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Record W1523543007

Development of prototype phased array ultrasound systems for hyperthermia and targeted drug delivery

2005· article· en· W1523543007 on OpenAlexvenueno aff
Don Chorman, Robert J. McGough

Bibliographic record

VenueCanadian acoustics · 2005
Typearticle
Languageen
FieldEngineering
TopicUltrasound and Hyperthermia Applications
Canadian institutionsnot available
FundersCollege of Engineering, Michigan State UniversityNational Institutes of HealthMichigan State University
KeywordsPhased arrayBaffleHyperthermiaUltrasoundMaterials scienceBiomedical engineeringDrug deliveryThermal ablationAcousticsAblationElectrical engineeringAntenna (radio)EngineeringMechanical engineeringAerospace engineeringNanotechnologyMedicinePhysics
DOInot available

Abstract

fetched live from OpenAlex

The development of high power phased array ultrasound (US) systems used to generate and direct both moderate temperature hyperthermia and high temperature thermal ablation is discussed. The effects of hyperthermia and cavitation can also be utilized as activation mechanisms in targeted drug delivery. The one-dimensional prototype arrays are constructed from PZT (Navy Type III) and double-sized copper-clad Pyralux baffles. The system is tested after the ultrasound phased array is mounted in a water tank. It is found that the shape of the measured field in the direction of the array sampling is similar to the results obtained from computer simulations.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Methods · Consensus signal: none
Teacher disagreement score0.002
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0020.001

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.010
GPT teacher head0.197
Teacher spread0.188 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreMethods

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2005
Admission routes1
Has abstractyes

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