Beyond the Scores: Gendered Interpretations of Emergency Medicine Resident Assessments of Interdependent Performances
Notice bibliographique
Résumé
Purpose: In medicine, gender bias and gendered language within assessments of individual performance are well established. Recent shifts toward assessing interdependence (the ability to work supportively and collaboratively within teams) demand we understand how gender bias and gendered language influence assessments. In exploring how faculty assess residents' interdependent performances, this study evaluated how gender-presentation influences faculty raters' assessments of residents' interdependence in Emergency Medicine (EM). Methods: Using a multiple-methods (an experimental within-subjects study with follow-up interviews), 18 EM faculty from Canada and the United States assessed scripted videos of identical clinical encounters acted by male- and female-presenting residents. Faculty assessed female residents via anonymous online surveys and, six months later, assessed male residents via follow-up interviews using the same clinical scenarios. After every clip, faculty completed entrustable professional activity (EPA) and Milestone ratings and provided narrative justifications. Statistical analyses were conducted using Wilcoxon signed-rank tests to assess gender differences in EPA and Milestone scores. Qualitative data were analyzed using thematic analysis to identify recurring, gendered patterns in narrative justifications. Results: Quantitative results revealed no gender differences in Milestone and EPA scores, except for the resuscitation entrustment rating, where male residents were rated less favorably (z = -3.09, p = 0.002). Qualitative findings uncovered subtle gender differences. For the same clinical performances, male residents were frequently described as leaders, while female residents as collaborative. Furthermore, male residents' help-seeking was framed as proactive, whereas female residents' help-seeking was indicative of lacking knowledge. Finally, bias was not consistent across genders: male leadership expectations could negatively flavor assessments of male collaborative performances. Conclusion: EPA and Milestone scores showed marginal gender-based differences, while narrative justifications reflected clear gendered expectations about residents' interdependence. These findings highlight the need for equity-oriented assessment practices that interrogate both the numbers and the narratives. As team-based competencies like interdependence become central to clinical training, ensuring that assessments reflect fair, unbiased interpretations are essential to supporting all learners equitably.
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 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 | 0,002 | 0,003 |
| 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 | 0,001 |
| Communication savante | 0,000 | 0,000 |
| Science ouverte | 0,001 | 0,000 |
| Intégrité de la recherche | 0,000 | 0,000 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,003 | 0,000 |
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 tête enseignante, 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 ».