Patient‐centered care: Key elements applicable to chronic liver disease
Bibliographic record
Abstract
Chronic liver disease (CLD) is a progressive illness with high symptom burden and functional and cognitive impairment, often with comorbid mental and substance use disorders. These factors lead to significant deterioration in quality of life, with immense burden on patients, caregivers, and healthcare. The current healthcare system in the United States does not adequately meet the needs of patients with CLD or control costs given the episodic, reactive, and fee-for-service structure. There is also a need for clinical and financial accountability for CLD care. In this context, we describe the key elements required to shift the CLD care paradigm to a patient-centered and value-based system built upon the Porter model of value-based health care. The key elements include (1) organization into integrated practice units, (2) measuring and incorporating meaningful patient-reported outcomes, (3) enabling technology to allow innovation, (4) bundled care payments, (5) integrating palliative care within routine care, and (6) formalizing centers of excellence. These elements have been shown to improve outcomes, reduce costs, and improve overall patient experience for other chronic illnesses and should have similar benefits for CLD. Payers need to partner with providers and systems to build upon these elements and help align reimbursements with patients' values and outcomes. The national organizations such as the American Association for Study of Liver Diseases need to guide key stakeholders in standardizing these elements to optimize patient-centered care for CLD.
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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 | 0.000 |
| 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) | 0.002 | 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".