Integrated specialty service readiness in health reform: connections in haemophilia comprehensive care
Bibliographic record
Abstract
The World Health Organization (WHO) has identified primary healthcare reform as a global priority whereby innovative practice changes are directed at improving health. This transformation to health reform in haemophilia service requires clarification of comprehensive care to reflect the WHO definition of health and key elements of primary healthcare reform. While comprehensive care supports effective healthcare delivery, comprehensive care must also be regarded beyond immediate patient management to reflect the broader system purpose in the care continuum with institutions, community agencies and government. Furthermore, health reform may be facilitated through integrated service delivery (ISD). ISD in specialty haemophilia care has the potential to reduce repetition of assessments, enhance care plan communication between providers and families, provide 24-h access to care, improve information availability regarding care quality and outcomes, consolidate access for multiple healthcare encounters and facilitate family self-efficacy and autonomy [1]. Three core aspects of ISD have been distinguished: clinical integration, information management and technology and vertical integration in local communities [2]. Selected examples taken from Canadian haemophilia comprehensive care illustrate how practice innovations are bridged with a broader system level approach and may support initiatives in other contexts. These innovations are thought to indicate readiness regarding ISD. Reflecting on the existing capacity of haemophilia comprehensive care teams will assist providers to connect and direct their existing strengths towards ISD and health reform.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.009 | 0.014 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.007 | 0.012 |
| Scholarly communication | 0.009 | 0.010 |
| Open science | 0.001 | 0.014 |
| Research integrity | 0.005 | 0.006 |
| Insufficient payload (model declined to judge) | 0.014 | 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 source (direct Gemma or distilled Codex), 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".