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machine learning algorithm based risk prediction score  (Angelini Pharma)

 
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    Angelini Pharma machine learning algorithm based risk prediction score
    Machine Learning Algorithm Based Risk Prediction Score, supplied by Angelini Pharma, used in various techniques. Bioz Stars score: 86/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
    https://www.bioz.com/product/machine+learning+algorithm/approach+learning+machine/pm41829618-279-11-8
    Average 86 stars, based on 1 article reviews
    machine learning algorithm based risk prediction score - by Bioz Stars, 2026-09
    86/100 stars

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    Related Articles

    other:

    Article Title: The role of neutrophils in the pathophysiology of knee osteoarthritis
    Article Snippet: Using a machine-learning approach, Angelini et al21 identifed three dominant KOA endotypes: 1) a low tissue turnover endotype characterized by low levels of infammatory and structural damage-related biomarkers; 2) a structural damage endotype defned by elevated concentrations of bone and cartilage degradation markers; and 3) a systemic infammation endotype distinguished by increased levels of proinfammatory cytokines and MMP-related markers, again implicating neutrophil-driven mechanisms (Figure 1).

    Article Title: Development of a Machine Learning-Based Predictive Model and Clinically Oriented Web Application for 30-Day Mortality Following Cardiac Surgery.
    Article Snippet: Sinha, S.; Dong, T.; Dimagli, A.; Judge, A.; Angelini, G.D. A machine learning algorithm-based risk prediction score for in-hospital/30day mortality after adult cardiac surgery.

    Article Title: Identifying OA subgroups based on biochemical data.
    Article Snippet: 246 | mAY 2022 | volume 18 Three distinct OA subtypes (clusters) were identified, reflecting differences in their underlying biology Despite much research, progress in developing diseasemodifying drugs for osteoarthritis (OA) has been slow, owing in part to the heterogeneity of the disease.. In a new study, Angelini et al. used a machine learning approach to stratify patients with OA into distinct subsets that correspond to their underlying pathophysiology, with potential implications for individualized treatments that target specific disease mechanisms.. The authors studied 297 patients with knee OA.

    Article Title: Uncovering Phenotypes in Sensorineural Hearing Loss: A Systematic Review of Unsupervised Machine Learning Approaches
    Article Snippet: In particular, unsupervised machine learning (UML), a branch of artificial intelligence (AI), has been successfully applied to disease phenotyping across a range of clinical specialties—including neurology (Eshaghi et al. 2021; Dadu et al. 2022), cardiology (Banerjee et al. 2023; Hu et al. 2024), and respiratory medicine (Angelini et al. 2023).

    Biomarker Discovery:

    Article Title: From Skin to Brain: Key Genetic Mediators Associating Cutaneous Inflammation and Neurodegenerative Diseases
    Article Snippet: .. In an explainable ML study on PD, Angelini et al. [ ] applied the CatBoost algorithm with SHAP analysis to data from the Parkinson’s Progression Markers Initiative, demonstrating that disease progression follows sex-specific patterns, with rigidity, autonomic dysfunction, and SNCA variants being more influential in males, whereas verbal fluency and urinary dysfunction were stronger predictors in females [ ]. ..

    Article Title: From Skin to Brain: Key Genetic Mediators Associating Cutaneous Inflammation and Neurodegenerative Diseases.
    Article Snippet: .. In an explainable ML study on PD, Angelini et al. [15] applied the CatBoost algorithm with SHAP analysis to data from the Parkinson’s Progression Markers Initiative, demonstrating that disease progression follows sex-specific patterns, with rigidity, autonomic dysfunction, and SNCA variants being more influential in males, whereas verbal fluency and urinary dysfunction were stronger predictors in females [15]. ..



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