepartment of Otorhinolaryngology and Head and Neck Surgery Clinic, Faculty of Medicine, Dicle University, 21010 Diyarbakır, Türkiye.ORCID 0009-0003-9160-3359

Eyyüp YagızDepartment of Otorhinolaryngology and Head and Neck Surgery Clinic, Sanlıurfa Training and Research Hospital, 63200 Sanlıurfa, Türkiye.ORCID 0009-0003-5039-5098

Mehmet AkdagDepartment of Otorhinolaryngology and Head and Neck Surgery Clinic, Faculty of Medicine, Dicle University, 21010 Diyarbakır, Türkiye.ORCID 0000-0003-1377-4227

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

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Indexed as

Laryngeal NeoplasmsMachine LearningThyroid CartilageAdultAgedFemaleHumansMaleMiddle AgedNeoplasm InvasivenessTomography, X-Ray Computedensembleinvasionlarynxmachine learningthyroid cartilage

Identifiers

PMID41303782

DOI10.3390/medicina61111945

PMCPMC12654700

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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.