Definition and research guide
This page combines a MeSH definition, publication statistics and selected research abstracts. It is a starting point for reading the literature, not a medical textbook or a systematic evidence review.
Content available: 4 complete abstracts (865 words), 10 references. Full article text is not stored or reproduced here; follow the PMID, DOI or PMC links to read the original sources and their access terms.
Definition
Any device or element which converts an input signal into an output signal of a different form. Examples include the microphone, phonographic pickup, loudspeaker, barometer, photoelectric cell, automobile horn, doorbell, and underwater sound transducer. (McGraw Hill Dictionary of Scientific and Technical Terms, 4th ed)
Definition: NLM Medical Subject Headings (MeSH) scope note (Public domain (U.S. National Library of Medicine); attribution requested). View the MeSH record.
Also known as: Transducer.
Where it fits in the MeSH classification
- Broader topics
- Electrical Equipment and Supplies
- Narrower topics
- Transducers, Pressure
Research landscape
PubMed indexes 18,437 records tagged with the MeSH heading “Transducers” (counts retrieved 2026-11-04). 1,416 of them (7.7%) were published from 2020 onward, and the busiest period so far is through 1999 with 6,131 records.
Reviews account for 868 records (4.7%) and meta-analyses for 7. Randomized controlled trials number 156 (0.8%) as a share of all records on the topic. Randomized trials make up only a small share of this literature, so much of what is known comes from laboratory, observational or descriptive work.
Show the data
| Period | Records |
|---|---|
| through 1999 | 6,131 |
| 2000-2009 | 5,360 |
| 2010-2019 | 5,530 |
| 2020 onward | 1,416 |
Publication-type chart data
| Type | Records | Share |
|---|---|---|
| Reviews | 868 | 4.7% |
| Meta-analyses | 7 | 0.0% |
| Randomized controlled trials | 156 | 0.8% |
Method: PubMed query "Transducers"[MeSH Terms] with publication-type and date filters, retrieved 2026-11-04.
Reading the evidence in diagnostics and medical technology
A test or device is judged by how well it detects a condition, how often it gives false alarms or misses cases, and whether using it improves outcomes for people. Accuracy depends on who is tested and how common the condition is, so a test that performs well in a specialist hospital can perform differently in the community. Check the reference standard, the population studied, the sensitivity and specificity and whether results were confirmed in a separate group.
Evidence from open-access studies
These open-access studies come from PubMed’s best-match results for this heading (papers whose main topic it is), ranked here by citation count, with one recent addition. Each abstract is reproduced in full under its recorded open licence so that you can read the authors’ own words. They illustrate the literature; they are not a systematic summary of it. Citation counts measure attention, not reliability or clinical benefit.
| Study / authors | Year | Source label / design | Europe PMC citations | Licence / source |
|---|---|---|---|---|
| Benchmark problems for transcranial ultrasound simulation: Intercomparison of compressional wave models | 2022 | Research article Design not recorded in structured metadata | 85 | cc by PMID 36050189 · DOI · PMC9553291 |
| A photoacoustic patch for three-dimensional imaging of hemoglobin and core temperature | 2022 | Research article Design not recorded in structured metadata | 60 | cc by PMID 36522334 · DOI · PMC9755152 |
| Cuffless blood pressure monitoring from a wristband with calibration-free algorithms for sensing location based on bio-impedance sensor array and autoencoder | 2022 | Research article Design not recorded in structured metadata | 49 | cc by PMID 35013376 · DOI · PMC8748973 |
| Regionally resolved cardiac metabolism using a dipole-loop array coil for 7 T 31P-MRSI | 2025 | Research article Design not recorded in structured metadata | 5 | cc by PMID 40123193 · DOI · PMC12137756 |
Benchmark problems for transcranial ultrasound simulation: Intercomparison of compressional wave models [1]
Abstract reading summary — source excerpts
- Opening excerpt
- Computational models of acoustic wave propagation are frequently used in transcranial ultrasound therapy, for example, to calculate the intracranial pressure field or to calculate phase delays to correct for skull distortions.
- Closing excerpt
- The benchmark definitions, model results, and intercomparison codes are freely available to facilitate further comparisons.
- Interpretation limits
- Verbatim excerpts from the authors’ abstract; the closing excerpt may describe a finding, limitation or recommendation. Design, population, effect size and uncertainty have not been independently extracted or appraised. Read the complete abstract and linked paper before interpreting the findings.
Read complete abstract (223 words)
Computational models of acoustic wave propagation are frequently used in transcranial ultrasound therapy, for example, to calculate the intracranial pressure field or to calculate phase delays to correct for skull distortions. To allow intercomparison between the different modeling tools and techniques used by the community, an international working group was convened to formulate a set of numerical benchmarks. Here, these benchmarks are presented, along with intercomparison results. Nine different benchmarks of increasing geometric complexity are defined. These include a single-layer planar bone immersed in water, a multi-layer bone, and a whole skull. Two transducer configurations are considered (a focused bowl and a plane piston operating at 500 kHz), giving a total of 18 permutations of the benchmarks. Eleven different modeling tools are used to compute the benchmark results. The models span a wide range of numerical techniques, including the finite-difference time-domain method, angular spectrum method, pseudospectral method, boundary-element method, and spectral-element method. Good agreement is found between the models, particularly for the position, size, and magnitude of the acoustic focus within the skull. When comparing results for each model with every other model in a cross-comparison, the median values for each benchmark for the difference in focal pressure and position are less than 10% and 1 mm, respectively. The benchmark definitions, model results, and intercomparison codes are freely available to facilitate further comparisons.
