IGGQ Research Publishing
IGGQ Journal CTPH
Medicine and public health

Clinical Translation & Population Health

Evidence moving from discovery to care and communities.

ISSN pending Monthly (12 issues per year) Open access
Editorial intake: preparing
Current volume

Articles

19 published · View all articles →

Multifunctional hydrogel sensors with dynamic covalent networks for machine learning-assisted Parkinson's disease diagnosis and encrypted human-computer interaction: Scalability and Operational Maintainability

Abram Matthews, Brooks Crawford, Clayton Lawson

Scalability includes not only throughput but also maintenance burden, observability, update procedures, and the ability to recover from operational failure. This structured evidence review evaluates "Multifunctional hydrogel sensors with dy...

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Personalized prediction of lymph node metastasis in papillary thyroid microcarcinoma - a nomogram and web calculator: Risk Stratification and Threshold Selection

Trent Webb, Warren Patterson, Zach Jenkins

Risk stratification is a decision problem in which thresholds, class prevalence, error costs, and downstream actions must be evaluated together. This structured evidence review evaluates "Personalized prediction of lymph node metastasis in...

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Multifunctional hydrogel sensors with dynamic covalent networks for machine learning-assisted Parkinson's disease diagnosis and encrypted human-computer interaction: Monitoring Performance and Model Drift

Parker Warren, Reed Butler, Russell Gibson

A result that is credible at launch may degrade as inputs, workflows, and populations change, making longitudinal monitoring part of the evidence rather than an afterthought. This structured evidence review evaluates "Multifunctional hydrog...

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Personalized prediction of lymph node metastasis in papillary thyroid microcarcinoma - a nomogram and web calculator: Reproducibility and Reporting Standards

Kent Bryant, Lance Woods, Mitchell Mason

Reproducibility depends on reporting the data, procedures, parameters, exclusions, and uncertainty needed for an independent team to reconstruct the analysis. This structured evidence review evaluates "Personalized prediction of lymph node...

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Multifunctional hydrogel sensors with dynamic covalent networks for machine learning-assisted Parkinson's disease diagnosis and encrypted human-computer interaction: Uncertainty and Sensitivity Analysis

Heath Porter, Ivan Freeman, Jake Ellis

Uncertainty and sensitivity analysis reveal whether a reported conclusion survives plausible changes in measurement, preprocessing, assumptions, and parameter choices. This structured evidence review evaluates "Multifunctional hydrogel sens...

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Personalized prediction of lymph node metastasis in papillary thyroid microcarcinoma - a nomogram and web calculator: Deployment and Systems Integration

Elliott Griffin, Felix Barnes, Graham Hamilton

Operational value depends on latency, resource use, interface dependencies, and reliability within the systems that must host the method. This structured evidence review evaluates "Personalized prediction of lymph node metastasis in papilla...

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Multifunctional hydrogel sensors with dynamic covalent networks for machine learning-assisted Parkinson's disease diagnosis and encrypted human-computer interaction: Robustness Under Distribution Shift

Chase Hayes, Dalton Chapman, Drew Marshall

Robustness depends on whether conclusions remain stable when the data distribution, case mix, prevalence, or operating environment differs from the reported setting. This structured evidence review evaluates "Multifunctional hydrogel sensor...

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Chemical element concentrations in cord whole blood and the risk of preterm birth for pregnant women in Guangdong, China: Reproducibility and Reporting Standards

Jake Porter, Kent Freeman, Lance Ellis

Reproducibility depends on reporting the data, procedures, parameters, exclusions, and uncertainty needed for an independent team to reconstruct the analysis. This structured evidence review evaluates "Chemical element concentrations in cor...

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Enhancing the Interpretation of Spirometry - Joint Utilization of n-Order Adaptive Fourier Decomposition and Deep Learning Techniques: Robustness Under Distribution Shift

Carson Russell, Chase Graham, Dalton Palmer

Robustness depends on whether conclusions remain stable when the data distribution, case mix, prevalence, or operating environment differs from the reported setting. This structured evidence review evaluates "Enhancing the Interpretation of...

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The association between low birth weight and dental caries among 11-to-13-year-old school age children in Ningbo, China: Deployment and Systems Integration

Dawson Wilson, Emmett Collins, Finn Turner

Operational value depends on latency, resource use, interface dependencies, and reliability within the systems that must host the method. This structured evidence review evaluates "The association between low birth weight and dental caries...

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Expression profiling of mRNA and functional network analyses of genes regulated by human papilloma virus E6 and E7 proteins in HaCaT cells: Robustness Under Distribution Shift

Abram Murphy, Brooks Cooper, Clayton Fisher

Robustness depends on whether conclusions remain stable when the data distribution, case mix, prevalence, or operating environment differs from the reported setting. This structured evidence review evaluates "Expression profiling of mRNA an...

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Environmental Exposure Mixtures and Cardiopulmonary Risk

Christopher Taylor

This population-health review examines environmental exposure mixtures and cardiopulmonary risk. The organizing question is how correlated chemical and physical exposures can be linked to health without overstating component-specific causal...

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Clinical Evaluation of Large-Language-Model Decision Support

Daniel Brown

This clinical methods review examines clinical evaluation of large-language-model decision support. The organizing question is what evidence is required before generated recommendations can influence diagnosis, treatment, or triage. Ten rel...

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