SOCIAL DRIVERS OF HEALTH IN A LARGE ACADEMIC LUPUS CLINIC
Notice bibliographique
Résumé
PV097a / #117 Poster Topic: AS11 - Epidemiology and Public Health Background/Purpose Adverse social drivers of health (SDoH) in systemic lupus erythematosus (SLE) are associated with worse health outcomes and quality of life. The aim of this initiative was to provide support to SLE patients with SDoH needs. To respect patient autonomy, financial support was given as $100 cash to spend as they deemed best. Herein, we report the clinical characteristics of those who received financial support as well as the patient and staff perspective of the program. Methods Adult Duke Lupus Clinic (DLC) patients are screened annually for SDoH insecurities. From January 2024 to October 2024, SLE patients were with food and/or transportation insecurity by routine SDoH screening, lupus nephritis patients with federally funded (Medicare and/or Medicaid) or no insurance, and patients with a SDoH need as determined by the treating clinician’s discretion qualified for financial support. These patients were offered 1) $100 cash at the end of visit 2) a referral to NCCare360, a statewide community social support program, and 3) a referral to DukeWell, an internal healthcare navigation program. After the visit, patients completed an anonymous survey on barriers to healthcare and experience with the program. Feedback was obtained from the clinic team. The clinical and demographic data of participants in the Duke Lupus Registry (DLR) who did and did not receive cash assistance were analyzed. Results Cash was distributed to 101 DLC patients; 27 patients received cash at more than 1 visit. Of the 276 DLR patients seen during this time, 74 patients (26%) received cash assistance and underwent analysis. There was no difference in age, disease duration, gender, and Hispanic ethnicity between participants who had identified SDoH barriers and those who did not (Table 1). However, patients with identified SDoH barriers were more likely to have lower educational attainment, federally funded insurance or no health insurance, and a low annual income. Nearly half of patients with an identified SDoH barrier reported food insecurity and over a quarter reported transportation insecurity. Nearly three-quarters identified difficulty paying for a variety of basic needs such as food, housing, medical care, and heating. Participants with an identified SDoH barrier were more likely to have a history of brain fog, fatigue, waking unrefreshed, and anxiety in the previous 18 months. Over three-quarters of patients completed the anonymous survey. Over half of patients had never worked with a case manager or social worker. The most frequently reported barriers to managing and accessing healthcare included the cost of food (55%), cost of utilities (45%), and cost of medications (43%). Feedback from patients was overwhelmingly positive (Table 2), with patients frequently sharing emotions such as “grateful” or “blessed.” Quotes from the clinical team highlight the profound, positive impact of the program, with team members noting how the cash assistance has addressed tangible needs of patients with SLE. Table 1. Demographics and Disease Manifestations Table 2. Patient and clinical team quotes about the cash assistance program. Conclusions A financial support program was implemented to address SDoH needs that are identified upon routine clinic screening. A range of SDoH needs and financial difficulty affording food, utilities, and medications are not uncommon in SLE. Those with SDoH needs experienced a greater burden of fatigue, pain, and mental health suggesting a connection between social, environmental, and physical health. Patients and the clinical team expressed gratitude and appreciation for program. Sustainable programs that screen and address SDoH could impact disparities in lupus outcomes.
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 | 0,001 | 0,002 |
| Méta-épidémiologie (sens strict) | 0,000 | 0,000 |
| Méta-épidémiologie (sens large) | 0,000 | 0,000 |
| Bibliométrie | 0,002 | 0,002 |
| Études des sciences et des technologies | 0,006 | 0,001 |
| Communication savante | 0,002 | 0,001 |
| Science ouverte | 0,001 | 0,002 |
| Intégrité de la recherche | 0,001 | 0,002 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,007 | 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 ».