Abstract reproduced from the open-access article under the recorded cc by licence; © the authors. PMID 36050189 · DOI · PMC9553291
A photoacoustic patch for three-dimensional imaging of hemoglobin and core temperature [2]
Abstract reading summary — source excerpts
- Opening excerpt
- Electronic patches, based on various mechanisms, allow continuous and noninvasive monitoring of biomolecules on the skin surface.
- Closing excerpt
- With access to biomolecules in deep tissues, this technology adds unprecedented capabilities to wearable electronics and thus holds significant implications for various applications in both basic research and clinical practice.
- Interpretation limits
- Verbatim excerpts from the authors’ abstract; the closing excerpt may describe a finding, limitation or recommendation. Design, population, effect size and uncertainty have not been independently extracted or appraised. Read the complete abstract and linked paper before interpreting the findings.
Read complete abstract (178 words)
Electronic patches, based on various mechanisms, allow continuous and noninvasive monitoring of biomolecules on the skin surface. However, to date, such devices are unable to sense biomolecules in deep tissues, which have a stronger and faster correlation with the human physiological status than those on the skin surface. Here, we demonstrate a photoacoustic patch for three-dimensional (3D) mapping of hemoglobin in deep tissues. This photoacoustic patch integrates an array of ultrasonic transducers and vertical-cavity surface-emitting laser (VCSEL) diodes on a common soft substrate. The high-power VCSEL diodes can generate laser pulses that penetrate >2 cm into biological tissues and activate hemoglobin molecules to generate acoustic waves, which can be collected by the transducers for 3D imaging of the hemoglobin with a high spatial resolution. Additionally, the photoacoustic signal amplitude and temperature have a linear relationship, which allows 3D mapping of core temperatures with high accuracy and fast response. With access to biomolecules in deep tissues, this technology adds unprecedented capabilities to wearable electronics and thus holds significant implications for various applications in both basic research and clinical practice.
Abstract reproduced from the open-access article under the recorded cc by licence; © the authors. PMID 36522334 · DOI · PMC9755152
Cuffless blood pressure monitoring from a wristband with calibration-free algorithms for sensing location based on bio-impedance sensor array and autoencoder [3]
Abstract reading summary — source excerpts
- Opening excerpt
- Continuous monitoring of blood pressure (BP) is essential for the prediction and the prevention of cardiovascular diseases.
- Closing excerpt
- 79 for systolic BP, respectively.
- Interpretation limits
- Verbatim excerpts from the authors’ abstract; the closing excerpt may describe a finding, limitation or recommendation. Design, population, effect size and uncertainty have not been independently extracted or appraised. Read the complete abstract and linked paper before interpreting the findings.
Read complete abstract (204 words)
Continuous monitoring of blood pressure (BP) is essential for the prediction and the prevention of cardiovascular diseases. Cuffless BP methods based on non-invasive sensors integrated into wearable devices can translate blood pulsatile activity into continuous BP data. However, local blood pulsatile sensors from wearable devices suffer from inaccurate pulsatile activity measurement based on superficial capillaries, large form-factor devices and BP variation with sensor location which degrade the accuracy of BP estimation and the device wearability. This study presents a cuffless BP monitoring method based on a novel bio-impedance (Bio-Z) sensor array built in a flexible wristband with small-form factor that provides a robust blood pulsatile sensing and BP estimation without calibration methods for the sensing location. We use a convolutional neural network (CNN) autoencoder that reconstructs an accurate estimate of the arterial pulse signal independent of sensing location from a group of six Bio-Z sensors within the sensor array. We rely on an Adaptive Boosting regression model which maps the features of the estimated arterial pulse signal to systolic and diastolic BP readings. BP was accurately estimated with average error and correlation coefficient of 0.5 ± 5.0 mmHg and 0.80 for diastolic BP, and 0.2 ± 6.5 mmHg and 0.79 for systolic BP, respectively.
Abstract reproduced from the open-access article under the recorded cc by licence; © the authors. PMID 35013376 · DOI · PMC8748973
Regionally resolved cardiac metabolism using a dipole-loop array coil for 7 T 31P-MRSI [4]
Abstract reading summary — source excerpts
- Opening excerpt
- PurposeWe introduce a novel commercial phosphorus-31 (31P) dipole-loop array coil, describing the coil hardware and testing its performance on phantoms.
- Closing excerpt
- The new capability to assess PCr/γATP ratios across the whole left ventricle could enable clinical studies to investigate regional changes in cardiac energetics for the first time.
- Interpretation limits
- Verbatim excerpts from the authors’ abstract; the closing excerpt may describe a finding, limitation or recommendation. Design, population, effect size and uncertainty have not been independently extracted or appraised. Read the complete abstract and linked paper before interpreting the findings.
