MétaCan
Menu
← Back to cohort
Record W1985721936 · doi:10.1118/1.3476149

Poster — Thur Eve — 44: Short Term Development Effects of Gafchromic EBT2 Film

2010· article· en· W1985721936 on OpenAlexaff
M Lamey, C. Field, Marna B. McKenzie, B. G. Fallone

Bibliographic record

VenueMedical Physics · 2010
Typearticle
Languageen
FieldPhysics and Astronomy
TopicAdvanced Radiotherapy Techniques
Canadian institutionsPrincess Margaret Cancer CentreUniversity of Alberta
Fundersnot available
KeywordsTomotherapyScannerDosimetryMaterials scienceImaging phantomIrradiationCalibrationNuclear medicineOpticsMedicinePhysicsRadiation therapy

Abstract

fetched live from OpenAlex

Introduction: Gafchromic external beam therapy (EBT)2 is used in our clinic to verify the delivery of Tomotherapy patient plans. We have investigated the short term development effects of Gafchromic film up to 16 hours after irradiation. The importance of the scan position of the film along the active region of a Vidar Pro Dosimetry scanner is also studied. Materials/Methods: An EBT2 film is placed between two halves of a cylindrical phantom. A calibration plan which delivers dose in 13 predefined regions on the film is delivered on a Tomotherapy Hi‐ART 2 (Tomotherapy Inc., Madison WI) system. A point dose is taken within the phantom and used to determine the film irradiation response. The film was scanned using a Vidar Pro Dosimetry Advantage (Vidar, Herndon, VA, USA) scanner. The film was scanned after irradiation at times ranging from 5 minutes to 16 hours. The importance of the film position along the scanner active region was investigated by scanning the film under two conditions: at the edge of the scanner and at the middle of the scanner. Results/Discussion: One hour after irradiation the film had developed to 98.5 % of the measured OD at 16 hours, while after 2 hours, the film had developed to approximately 99 % of the measured OD at 16 hours. Specific to our calibration file setup, we measured a difference of 4.7 % in the 54 cGy region. This large difference could be important when using film to determine the acceptance of patient plans.

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)0.000
metaresearch head score (Gemma)0.000
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: Empirical · Consensus signal: Empirical
Teacher disagreement score0.018
Threshold uncertainty score0.060

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0180.002

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 head0.005
GPT teacher head0.264
Teacher spread0.259 · 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
GenreEmpirical

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
Published2010
Admission routes1
Has abstractyes

Explore more

Same venueMedical Physics→Same topicAdvanced Radiotherapy Techniques→French-language works237,207→