PP106 Regional Guidance On Aids For Ostomy
Bibliographic record
Abstract
INTRODUCTION: The Veneto Region established a Technical Panel for Continence (TPC) with the purpose of producing guidance for aids based on a Health Technology Assessment (HTA) approach. TPC is a multidisciplinary experts group that involves local clinicians, pharmacists, health economist and patients associations. Among its tasks, TPC can issue recommendations in the field of appropriate use, purchasing and distribution for aids. Currently the TPC is investigating aids for ostomy patients in order to provide the first regional guidance on appropriateness and disease management for ostomy. METHODS: The Regional Health Technology Assessment Unit (CRUF) conducted a literature review of the evidence on aids for ostomy. Grey literature, and National and Regional laws and regulations were also included in the analysis. TPC discussed the collected evidence by consensus. Final recommendations have been sent to the Regional Technical Committee on Medical Devices (CTRDM) for eventual remarks, before final approval. RESULTS: The literature review did not retrieve any relevant international studies on the topic, except for the Canadian clinical guidelines on ostomy. The upcoming regional guidance will suggest recommendations on: (i) appropriate patient disease management based on a multidisciplinary team evaluation; (ii) characteristics and selection criteria for ostomy aids and related accessories; (iii) prescribing medical specialists, authorization and distribution features; and (iv) specific indicators for appropriateness monitoring. CONCLUSIONS: The regional guidance on aids and accessories for ostomy aim at ensuring the appropriateness throughout the Regional Health Service. The strict monitoring of agreed indicators is essential for appropriateness compliance and consequently the sustainability of regional medical devices expenditure.
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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 | 0.004 | 0.016 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.007 | 0.005 |
| Insufficient payload (model declined to judge) | 0.169 | 0.094 |
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".