Read complete abstract (260 words)
PurposeWe introduce a novel commercial phosphorus-31 (31P) dipole-loop array coil, describing the coil hardware and testing its performance on phantoms. We used this coil to assess cardiac metabolism per region in healthy volunteers.MethodsB1 + field maps were simulated and compared to maps measured with a set of CSI sequences with varying voltages. Seventeen volunteers were scanned with 7 T phosphorus-31 magnetic resonance spectroscopic imaging (31P-MRSI). Reproducibility was assessed in nine of these volunteers. Strain was measured for six of these volunteers at 3 T.ResultsBlood- and saturation-corrected Phosphocreatine/γ-adenosine triphosphate (PCr/ATP) ratios were measured for four regions of the left ventricle: 1.86 in septum, 2.25 in anterior wall, 1.41 in inferior wall, and 1.53 in lateral wall, respectively. These are in the expected range compared to previous studies. B1 + maps show good signal uniformity around the position of the heart (0.13 ± 0.06 μT/sqrt(W)). Intrasession and intersession coefficients of reproducibility were 0.22-0.88 and 0.29-0.79, respectively. Linear modeling shows that regional PCr/γATP correlates with circumferential strain but not radial strain. This requires corroboration by a larger study including patients with impaired function and energetics.ConclusionDipole-loop array coils present a promising new approach for human cardiac 31P-MRSI at 7 T. Their favorable B1 + uniformity at depth and specific absorption rate over loop arrays and improved SNR when combined with loops for reception could be beneficial for further clinical studies measuring energetics by 31P-MRSI at 7 T. The new capability to assess PCr/γATP ratios across the whole left ventricle could enable clinical studies to investigate regional changes in cardiac energetics for the first time.
Abstract reproduced from the open-access article under the recorded cc by licence; © the authors. PMID 40123193 · DOI · PMC12137756
Key reviews and meta-analyses
The most cited review-type papers among PubMed’s best-match results for this heading, listed with bibliographic details only. Follow the links for the full text and access terms.
- Research article Nonlinear magic: multiphoton microscopy in the biosciences [5]
- Research article Electrochemical DNA sensors [6]
- Research article Brain computer interfaces, a review [7]
- Research article Analytical applications of aptamers [8]
- Research article Gait analysis using wearable sensors [9]
- Research article Engineered nanomaterials for biophotonics applications: improving sensing, imaging, and therapeutics [10]
References
- Aubry JF, Bates O, Boehm C, Butts Pauly K, Christensen D, Cueto C, et al.. Benchmark problems for transcranial ultrasound simulation: Intercomparison of compressional wave models. . 2022. PMID 36050189 · DOI · PMC9553291
- Gao X, Chen X, Hu H, Wang X, Yue W, Mu J, et al.. A photoacoustic patch for three-dimensional imaging of hemoglobin and core temperature. . 2022. PMID 36522334 · DOI · PMC9755152
- Ibrahim B, Jafari R. Cuffless blood pressure monitoring from a wristband with calibration-free algorithms for sensing location based on bio-impedance sensor array and autoencoder. . 2022. PMID 35013376 · DOI · PMC8748973
- Karkouri J, Watson W, Forner R, Weir-McCall JR, Horn T, Hill M, et al.. Regionally resolved cardiac metabolism using a dipole-loop array coil for 7 T 31P-MRSI. . 2025. PMID 40123193 · DOI · PMC12137756
- Zipfel WR, Williams RM, Webb WW. Nonlinear magic: multiphoton microscopy in the biosciences. Nat Biotechnol. 2003. PMID 14595365 · DOI
- Drummond TG, Hill MG, Barton JK. Electrochemical DNA sensors. Nat Biotechnol. 2003. PMID 14520405 · DOI
- Nicolas-Alonso LF, Gomez-Gil J. Brain computer interfaces, a review. Sensors (Basel). 2012. PMID 22438708 · DOI · PMC3304110
- Tombelli S, Minunni M, Mascini M. Analytical applications of aptamers. Biosens Bioelectron. 2005. PMID 15854817 · DOI
- Tao W, Liu T, Zheng R, Feng H. Gait analysis using wearable sensors. Sensors (Basel). 2012. PMID 22438763 · DOI · PMC3304165
- West JL, Halas NJ. Engineered nanomaterials for biophotonics applications: improving sensing, imaging, and therapeutics. Annu Rev Biomed Eng. 2003. PMID 14527314 · DOI
About this article
- Sources
- NLM Medical Subject Headings (definition, synonyms); NCBI PubMed (counts, identifiers); Europe PMC (open-access abstracts and citation counts).
- Verification
- Every reference was resolved against PubMed on 2026-11-04; title, year and DOI matched.
- Review state
- automated source verified; no human expert review has been recorded yet.
- Version
- 1, last updated 2026-11-04.
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Evidence strength
EvidenceHelix's computed view of the study designs behind this topic: how common meta-analyses, randomized trials and reviews are, how recent the literature is, and a plain-language reading. It describes the design mix of the literature. It is not a quality appraisal of any study, and it is not medical advice.