Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
None of the telemedicine units (videoconferencing) used within Canada and the United States are licensed as medical devices. 1,2This failure of telemedicine equipment to meet basic quality and physical operational standards of medical device regulations may result in negative patient safety/clinical outcomes. 3In addition to the possible negative patient safety outcomes, failure to meet basic licensing may unnecessarily expose the healthcare worker and respective organization to litigation risks. 4 Definition of TelemedicineWhat is a telemedicine unit?Within the telehealth community, the terms telehealth, telemedicine, and televideo-consultation often are interchanged and are not utilized exclusively to denote a specific device.For the purpose of this article, telemedicine is defined as the use of information and/or communications technologies to exchange clinical healthcare information, services and expertise over short and long distance. 5More specifically for this article, a telemedicine unit typically would comprise a videoconferencing system that includes a monitor, camera, cart, and coder-decoder.Additionally, a telemedicine unit may have, but is not required to have, medical device peripherals attached to and/or integrated with the videoconferencing equipment.Such medical device peripherals may include a store and forward PC, picture archiving and communica-tion systems (PACS), stethoscope, video-otoscope, videodermascope, ophthalmoscope, and other similar devices.
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it