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
Providing care for patients and caring about patients should go hand in hand. Caring implicates our fundamental attitude towards patients, and our ability to convey kindness, compassion and respect. Yet all too often, patients and families experience health care as impersonal, mechanical; and quickly discover that patienthood trumps personhood. The consequences of a medical system organized around care rather than caring are considerable. Despite technical competence, patients and families are less satisfied with medical encounters when caring is lacking. Lack of empathy and emotional disengagement from patients typifies health care provider burnout. Caring is the gateway to disclosure; without it, patients are less likely to say what is bothering them, leading to missed diagnoses, medical errors and compromised patient safety. There are also liability issues, with most complaints levied against health care professionals stemming from failures in care tenor. Formal education for health care providers lacks a continued focus on achieving a culture of caring. If caring really matters, health care systems can insist on certain behaviors and impose certain obligations on health care providers to improve care tenor, empathy, and effective communication. Caregivers need to be engaged in looking at their own attitudes towards patients, their own vulnerability, their own fears and whatever else it is that shapes their tone of care. Health care professionals must set aside some time, supported by their institutions, to advance a culture of caring-now is the time to take action.
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 | 0.001 | 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 | 0.000 | 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 it