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Development of the Dose Accumulation Workflow: Evaluating the Feasibility of Automation for Quality Improvement
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Canadian affiliationAn author listed a Canadian institution. This is the only route the usual frame has.
The three-model screen
all 1,000 screened works →All three models called this out of scope.
stratum: aff_core · design weight: 5595.24 (the sample is stratified; any rate computed without the weight is wrong)
Claude Opus 4.8OUT
genre: empirical
about Canada: no
confidence: medium
No abstract; title indicates automation of a radiotherapy dose-accumulation workflow for clinical quality improvement.
GPT-5.6 (high)OUT
genre: empirical
about Canada: no
confidence: high
This work concerns automation of a clinical dose-accumulation workflow, not research practice.
Grok 4.5OUT
genre: other
about Canada: no
confidence: low
Missing abstract; title indicates clinical radiotherapy dose-workflow automation for care quality improvement.
Abstract
No abstract. This is not a gap in this database — OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.
The record
- Venue
- Journal of medical imaging and radiation sciences
- Topic
- Economic and Financial Impacts of Cancer
- Field
- Economics, Econometrics and Finance
- Canadian institutions
- Princess Margaret Cancer Centre
- Funders
- —
- Keywords
- WorkflowAutomationComputer scienceQuality assuranceHead and neckNuclear medicineMedicineMedical physicsSurgeryDatabaseEngineering
- Has abstract in OpenAlex
- no