To Titrate or Not to Titrate: Factors influencing inpatient insulin management by residents and medical students
Pourquoi ce travail est dans la base
Une base qui oublie comment elle a trouvé un travail ne peut pas être vérifiée. Voici les voies qui ont admis celui-ci.
Notice bibliographique
Résumé
The prevalence of diabetes continues to rise, making inpatient management of diabetes an increasingly relevant issue. In teaching hospitals such as those affiliated with the University of Calgary, inpatient management of diabetes is often the responsibility of learners including residents and medical students. Several studies have demonstrated that learners lack knowledge and confidence in inpatient insulin management. To improve the way learners are taught about inpatient insulin titration, we sought to elucidate what contextual factors and mechanisms of an educational intervention are more likely to improve glycemic outcomes, and what factors, both conscious and subconscious, learners consider when making decisions about insulin titration. To determine the contextual factors and mechanisms of successful diabetes educational interventions, we conducted a realist synthesis. After analysing 21 studies, we found that interventions that improve the insulin prescribing process are necessary but not sufficient to improve glycemic outcomes. In-person, group, prescriber-specific interventions with a reinforcing intervention are more likely to be successful. To study the factors that learners consider when titrating insulin, we conducted a mixed methods study using a case-based survey loosely modelled on script concordance testing. We found that medical students prescribed insulin with greater concordance with staff endocrinologists than residents, yet residents had more confidence than medical students in their prescribing practices. Overall, the residents prescribed larger doses of insulin. The residents were susceptible to the subconscious influence of the seniority of the nurse asking for an insulin dose, yet the medical students were not. Both groups of learners prescribed more insulin in the presence of ketones and less when the patient had hypoglycemia unawareness. Residents prescribed less insulin when patients had T2DM compared to T1DM and medical students prescribed more when the blood sugar crossed the 20mmol/L threshold. We concluded that patient, prescriber, and systems factors ultimately influenced insulin prescribing practices. Overall, we concluded that a successful educational intervention to improve inpatient glycemic control would likely need to address prescribing practices in a prescriber-specific fashion and be followed with a reinforcing intervention. We proposed that medical students and residents may need different teaching methods to address possibly different cognitive processing methods.
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.
Prédiction distillée sur la base complète
Imitation des enseignantsNi prévalence calibrée, ni vérité terrain. Validation humaine à venir. Apprise à partir de 10 348 étiquettes directes de Codex et de 10 348 étiquettes directes de Gemma. Le mode candidate est l'union des têtes enseignantes seuillées; le consensus est leur intersection. Ces sorties portent le statut machine_predicted_unvalidated et ne sont ni des étiquettes humaines ni des étiquettes directes de modèles de pointe.
Scores Codex et Gemma par catégorie
| Catégorie | Codex | Gemma |
|---|---|---|
| Métarecherche | 0,000 | 0,000 |
| Méta-épidémiologie (sens strict) | 0,000 | 0,000 |
| Méta-épidémiologie (sens large) | 0,000 | 0,000 |
| Bibliométrie | 0,000 | 0,000 |
| Études des sciences et des technologies | 0,000 | 0,000 |
| Communication savante | 0,002 | 0,000 |
| Science ouverte | 0,001 | 0,001 |
| Intégrité de la recherche | 0,000 | 0,000 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,063 | 0,004 |
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 découle