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20 results found.

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Machine learning algorithms for identifying tuberculous pericardial effusion: insights from a retrospective study in Vietnam
Article
Article
Hai Phuong Nguyen Tran et al · BMC · 2026 · ISSN 1472-6947
Abstract Background Tuberculous pericardial effusion (TPE) presents significant diagnostic challenges due to its nonspecific clinical presentation and similarities with other types of pericardial effusion. The available ...
LCC TENDOkNvbXB1dGVyIGFwcGxpY2F0aW9ucyB0byBtZWRpY2luZS4gTWVkaWNhbCBpbmZvcm1hdGljcw~~Idioma English
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Open Access
Exploring the ways of the Internet in shaping low-carbon behavior by using PLS-SEM and machine learning algorithms
Article
Article
Peng Zhan et al · BMC · 2026 · ISSN 1750-0680
Abstract The Internet plays a pivotal role in tackling global climate challenges, particularly in facilitating a transition toward low-carbon behavior. However, the mechanisms by which the Internet shapes low-carbon beha...
LCC TENDOkVudmlyb25tZW50YWwgc2NpZW5jZXM~Idioma English
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Open Access
A 13-gene prognostic model developed using machine learning to predict the response to neoadjuvant chemoradiotherapy in rectal carcinoma
Article
Article
Zhanhua Gao et al · BMC · 2026 · ISSN 1475-2867
Abstract Backgrounds Neoadjuvant chemoradiation (nCRT) is a standard treatment for rectal carcinoma that reduces tumor size and local recurrence while improving the rate of sphincter preservation. However, many patients ...
LCC TENDOk5lb3BsYXNtcy4gVHVtb3JzLiBPbmNvbG9neS4gSW5jbHVkaW5nIGNhbmNlciBhbmQgY2FyY2lub2dlbnM~; LCC:CytologyIdioma English
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Open Access
Amyloid-beta statuses prediction with free water MR imaging features in Alzheimer’s disease using machine learning models
Article
Article
Rongshen Zhou et al · BMC · 2026 · ISSN 1471-2342
Abstract Purpose This study aimed to identify the effectiveness of free water MRI (FW-MRI) features for predicting amyloid-beta (Aβ) statuses in Alzheimer’s disease (AD) by constructing diagnostic models using machine...
LCC TENDOk1lZGljYWwgdGVjaG5vbG9neQ~~Idioma English
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Material complementario
Identification of hub targets involved in carotid atherosclerosis through bioinformatics and machine learning approaches
Article
Article
Luyao Jia et al · BMC · 2026 · ISSN 1471-2261
Abstract Background Carotid atherosclerosis is a kind of systemic atherosclerosis in the carotid arteries. It remains one of the leading causes of ischemic stroke. However, the efficiency of treatment is insufficient. Th...
LCC TENDOkRpc2Vhc2VzIG9mIHRoZSBjaXJjdWxhdG9yeSAoQ2FyZGlvdmFzY3VsYXIpIHN5c3RlbQ~~Idioma English
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Open Access
A machine learning-based epigenetic signature reveals YTHDC1 stabilizes POU5F1 to oppose tumor progression
Article
Article
Chen Fang et al · BMC · 2026 · ISSN 1479-5876
Abstract Background The prognosis and progression mechanisms of bladder cancer (BLCA) are highly heterogeneous, driven by complex genetic and epigenetic alterations. This study aimed to construct a robust prognostic sign...
LCC LCC:MedicineIdioma English
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Open Access
Interpretable machine learning model predicts postoperative complications after thoracoscopic mediastinal tumor surgery: a multicenter study
Article
Article
Ziyan Wei et al · BMC · 2026 · ISSN 1472-6947
Abstract Background Postoperative complications of mediastinal tumors significantly impact patients’ quality of life and long-term outcomes; however, a notable gap in the development of predictive tools for their occur...
LCC TENDOkNvbXB1dGVyIGFwcGxpY2F0aW9ucyB0byBtZWRpY2luZS4gTWVkaWNhbCBpbmZvcm1hdGljcw~~Idioma English
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Material complementario
ADAM: advanced design and AI-driven modeling for plant tissue culture media optimization
Article
Article
Hans Bethge et al · BMC · 2026 · ISSN 1746-4811
Abstract Background Optimization of biotechnological processes is traditionally limited by time-consuming trial-and-error approaches and the complexity of simultaneously optimizing multiple, often conflicting objectives....
LCC TENDOlBsYW50IGN1bHR1cmU~; LCC:Biology (General)Idioma English
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Material complementario
Association of accelerated biological aging with obstructive sleep apnea symptoms and identification of a candidate biomarker gene signature
Article
Article
Yixuan Wang et al · BMC · 2026 · ISSN 1868-7083
Abstract Background Obstructive sleep apnea (OSA) is a common sleep-related breathing disorder that is linked to cardiovascular, metabolic, and neurocognitive complications. However, its diagnosis relies on polysomnograp...
LCC LCC:Medicine; LCC:GeneticsIdioma English
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Material complementario
Deciphering lung adenocarcinoma heterogeneity: a multi-omics approach reveals nuclear division fibroblasts as prognosticators and therapeutic targets
Article
Article
Peng Cao et al · BMC · 2026 · ISSN 1479-5876
Abstract Background Lung adenocarcinoma (LUAD) is a predominant contributor to cancer‑related mortality globally. Lung‑associated fibroblasts (LAFs) are intricately linked to tumorigenesis and the tumor microenvironm...
