ArticleSensors (Basel, Switzerland)2021
Infrared Thermography for Measuring Elevated Body Temperature: Clinical Accuracy, Calibration, and Evaluation.
Article in Sensors (Basel, Switzerland), 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers, 1 of them a synthesis that pooled it.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
17 citing papers in PubMed, 1 synthesis or guideline pooled it, 41 citations in OpenAlex.
- Non-Contact Infrared Thermometers and Thermal Scanners for Human Body Temperature Monitoring: A Systematic Review.Sensors (Basel, Switzerland) · 2023Pooled it
- Clinical Use of Infrared Thermography: Where Are We and Where Are We Going.Medicina (Kaunas, Lithuania) · 2026Article
- Graph-Tabular Latent Fusion for Non-Contact Body Temperature Prediction from Thermal Facial Landmarks.Sensors (Basel, Switzerland) · 2026Article
- A Comprehensive Review of Non-Invasive Core Body Temperature Measurement Techniques.Sensors (Basel, Switzerland) · 2026Review
- Validation of a Multi-Channel Ambient Sensor to Measure Vital Signs in Patients Within the Ward and at Home.Sensors (Basel, Switzerland) · 2025Observational
- Si APD-Based High Speed Infrared Radiation Thermometry for Analysing the Temperature Instability of a Combustion Chamber.Sensors (Basel, Switzerland) · 2024Article
- Exploring Thermal Dynamics in Wound Healing: The Impact of Temperature and Microenvironment.Clinical, cosmetic and investigational dermatology · 2024Review
- Best Practices for Body Temperature Measurement with Infrared Thermography: External Factors Affecting Accuracy.Sensors (Basel, Switzerland) · 2023Article
- A wireless infrared thermometry device for postoperative flap monitoring: Proof of concept in a porcine flap model.International wound journal · 2023Article
- Influence of Hospital Environmental Variables on Thermometric Measurements and Level of Concordance: A Cross-Sectional Descriptive Study.International journal of environmental research and public health · 2023Article
- Potential of using facial thermal imaging in patient triage of flu-like syndrome during the COVID-19 pandemic crisis.PloS one · 2023Article
- Article
- Statistical Study on Human Temperature Measurement by Infrared Thermography.Sensors (Basel, Switzerland) · 2022Article
- Temperature thresholds and screening of febrile people by non-contact measurement of the face using infrared thermography - A methodology proposal.Sensing and Bio-Sensing Research · 2022Article
- The Current State of Optical Sensors in Medical Wearables.Biosensors · 2022Review
- The Use of Thermography as an Auxiliary Method for Monitoring Convalescence after Facelift Surgery: A Case Study.International journal of environmental research and public health · 2022Article
- Regression model for predicting core body temperature in infrared thermal mass screening.IPEM-translationArticle
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors at 2 institutions in 1 country.
Funding
Abstract
Infrared thermographs (IRTs) implemented according to standardized best practices have shown strong potential for detecting elevated body temperatures (EBT), which may be useful in clinical settings and during infectious disease epidemics. However, optimal IRT calibration methods have not been established and the clinical performance of these devices relative to the more common non-contact infrared thermometers (NCITs) remains unclear. In addition to confirming the findings of our preliminary analysis of clinical study results, the primary intent of this study was to compare methods for IRT calibration and identify best practices for assessing the performance of IRTs intended to detect EBT. A key secondary aim was to compare IRT clinical accuracy to that of NCITs. We performed a clinical thermographic imaging study of more than 1000 subjects, acquiring temperature data from several facial locations that, along with reference oral temperatures, were used to calibrate two IRT systems based on seven different regression methods. Oral temperatures imputed from facial data were used to evaluate IRT clinical accuracy based on metrics such as clinical bias (Δcb), repeatability, root-mean-square difference, and sensitivity/specificity. We proposed several calibration approaches designed to account for the non-uniform data density across the temperature range and a constant offset approach tended to show better ability to detect EBT. As in our prior study, inner canthi or full-face maximum temperatures provided the highest clinical accuracy. With an optimal calibration approach, these methods achieved a Δcb between ±0.03 °C with standard deviation (σΔcb) less than 0.3 °C, and sensitivity/specificity between 84% and 94%. Results of forehead-center measurements with NCITs or IRTs indicated reduced performance. An analysis of the complete clinical data set confirms the essential findings of our preliminary evaluation, with minor differences. Our findings provide novel insights into methods and metrics for the clinical accuracy assessment of IRTs. Furthermore, our results indicate that calibration approaches providing the highest clinical accuracy in the 37-38.5 °C range may be most effective for measuring EBT. While device performance depends on many factors, IRTs can provide superior performance to NCITs.
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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.