A literature-based study of patient-centered care and communication in nurse-patient interactions: barriers, facilitators, and the way forward
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 healthcare services that respect and meet patients' and caregivers' needs are essential in promoting positive care outcomes and perceptions of quality of care, thereby fulfilling a significant aspect of patient-centered care requirement. Effective communication between patients and healthcare providers is crucial for the provision of patient care and recovery. Hence, patient-centered communication is fundamental to ensuring optimal health outcomes, reflecting long-held nursing values that care must be individualized and responsive to patient health concerns, beliefs, and contextual variables. Achieving patient-centered care and communication in nurse-patient clinical interactions is complex as there are always institutional, communication, environmental, and personal/behavioural related barriers. To promote patient-centered care, healthcare professionals must identify these barriers and facitators of both patient-centered care and communication, given their interconnections in clinical interactions. A person-centered care and communication continuum (PC4 Model) is thus proposed to orient healthcare professionals to care practices, discourse contexts, and communication contents and forms that can enhance or impede the acheivement of patient-centered care in clinical practice.
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) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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