Bedside ultrasonography performed by family physicians in outpatient medical offices in Whitehorse, Yukon.
Bibliographic record
Abstract
INTRODUCTION: We sought to determine the current practices and opinions of family physicians in Whitehorse, YT, regarding bedside ultrasonography performed by family physicians in outpatient medical offices. METHODS: A paper survey was administered to Whitehorse family physicians. Only those who had worked for longer than 6 months in a community outpatient clinic in Whitehorse were invited to participate. RESULTS: The response rate of our survey was 44%. None of the respondents reported currently using bedside ultrasonography in their outpatient medical offices; however, 78% reported having training in ultrasonography and using it in another setting. Of the respondents, 94% stated they would consider using bedside ultrasonography in their outpatient medical office. Economics was the biggest reported barrier in the use of bedside ultrasonography in outpatient medical offices. CONCLUSION: A wealth of experience in bedside ultrasonography already exists among family physicians in Whitehorse, and an overwhelming majority of physicians are ready to embrace its use in outpatient offices. However, the skills and willingness of family physicians have not translated into the use of bedside ultrasonography in outpatient medical offices.
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How this classification was reachedexpand
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".