Effect of telemedicine via videoconference on provider fatigue and empathy: Implications for the Quadruple Aim
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
Telemedicine via videoconferencing rapidly deployed during the COVID-19 pandemic reduces contact and opportunity for virus transmission, with Quadruple Aim benefits of improved population health and associated cost avoidance of COVID-related illness. Patient experience of telemedicine has generally been positive, but widespread use of videoconferencing outside of healthcare has brought growing recognition of associated mental fatigue. Experience in telepsychiatry shows attending to non-verbal communication and maintaining empathic rapport requires increased mental effort, making provider experience more sensitive to cumulative fatigue effects. Since empathy and therapeutic alliance are foundational to all physician-patient relationships, these telepsychiatry findings have implications for telehealth generally. Health leaders and providers planning for sustainable incorporation of videoconferencing into ongoing healthcare delivery should consider the potential for unintended negative effects on provider experience and burnout.
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| 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 it