Use Of Telemedicine For ED Physician Coverage In Critical Access Hospitals Increased After CMS Policy Clarification
Bibliographic record
Abstract
There is a chronic shortage of physicians to cover emergency departments (EDs) in critical access hospitals. A 2013 memorandum from the Centers for Medicare and Medicaid Services clarified that a telemedicine physician could fulfill the regulatory requirements for physician backup when advanced practice providers were at telemedicine-equipped critical access hospital EDs but local physicians were not. In a sample of nineteen hospitals, coverage schedules in 2016 showed that seven had begun the use of tele-ED physician backup for advanced practice providers, decreasing local physician coverage in their EDs. These seven hospitals tended to have decreasing ED staffing costs, while the hospitals not applying this policy showed continually increasing staffing costs over time. Telemedicine also provided other benefits, such as improved physician recruitment and retention. In the future, more critical access hospitals will likely use telemedicine to provide physician backup for advanced practice providers staffing the ED.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".