Academic Articles & Research Papers

Machine learning-driven prediction of in-hospital cardiac arrest among critically ill patients with traumatic spinal cord injury: a multicenter cohort study.

Wang Y, Peng X, Li W, Wang Y et al. • Frontiers in cardiovascular medicine (2026)

PMC PMC Public Access (View-Only) DOI: 10.3389/fcvm.2026.1818433 PMC: PMC13617107

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Identification of Key Features Pivotal to the Characteristics and Functions of Gut Bacteria Taxa through Machine Learning Methods.

Li Z, Ma Q, Li H, Lu L et al. • Current gene therapy (2025)

PMC PMC Public Access (View-Only) DOI: 10.2174/0115665232367064250630202337 PMC: PMC13621372

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Clinical Characteristics and Machine Learning-Based Severity Classification of Chlamydia psittaci Pneumonia: A Retrospective Cohort Study.

Lei X, Zhao L, Zhong Z, Lin H et al. • Infection and drug resistance (2026)

PMC PMC Public Access (View-Only) DOI: 10.2147/IDR.S622689 PMC: PMC13621948

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From surveillance to intelligence: a scoping review of machine learning for antimicrobial resistance surveillance intelligence across One Health.

Rabbani SA, El-Tanani M, Matalka II, Sharma S et al. • Frontiers in public health (2026)

PMC PMC Public Access (View-Only) DOI: 10.3389/fpubh.2026.1922265 PMC: PMC13627374

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Factors associated with prior pregnancy loss among multigravid women: a retrospective machine learning analysis from an African population cohort.

Nabisubi P, Kintu TM, Atwine MT, Bumba J et al. • Frontiers in global women's health (2026)

PMC PMC Public Access (View-Only) DOI: 10.3389/fgwh.2026.1803064 PMC: PMC13627422

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Multi-source machine learning for short-term influenza forecasting in Hunan Province, China: a spatiotemporal analysis using surveillance, search, meteorological and air-quality data.

Sun Q, Bahati J, Zhao H, Hu Z et al. • BMC infectious diseases (2026)

PMC PMC Public Access (View-Only) DOI: 10.1186/s12879-026-13811-8 PMC: PMC13632280

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A machine learning model for predicting six-month rehospitalization in heart failure patients with multiple comorbidities.

Awasthy R, Seavers ML, Awasthy A • Frontiers in cardiovascular medicine (2026)

PMC PMC Public Access (View-Only) DOI: 10.3389/fcvm.2026.1612592 PMC: PMC13630637

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Machine learning versus conventional methods for prehospital detection of stroke due to large vessel occlusion or intracranial haemorrhage.

Garcia BL, Dekker L, Bekker R, Wermer MJH et al. • European stroke journal (2026)

PMC PMC Public Access (View-Only) DOI: 10.1093/esj/aakag112 PMC: PMC13639102

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Utilizing categorical boosting and SHAP to understand key predictors of frequency of use at discharge for completed substance abuse treatments in TEDS-D.

Flynn C, Abad S, Wooton B, Jansen C et al. • Machine learning. Health (2026)

PMC PMC Public Access (View-Only) DOI: 10.1088/3049-477X/ae9bc7 PMC: PMC13643250

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Heterogeneous wealth-related differences in modern contraceptive use in Bangladesh: a machine learning-based g-computation analysis of the DHS 2022 cross-sectional survey.

Saha S, Rana S • Journal of health, population, and nutrition (2026)

PMC PMC Public Access (View-Only) DOI: 10.1186/s41043-026-01371-1 PMC: PMC13647603

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Machine learning-enabled wastewater-based surveillance for emerging pathogen detection and monitoring: current applications, challenges, and future prospects.

Song A, Jia P, Luo J, Pang X et al. • Emerging microbes & infections (2026)

PMC PMC Public Access (View-Only) DOI: 10.1080/22221751.2026.2731499 PMC: PMC13652061

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Intersectionality in AI and Machine Learning for Health Care: Protocol for a Scoping Review.

Dinh DA, St Louis J, Ziegler E, Gongal P et al. • JMIR research protocols (2026)

PMC PMC Public Access (View-Only) DOI: 10.2196/103601 PMC: PMC13669704

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Development, Validation, and Deployment of an Interpretable Machine Learning Model for In-Hospital Mortality Prediction in Critically Ill Patients with COPD and Sepsis: A Multicenter Cohort Study.

Ju J, Chen J, Li G, Wang J et al. • International journal of chronic obstructive pulmonary disease (2026)

PMC PMC Public Access (View-Only) DOI: 10.2147/COPD.S643148 PMC: PMC13671419

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Integrating machine learning and geospatial technologies for spatio-temporal analysis of urban expansion and land use transformation in Gambella Town, Ethiopia.

Dararo KF, Jal Dup G, Chemeda WM, Karuppannan S • PloS one (2026)

PMC PMC Public Access (View-Only) DOI: 10.1371/journal.pone.0360419 PMC: PMC13682665

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Mapping and conservation analysis of upper montane evergreen broad-leaved forest using machine learning and geodata.

Zhang W, Wang Y, Zhou Y, Liu Y et al. • Ecological applications : a publication of the Ecological Society of America (2026)

PMC PMC Public Access (View-Only) DOI: 10.1002/eap.70333 PMC: PMC13691411

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Machine learning classification of digital exclusion in ageing populations across five international cohorts.

Wan S, Fu C, Lu C, Ding Z et al. • NPJ digital medicine (2026)

PMC PMC Public Access (View-Only) DOI: 10.1038/s41746-026-03268-z PMC: PMC13694266

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Machine Learning, Deep Learning, and IoT for Waste Classification and Intelligent Waste Management: A PRISMA-Based Systematic Review.

Khan MR, Salam MA, Akter F, Rahman MW et al. • Sensors (Basel, Switzerland) (2026)

PMC PMC Public Access (View-Only) DOI: 10.3390/s26206569 PMC: PMC13709313

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GLORIF1, a global river flow dataset created by integrating process-based modelling and machine learning.

Işık SB, Pomarol Moya O, Magni M, Nussbaum M et al. • Scientific data (2026)

PMC PMC Public Access (View-Only) DOI: 10.1038/s41597-026-07658-6 PMC: PMC13710845

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A machine learning framework for predicting healthcare insurance claim denials.

Jadoon MM, Miakhil O, Chakari NR, Qureshi MB et al. • Frontiers in health services (2026)

PMC PMC Public Access (View-Only) DOI: 10.3389/frhs.2026.1927175 PMC: PMC13713848

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Global thyroid cancer incidence in relation to dietary and socioeconomic factors: an ecological machine learning study.

Li Y, Liu D, Qin R, Li X et al. • Frontiers in oncology (2026)

PMC PMC Public Access (View-Only) DOI: 10.3389/fonc.2026.1842508 PMC: PMC13719374

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