+ HEALTH Aims Intramuscular fat (IMF) is increasingly recognized as a marker of ectopic adiposity and adverse cardiome…+ HEALTH Periapical lesions are challenging to detect on intraoral radiographs because of anatomical superimposition a…± HEALTH Ultrasound imaging is an indispensable diagnostic tool, yet its profound reliance on operator expertise inher…+ HEALTH Objectives We adapted the individualized polysocial risk score (iPsRS), a machine learning model originally d…± HEALTH Melioidosis is a life-threatening infectious disease caused by Burkholderia pseudomallei ( Bp ). Rapid diagno…+ HEALTH Classification is a core machine learning task, and ensemble voting methods are widely used to improve predic…+ CLIMATE Microplastic (MP) pollution poses escalating environmental risks, demanding efficient and reproducible tools…± HEALTH Medicinal chemistry sits at the center of modern drug discovery, yet translating molecular designs into appro…
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TRV-2026-0053Retracted — remains on the recordPeer-reviewed

How Large Language Models Are Reshaping Skills and Job Requirements for Public Health Professionals in Saudi Arabia

Context: Large Language Models (LLMs) such as ChatGPT, Gemini, and DeepSeek are transforming professional work across sectors by enhancing information processing and decision support. In public health, these technologies offer the potential to improve efficiency, analytical capacity, and data-driven decision-making. Yet, their integration raises concerns about workforce preparedness, evolving s...

Health · The Trace — both readings · certified 2026-07-12 · v2 · article view · machine-readable

This record was retracted on 2026-07-13 — Model backfill: source did not support a publishable AI-impact claim. It remains permanently retrievable here, as does every prior version below.
Current reading — gain

How Large Language Models Are Reshaping Skills and Job Requirements for Public Health Professionals in Saudi Arabia: In public health, these technologies offer the potential to improve efficiency, analytical capacity, and data-driven decision-making.

Current reading — problem

Yet, their integration raises concerns about workforce preparedness, evolving s... Context: Large Language Models (LLMs) such as ChatGPT, Gemini, and DeepSeek are transforming professional work across sectors by enhancing information processing and decision support.

What this doesn’t fix

Machine-ingested summary: the claims above reflect a single primary source and have not been weighed against contradicting evidence by a Truvace editor yet.

Evidence

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Truvace Impact Record TRV-2026-0053, v2: “How Large Language Models Are Reshaping Skills and Job Requirements for Public Health Professionals in Saudi Arabia.” Truvace, 2026-07-13. /record/TRV-2026-0053 (accessed at citation time). sha256 76d1eb5ae527064f…

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Every change to this record since certification, in the open.

  1. Retractedv276d1eb5ae527…

    Model backfill: source did not support a publishable AI-impact claim

  2. Certifiedv110fef0e05331…

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