CatBoost Model Predicts Inpatient Respiratory Failure Risk in Asthma Patients
A retrospective cohort study developed a CatBoost machine learning model using five routine laboratory markers to predict the risk of ...
Tag: Risk Prediction Model
Clinical Nomogram Predicts Pulmonary Embolism Risk in Severe Pneumonia ICU Patients
Researchers developed and internally validated a clinical nomogram to estimate pulmonary embolism risk among intensive care patients with severe community-acquired ...
Simple Logistic Regression Shows Stable Screening Performance for Depressive Symptoms in COPD
A study of community-based chronic obstructive pulmonary disease patients found that an interpretable logistic regression model using six clinical predictors ...
Nomogram Accurately Predicts Intraoperative Hypothermia Risk in DIEP Breast Reconstruction Patients
Researchers have constructed and validated an early warning nomogram model identifying key protective and risk factors for intraoperative hypothermia in ...
Antifungal liver injury study pinpoints KDR as shared hepatotoxicity target
A retrospective cohort of 199 pulmonary mycosis patients on triazole antifungals identified baseline liver enzymes and immunocompromised status as risk ...
Machine Learning Flags Airway Cast Risk in Children With Mycoplasma Pneumonia
A single-center retrospective study of 702 hospitalized children with Mycoplasma pneumoniae pneumonia developed eight machine learning models that identified nine ...
Nomogram predicts catheter-related thrombosis risk in people living with HIV
A retrospective study of 1,216 people living with HIV produced a temporally validated nomogram that identifies eleven risk factors for ...
Oxidative Stress Gene Signature Flags Prostate Cancer Recurrence Risk
A LASSO-based risk score built from oxidative stress-related genes predicts biochemical recurrence in prostate cancer, with LAMP5 knockdown reducing PC3 ...
Exploratory model links vaginal microbiota and metabolites to preterm birth risk
An exploratory second-trimester model combining vaginal microbiota sequencing and metabolomics showed internally validated discrimination for preterm birth risk.
Prediction Model Flags Stubborn Low Albumin in Peritoneal Dialysis Patients
A retrospective study of 368 peritoneal dialysis patients identified diabetes, elevated C-reactive protein, and high peritoneal transport as key risk ...
CT and Blood Markers Predict Severe Mycoplasma Pneumonia in Children
A retrospective single-center study built an interpretable model using CT features and laboratory indicators, including LDH and multilobar involvement, to ...
New COPD Risk Tool ACCEPT 3.0 Cuts Overprediction Across 18 Countries
Recalibrating the ACCEPT COPD exacerbation prediction tool with country-specific background risk substantially improved its calibration across 18 countries in the ...
Nomogram Predicts Peritoneal Metastasis in Ovarian Cancer Before Surgery
A multicenter retrospective study developed a nomogram combining ultrasound findings, CA125, HE4 and D-dimer to predict peritoneal metastasis in ovarian ...
CT-based digital twin score predicts one-year asthma exacerbation risk in retrospective study
A retrospective single-center study of 505 adults with asthma developed a ten-variable multimodal score combining clinical, laboratory, lung-function and quantitative ...
New AI Risk Score Predicts Long-Term Disability After Stroke Using Routine Blood Tests
Researchers in China have developed an internally validated machine learning model that predicts long-term post-stroke disability from routine admission blood ...
When Diabetics’ Kidneys Fail Silently: The Albumin-Negative Kidney Disease That May Be a Different Condition Entirely
A new retrospective cohort study finds that non-albuminuric diabetic kidney disease is a distinct subtype marked by heavier macrovascular disease ...
New Risk Model Flags Skin Damage Around PICC Lines Before It Strikes
A prospective study of nearly 1,900 patients in China has developed and temporally validated a six-factor prediction model for catheter-associated ...
New Model Predicts Sarcopenic Obesity Risk in Seniors
In an era where the global population is aging at an unprecedented rate, the health and wellness of older adults ...
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