Collateral benefits: Unintended consequences of the Roots of Empathy program
Notice bibliographique
Résumé
ABSTRACT
 ObjectivesRoots of Empathy is a school-based mental health program with demonstrated effectiveness in reducing bullying and aggression, and raising children’s social/emotional competence and empathy. This study examines the program’s impact on several longer-term health and social outcomes that are related to the program’s goals, but not specifically targeted by the program’s design or objectives.
 ApproachThis study used linked, de-identified administrative records of health, education, social service use and justice system involvement for children and youth in Manitoba who participated in the ROE program, along with a carefully matched comparison group. Propensity scores were used along with hard matching on key variables to ensure comparability of groups. Outcome measures encompass a broad array of health, educational, and social indicators including hospitalization for injury, teen pregnancy, high school graduation, involvement with the criminal justice system, and suicide attempts. Analyses were performed at the Manitoba Centre for Health Policy (MCHP), using SAS 9.4.
 ResultsFindings from analyses of data from the pilot study (N=688) reveal several ‘collateral benefits’ that may be related to the program, though most differences did not reach statistical significance in this initial sample. (Results from the full sample will be available May 2016; N ~ 8000.) Compared to matched counterparts who did not receive the program, ROE participants had lower rates of teen pregnancy (6.6% vs 9.6%; p=0.19), and school grade repetition (2.4% vs 3.8%, p=0.09), and higher rates of high school graduation (77.7% vs 73.5%, p=.36). However, they also had higher rates of injury-related hospitalization (6.4% vs 5.0%, p=0.14). Even in this small pilot, sub-group analyses for some outcomes showed significant differences for some strata but not others. Analyses of the full study group (underway) will provide more robust results.
 ConclusionThese findings provide intriguing evidence suggesting beneficial impacts in several longer-term health and social outcomes that could feasibly be related to participation in the Roots of Empathy program. The multi-variable propensity scores and hard-matching algorithms used on this large group provide considerable confidence in attributing group differences to program participation. Results from the full sample will provide more conclusive results, and allow sub-group analyses. The linkage of databases from health, education, social service and justice systems provides a unique opportunity to examine the truly multi-dimensional long-term impacts of a program already proven to provide dramatic improvements in short and medium-term outcomes.
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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 | 0,004 | 0,008 |
| 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 | 0,002 | 0,002 |
| Communication savante | 0,000 | 0,002 |
| Science ouverte | 0,005 | 0,001 |
| Intégrité de la recherche | 0,000 | 0,000 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,000 | 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 ».