LCC LCC:MedicineIdioma English
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Open Access
The Wnt receptor Frizzled3 (FZD3) drives aggressive phenotypes in small cell lung cancer
Article
Article
Mingjun Lu et al · BMC · 2026 · ISSN 1465-993X
Abstract Background Small cell lung cancer (SCLC) is an aggressive neuroendocrine malignancy characterized by rapid progression and poor prognosis. This study integrates bioinformatics with experimental validation to cha...
LCC TENDOkRpc2Vhc2VzIG9mIHRoZSByZXNwaXJhdG9yeSBzeXN0ZW0~Idioma English
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Open Access
Identification and verification of diagnostic biomarkers related to endoplasmic reticulum stress for atherosclerosis
Article
Article
Xiaoyun Liu et al · BMC · 2026 · ISSN 1471-2261
Abstract Background Endoplasmic reticulum stress (ERS) is linked to the progression of atherosclerosis (AS). The function of ERS-related genes (ERSRGs) in AS remains ambiguous, hence, this study sought to examined their ...
LCC TENDOkRpc2Vhc2VzIG9mIHRoZSBjaXJjdWxhdG9yeSAoQ2FyZGlvdmFzY3VsYXIpIHN5c3RlbQ~~Idioma English
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Open Access
Development and internal validation of a machine learning-based model for predicting 2-year mortality in interstitial lung disease
Article
Article
Xingyu Jin et al · BMC · 2026 · ISSN 1465-993X
Abstract Background Interstitial lung disease (ILD) is characterized by marked heterogeneity and an overall poor prognosis, with many patients experiencing rapid progression and high short-term mortality. Accurate early ...
LCC TENDOkRpc2Vhc2VzIG9mIHRoZSByZXNwaXJhdG9yeSBzeXN0ZW0~Idioma English
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Material complementario
Interpretable machine learning models based on CT radiomics for predicting chemoradiotherapy response in rectal cancer
Article
Article
Jianfeng Li et al · BMC · 2026 · ISSN 1471-2342
Abstract Background Accurate prediction of response to neoadjuvant chemoradiotherapy (nCRT) in patients with locally advanced rectal cancer (LARC) is essential for optimizing treatment decisions. This study aimed to deve...
LCC TENDOk1lZGljYWwgdGVjaG5vbG9neQ~~Idioma English
El enlace apunta a material asociado, anexos, tablas, datos o página complementaria. No se marca como libro/texto completo.
Material complementario
Predicting disease outcomes from remote monitoring using machine learning: a systematic review
Article
Article
Jonas Wolber et al · BMC · 2026 · ISSN 1472-6947
Abstract Background Chronic conditions cause millions of deaths annually worldwide. Remote patient monitoring using wearable devices and sensors, combined with machine learning (ML), offers promising strategies for disea...
LCC TENDOkNvbXB1dGVyIGFwcGxpY2F0aW9ucyB0byBtZWRpY2luZS4gTWVkaWNhbCBpbmZvcm1hdGljcw~~Idioma English
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Open Access
Respiratory microbiota maturation enables machine learning based age prediction in chickens
Article
Article
Alejandro Moreno-León et al · BMC · 2026 · ISSN 1471-2180
Abstract Background Understanding how the respiratory microbiota matures with age is key to improving poultry health and pathogen surveillance, yet the ecological processes shaping this transition remain elusive. We aime...
LCC TENDOk1pY3JvYmlvbG9neQ~~Idioma English
El enlace apunta a material asociado, anexos, tablas, datos o página complementaria. No se marca como libro/texto completo.
Material complementario
Integration of Systemic Immune-Inflammation Index and Lactate for diagnostic and early risk stratification in pediatric sepsis
Article
Article
Fan Liang et al · BMC · 2026 · ISSN 1471-2334
Abstract Background Pediatric sepsis remains a leading cause of global mortality, necessitating early and accurate risk stratification. Traditional scoring systems often fail to capture the rapid, non-linear progression ...
LCC TENDOkluZmVjdGlvdXMgYW5kIHBhcmFzaXRpYyBkaXNlYXNlcw~~Idioma English
El enlace apunta a material asociado, anexos, tablas, datos o página complementaria. No se marca como libro/texto completo.
Material complementario
Explainable artificial intelligence-based parametric analysis of cotton fiber and yarn properties
Article
Article
Baneswar Sarker et al · BMC · 2026 · ISSN 2523-3254
Abstract Background Effective modeling and parametric studies strengthen analyses of the influence of cotton fiber properties on the yarn properties, which are important for developing a higher-quality product. Machine l...
LCC TENDOlBsYW50IGN1bHR1cmU~Idioma English
El enlace apunta a material asociado, anexos, tablas, datos o página complementaria. No se marca como libro/texto completo.
Material complementario
Two-staged CT-based radiomics model in characterising early-stage ovarian carcinoma and benign ovarian masses
Article
Article
Jiarui Zhang et al · BMC · 2026 · ISSN 1757-2215
Abstract Background Characterisation of CT detected ovarian masses is challenging with overlapping imaging features, unreliable biomarker or clinical presentation. We proposed a two-staged CT-based radiomics model to ide...
LCC TENDOkd5bmVjb2xvZ3kgYW5kIG9ic3RldHJpY3M~Idioma English
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