← all works
Changing the Learning Curve in Novice Laparoscopists: Incorporating Direct Visualization into the Simulation Training Program
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
Surgical simulation training study; clinical skills education, not research training or the research workforce.
GPT-5.6 (high)OUT
genre: empirical
about Canada: no
confidence: high
The study concerns surgical simulation training for novice laparoscopists, not research itself.
Grok 4.5OUT
genre: empirical
about Canada: no
confidence: medium
Surgical skills simulation training for novice laparoscopists is clinical education, not study of the research workforce or research methods.
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 surgical education
- Topic
- Surgical Simulation and Training
- Field
- Medicine
- Canadian institutions
- Western University
- Funders
- —
- Keywords
- VisualizationLearning curveProtocol (science)Depth perceptionDreyfus model of skill acquisitionLaparoscopic surgerySpecialtyCurriculumTask (project management)Transfer of trainingLaparoscopyPerceptionMedicineMedical educationComputer scienceMedical physicsSurgeryArtificial intelligencePsychologyKnowledge management
- Has abstract in OpenAlex
- no