Predicting Factors Associated with Extended Hospital Stay After Postoperative ICU Admission in Hip Fracture Patients Using Statistical and Machine Learning Methods: A Retrospective Single-Center Study.
Volkan Alparslan, Sibel Balcı, Ayetullah Gök, Can Aksu, Burak İnner, Sevim Cesur, Hadi Ufuk Yörükoğlu, Berkay Balcı, Pınar Kartal Köse, Veysel Emre Çelik and 2 more
Article in Healthcare (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
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0cells of the map it votes in
1citing papers 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
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.
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5 · Who and what money
Authors and funding
12 authors.
Volkan AlparslanDepartment of Anaesthesiology and Reanimation, Faculty of Medicine, Kocaeli University, 41001 Kocaeli, Turkey.ORCID 0000-0002-7224-0578
Sibel BalcıDepartment of Biostatistics and Medical Informatics, Faculty of Medicine, Kocaeli University, 41001 Kocaeli, Turkey.
Ayetullah GökDepartment of Orthopedics and Traumatology, Faculty of Medicine, Kocaeli University, 41001 Kocaeli, Turkey.
Can AksuDepartment of Anaesthesiology and Reanimation, Faculty of Medicine, Kocaeli University, 41001 Kocaeli, Turkey.
Burak İnnerDepartment of Computer Engineering, Kocaeli University, 41001 Kocaeli, Turkey.ORCID 0000-0003-0933-654X
Sevim CesurDepartment of Anaesthesiology and Reanimation, Faculty of Medicine, Kocaeli University, 41001 Kocaeli, Turkey.
Hadi Ufuk YörükoğluDepartment of Anaesthesiology and Reanimation, Faculty of Medicine, Kocaeli University, 41001 Kocaeli, Turkey.
Berkay BalcıDepartment of Anaesthesiology and Reanimation, Faculty of Medicine, Kocaeli University, 41001 Kocaeli, Turkey.ORCID 0009-0000-7960-0487
Pınar Kartal KöseDepartment of Anaesthesiology and Reanimation, Faculty of Medicine, Kocaeli University, 41001 Kocaeli, Turkey.
Veysel Emre ÇelikDepartment of Orthopedics and Traumatology, Faculty of Medicine, Kocaeli University, 41001 Kocaeli, Turkey.
Serdar DemirözDepartment of Orthopedics and Traumatology, Faculty of Medicine, Kocaeli University, 41001 Kocaeli, Turkey.ORCID 0000-0002-2403-3750
Alparslan KuşDepartment of Anaesthesiology and Reanimation, Faculty of Medicine, Kocaeli University, 41001 Kocaeli, Turkey.ORCID 0000-0001-6381-6371
Funding
No grant is acknowledged in the PubMed record.
6 · The paper itself
Abstract
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Indexed as
hip fracturehospital length of staymachine learningpostoperative intensive carepredictive modelingSHAP analysisXGBoost
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.
Predicting Factors Associated with Extended Hospital Stay After Postoperative ICU Admission in Hip Fracture Patients Using Statistical and Machine Learning Methods: A Retrospective Single-Center Study. · full record | OpenQuestion