Academic Articles & Research Papers

Nonlinear Association of Length of Stay with In-Hospital Mortality in Alzheimer's Disease Hospitalizations: Admission-Only vs. Inpatient-Course Prediction Using Explainable Machine Learning.

Alkam T, Tarshizi E, Van Benschoten AH • Geriatrics (Basel, Switzerland) (2026)

PMC PMC Public Access (View-Only) DOI: 10.3390/geriatrics11050136 PMC: PMC13600026

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Patterns and trends in atrial fibrillation and atrial flutter incidence rates in G20 countries (1990-2021) and predictions to 2050.

Yuan M, Ye M, Li C, Zhao Y et al. • Medicine (2026)

PMC PMC Public Access (View-Only) DOI: 10.1097/MD.0000000000050755 PMC: PMC13619252

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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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Community medical centers struggle to produce well-calibrated clinical prediction models: Data augmentation can help.

Brown KE, Malin BA, Davis SE • Journal of biomedical informatics (2026)

PMC PMC Public Access (View-Only) DOI: 10.1016/j.jbi.2026.105012 PMC: PMC13629187

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From QSAR to deep learning: an interpretable comprehensive pipeline with a read-across approach for mutagenicity prediction via the Enalos Cloud Platform.

Varsou DD, Tsoumanis A, Longhin EM, Dusinska M et al. • RSC advances (2026)

PMC PMC Public Access (View-Only) DOI: 10.1039/d6ra05786a PMC: PMC13557173

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Calibrated, cost-sensitive, explainable ensemble learning for customer churn prediction in retail banking: a leakage-safe pipeline and single-dataset case study.

Karim F, Alam MI, Lalafaryan A, Mkrtchyan A et al. • Frontiers in artificial intelligence (2026)

PMC PMC Public Access (View-Only) DOI: 10.3389/frai.2026.1889639 PMC: PMC13627369

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Identifying Patients with Rapid Progression to Diabetic Retinopathy in Type 2 Diabetes: A Simple Prediction Model for Community Settings.

Zhao J, Kang Z, Niu D, Chai Z et al. • Diabetes, metabolic syndrome and obesity : targets and therapy (2026)

PMC PMC Public Access (View-Only) DOI: 10.2147/DMSO.S624132 PMC: PMC13633481

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Prediction models for endometriosis-associated ovarian malignancy: A systematic review and meta-analysis.

Tu X, Xie W, Han S, Leng M et al. • European journal of obstetrics & gynecology and reproductive biology: X (2026)

PMC PMC Public Access (View-Only) DOI: 10.1016/j.eurox.2026.100496 PMC: PMC13635556

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Immune and inflammatory radiogenomics of radiotherapy-induced normal-tissue toxicity: genetic susceptibility, mechanisms, risk prediction, and clinical translation.

Zhang S, Wu Y, Liu Q, Yang H et al. • Frontiers in immunology (2026)

PMC PMC Public Access (View-Only) DOI: 10.3389/fimmu.2026.1956614 PMC: PMC13639961

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Household-level food-insecurity prediction from experience-scale surveys and open geospatial data: A reproducible machine-learning pipeline for Nigeria.

Osung PO • PloS one (2026)

PMC PMC Public Access (View-Only) DOI: 10.1371/journal.pone.0349978 PMC: PMC13645075

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Prevalence, risk-factors and early prediction of impaired kidney function among indigenous adults in Odisha, India: A secondary analysis.

Kshatri JS, Deo V, A K K, Rehman T et al. • The Indian journal of medical research (2026)

PMC PMC Public Access (View-Only) DOI: 10.25259/IJMR_491_2026 PMC: PMC13650849

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CRC-TrustBench: benchmarking cross-study and cross-country generalization in gut metagenomic colorectal cancer prediction.

Zhang Y, Cidan Y, Xu J, Li B • Frontiers in microbiology (2026)

PMC PMC Public Access (View-Only) DOI: 10.3389/fmicb.2026.1971707 PMC: PMC13650428

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Trust your gut: the neuro-gastroenteric mechanics of prediction and expectation.

Caccamo A • Frontiers in human neuroscience (2026)

PMC PMC Public Access (View-Only) DOI: 10.3389/fnhum.2026.1956182 PMC: PMC13654766

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BRIDGE-KO: auditable transfer learning with bridged knockoffs improves cross-cohort microbiome prediction of immunotherapy response.

Sun J, Fan Z, Caldino Bohn R, Kim S et al. • Briefings in bioinformatics (2026)

PMC PMC Public Access (View-Only) DOI: 10.1093/bib/bbag545 PMC: PMC13660471

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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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Artificial intelligence, explainable deep learning, and generative models for osteoporosis and bone disease prediction: a systematic review and future research roadmap.

Raja M, Jayaram Reddy A • Frontiers in artificial intelligence (2026)

PMC PMC Public Access (View-Only) DOI: 10.3389/frai.2026.1930437 PMC: PMC13672560

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Global, regional and national cancer burden and trends of middle-aged and older populations: a GBD 2021-based analysis, prediction and prevention.

Sun R, Shi F, Tang Y, Song H et al. • Frontiers in oncology (2026)

PMC PMC Public Access (View-Only) DOI: 10.3389/fonc.2026.1859604 PMC: PMC13683138

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Composition of Health Care Contact Days and Mortality Prediction Among Older Adult Clinical Trial Participants.

Gupta A, Till C, LeBlanc ML, Hershman DL et al. • JCO oncology practice (2026)

PMC PMC Public Access (View-Only) DOI: 10.1200/OP-25-01182 PMC: PMC13689520

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Candidate molecular endotypes and dynamic risk prediction in anti-MDA5-positive dermatomyositis-associated interstitial lung disease: a systematic scoping review.

Zuo Z, Yang J, Li J, Li R et al. • Frontiers in immunology (2026)

PMC PMC Public Access (View-Only) DOI: 10.3389/fimmu.2026.1979138 PMC: PMC13690796

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Host availability modifies climate-based predictions of Hyalomma rufipes distribution with geographically variable effects of livestock mobility.

Agboka KM, Mumo S, Meltus QJ, Baleba SBS et al. • Current research in parasitology & vector-borne diseases (2026)

PMC PMC Public Access (View-Only) DOI: 10.1016/j.crpvbd.2026.100444 PMC: PMC13694926

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