Reducing Procedural Waste on the Internal Medicine Wards
Notice bibliographique
Résumé
This study was performed at The Ottawa Hospital, a tertiary academic center with over 1300 beds across two campuses. This study adhered to the Standards for Quality Improvement Reporting Excellence (SQUIRE 2.0) guidelines and received an ethics waiver from our Research Ethics Board. A baseline waste audit of bedside paracentesis and thoracentesis on the internal medicine (IM) wards was performed from January to June 2023 to establish baseline waste estimates and identify opportunities for waste reduction. Interventions were developed based on findings from the first audit, in consultation with local experts and affected parties, with a goal of reducing waste by 50%. The audit was repeated from July 2023 to February 2024 after interventions were implemented. Data was collected through direct observation and by structured reporting. 1. Development and dissemination of a minimal supplies checklist: Residents were observed to use various functionally equivalent trays that differed in waste. An evidence-based minimal supplies checklist was created to standardize supplies and minimize waste (see Table 1 ). Development and dissemination of a minimal supplies checklist: Residents were observed to use various functionally equivalent trays that differed in waste. An evidence-based minimal supplies checklist was created to standardize supplies and minimize waste (see Table 1 ). 2. Optimization of the on-site procedure cart: The procedure cart was reorganized to include only the recommended supplies. Regular cart restocking was undertaken by unit administrators. Optimization of the on-site procedure cart: The procedure cart was reorganized to include only the recommended supplies. Regular cart restocking was undertaken by unit administrators. 3. “Just in Case” to “Just in Time”: To minimize waste from over-gathering “just in case” supplies, while ensuring standard of care, additional “just in time” supplies were instead readily accessible immediately outside of the procedure areas. Unused and uncontaminated “just in time” supplies were returned to the clean utility. “Just in Case” to “Just in Time”: To minimize waste from over-gathering “just in case” supplies, while ensuring standard of care, additional “just in time” supplies were instead readily accessible immediately outside of the procedure areas. Unused and uncontaminated “just in time” supplies were returned to the clean utility. 4. Educational interventions: A video demonstrating implementation of the minimal supplies list was produced and distributed to internal medicine residents. Further training was communicated through weekly e-newsletters, teaching sessions, and the clinical teaching unit orientation. Educational interventions: A video demonstrating implementation of the minimal supplies list was produced and distributed to internal medicine residents. Further training was communicated through weekly e-newsletters, teaching sessions, and the clinical teaching unit orientation. Outcome measures included the number of wasted supplies, defined as the number of unused and discarded items gathered per procedure, as well as the per procedure waste weight. Considering that the number of fluid collection bottles used per procedure varies inherently due to patient factors, a “fixed supply waste weight metric” was calculated by subtracting the weight associated with the collection bottles from the total weight. Whitney U tests with continuity correction were used to compare differences between the number of wasted supplies and fixed supply waste weight for the pre- and post-intervention audits. Pre- and post-intervention audits comprised 10 procedures each (13 paracentesis and 7 thoracentesis total). Between the two audits, there was a statistically significant difference in the primary outcomes, as shown in Table 2 . The proportion of total unused and wasted supplies per audit was successfully reduced by half, from 55.9% ( n = 292) to 24.2% ( n = 104) for the pre- and post-intervention audits, respectively.
Récupéré en direct depuis OpenAlex et désinversé. Les résumés ne sont pas conservés dans cette base de données : les index inversés représentent 8,6 Go des 9,3 Go de texte de la base, et le serveur dispose de 13 Go libres.
Comment cette classification a été obtenuedéplier
Prédiction machine sur la base complète
Imitation des enseignantsNi prévalence calibrée, ni vérité terrain. Validation humaine à venir. Le volet Gemma est une étiquette directe du modèle pour chaque travail de la base, lue sur la notice réduite au titre. Le volet Codex est un classifieur appris des 10 348 étiquettes directes de Codex et calibré sur les taux pondérés de l'échantillon; les champs sans appui suffisant ne portent aucun appel Codex. Le mode candidate est l'union des deux volets; le consensus est leur intersection. Ces sorties portent le statut machine_predicted_unvalidated et ne sont pas des étiquettes humaines.
Scores du classifieur distillé par catégorie (deux têtes)
| Catégorie | Codex | Gemma |
|---|---|---|
| Métarecherche | 0,005 | 0,028 |
| Méta-épidémiologie (sens strict) | 0,001 | 0,000 |
| Méta-épidémiologie (sens large) | 0,001 | 0,001 |
| Bibliométrie | 0,003 | 0,002 |
| Études des sciences et des technologies | 0,002 | 0,001 |
| Communication savante | 0,002 | 0,001 |
| Science ouverte | 0,002 | 0,004 |
| Intégrité de la recherche | 0,001 | 0,001 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,005 | 0,001 |
Scores machine (provisoires)
Les deux têtes enseignantes du modèle étudiant, lues sur ce travail. Un score ordonne la base pour la relecture; il n'affirme jamais une catégorie, et le statut de validation accompagne chaque rangée tel quel.
Scores de référence d'un modèle non mature (critères de maturité non atteints, 7 itérations). Un score ordonne; il n'affirme jamais une catégorie.
score_only:v0-immature-baseline · tel quel depuis la passe de notation : score_only signifie que le nombre peut ordonner les travaux, et qu'aucune étiquette de catégorie n'en découleClassification
machine, non validéePrédiction automatique; un appel candidat d’une seule source (Gemma direct ou Codex distillé), pas un consensus.
Le détail, modèle par modèle et score par score, se trouve en fin de page sous « Comment cette classification a été obtenue ».