ArticleInternational journal of environmental research and public health2021
Regression with Highly Correlated Predictors: Variable Omission Is Not the Solution.
Article in International journal of environmental research and public health, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 33 papers.
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Who cites it
33 citing papers in PubMed.
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- Sexual Racism and Mental Health Among Asian American Sexual Minority Men: The Moderating Role of Internalized Racism.Psychology of sexual orientation and gender diversity · 2026Article
- Land use is associated with Indigenous maternal death occurrence through Native and Western food security.iScience · 2026Article
- Prevalence of Internet Addiction Among Thai Pharmacy Students: A Cross-Sectional Study.International journal of environmental research and public health · 2026Article
- Postoperative Joint Line Convergence Angle (JLCA) following high tibial osteotomy is affected not only by preoperative JLCA but also by postoperative hip-knee-ankle angle.Journal of experimental orthopaedics · 2026Article
- Circular RNA hsa_circ_0006168: A potential biomarker for the diagnosis and prognosis of prostate cancer.Oncology letters · 2026Article
- Climate indicators for Austria since 1961 at 1 km resolution.Scientific data · 2026Article
- Spatiotemporal epidemiology and associated risk factors of tuberculosis incidence and mortality in Indonesia 2017-2022: a nationwide space-time hierarchical analysis.Population health metrics · 2026Article
- A nomogram integrating CTPA parameters and serum biomarkers to predict 30-day mortality and refine risk stratification in non-high-risk acute pulmonary embolism.Frontiers in cardiovascular medicine · 2026Article
- Development and External Validation of a Machine Learning Model for 90-Day Readmission in Hospitalized Older Patients with AECOPD: A Two-Center Study.International journal of chronic obstructive pulmonary disease · 2026Article
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- Analysis of Relative Abundance Distribution and Environmental Differences for Blue Mackerel (Animals : an open access journal from MDPI · 2025Article
- Predicting hospital admissions, ICU utilization, and prolonged length of stay among febrile pediatric emergency department patients using incomplete and imbalanced electronic health record (EHR) data strategies.International journal of medical informatics · 2025Article
- Tsetse and African Animal Trypanosomiasis status; prevalence, spatial distribution, and implications to control trypanosomiasis in Uganda.Tropical animal health and production · 2025Article
- Impact of short-term (24 h) blood pressure variability on 30-days clinical outcomes of acute strokes at two tertiary hospitals in Dar-es-Salaam.Frontiers in stroke · 2025Article
- Understanding emotional and health indicators underlying the burnout risk of healthcare workers.PloS one · 2025Article
- Enhancing Cardiovascular Risk Prediction: Development of an Advanced Xgboost Model with Hospital-Level Random Effects.Bioengineering (Basel, Switzerland) · 2024Article
- Regression without regrets -initial data analysis is a prerequisite for multivariable regression.BMC medical research methodology · 2024Article
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Authors and funding
4 authors.
Funding
Abstract
Regression models have been in use for decades to explore and quantify the association between a dependent response and several independent variables in environmental sciences, epidemiology and public health. However, researchers often encounter situations in which some independent variables exhibit high bivariate correlation, or may even be collinear. Improper statistical handling of this situation will most certainly generate models of little or no practical use and misleading interpretations. By means of two example studies, we demonstrate how diagnostic tools for collinearity or near-collinearity may fail in guiding the analyst. Instead, the most appropriate way of handling collinearity should be driven by the research question at hand and, in particular, by the distinction between predictive or explanatory aims.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.