MétaCan
Menu
Retour à la cohorte
Enregistrement W2128418907 · doi:10.1186/ar3951

Usual source of care and geographic region are largest predictors of healthcare quality for incident lupus nephritis in US Medicaid recipients

2012· article· en· W2128418907 sur OpenAlexfundno aff
Jinoos Yazdany, Candace H. Feldman, Jun S. Liu, MM Ward, MA Fischer, KH Costenbader

Notice bibliographique

RevueArthritis Research & Therapy · 2012
Typearticle
Langueen
DomaineMedicine
ThématiqueSystemic Lupus Erythematosus Research
Établissements canadiensnon disponible
Organismes subventionnairesCanadian Arthritis NetworkNational Institutes of HealthNational Institute of Arthritis and Musculoskeletal and Skin DiseasesArthritis SocietyLupus Research Alliance
Mots-clésMedicaidLupus nephritisMedicineRheumatologyHealth careInternal medicineQuality (philosophy)Family medicineDisease

Résumé

récupéré en direct d'OpenAlex

Little is known about the quality of healthcare delivered to patients with lupus nephritis in the United States and the major determinants of quality remain unknown. We aimed to examine the sociodemographic, geographic, and healthcare system factors associated with performance on a healthcare quality measure in a nationwide cohort of Medicaid recipients with incident lupus nephritis. We used US Medicaid analytic extract (MAX) data from 2000 to 2004 containing person-level files on Medicaid eligibility, utilization and payments. We identified patients meeting a validated administrative data definition of incident lupus nephritis, and used this group as the denominator population for the quality metric (QM). The QM numerator assessed receipt of i nduction therapy with glucocorticoids and another immunosuppressant (azathioprine, mycophenolate mofetil, mycophenolic acid, cyclophosphamide, cyclosporine A, or tacrolimus) within 90 days of lupus nephritis onset. Patients with end-stage renal disease were excluded. We used multivariable logistic regression models to examine sociodemographic (age, sex, race/ethnicity), geographic (US region), and healthcare (health professional shortage areas, HPSAs, from the Area Resource File) predictors of higher performance. We also examined the restrictiveness of Medicaid benefits in each state, defined by less generous medication coverage policies (mandatory generic substitution, requirements for prior authorization and drug co-payments), and whether the patient's usual source of care was the emergency department or the ambulatory setting (>50% visits). A total of 974 Medicaid recipients met the definition of incident lupus nephritis. The mean age was 39 years (SD 12), 93% were female, and most were African American (African American 48%, White 27%, Hispanic 13%, Asian 6%). Individuals were geographically dispersed (20% Midwest, 22% Northeast, 34% South, 24% West), and 95% resided in partial or complete HPSAs. One hundred and sixty-four individuals resided in states with more restrictive Medicaid benefits. At 90 days, only 16% of patients met all numerator components of QM1; 45% of individuals received only steroids (mean prednisone dose 28 mg/day), and 3% received an immunosuppressant alone. Among those treated with an immunosuppressant, 31% received azathioprine, 47% received mycophenolate, 14% received cyclophosphamide, and 11% received a calcineurin inhibitor. For 20% ( n = 192) of patients, the usual source of care was in the emergency setting. In multivariable logistic regression models, younger individuals were more likely to receive optimal treatment (OR for 18 to 34 years vs. 51 to 64 years = 3.5, CI = 1.6 to 7.6), while those living in the South and Midwest were less likely (OR = 0.49, CI = 0.24 to 0.67 and OR = 0.30 CI = 0.15 to 0.61, respectively). Those whose usual source of care was the emergency department were less likely to receive optimal treatment (OR = 0.47, CI = 0.28 to 0.81). In this adjusted analysis, we did not find significant associations for race/ethnicity, HPSA or Medicaid restrictiveness with QM performance. Most US Medicaid recipients with incident lupus nephritis in our study did not receive timely induction therapy, and many were treated with high-dose steroids alone. We found significant geographic variation in performance, with the South and Midwest having lower performance than other regions. A substantial number of Medicaid patients with lupus nephritis used the emergency department as a usual source of care and performance on the QM is lower in this setting. These data suggest a need for targeted quality improvement interventions, including increasing access to appropriate ambulatory care for Medicaid recipients with lupus nephritis.

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 enseignants

Ni 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.

score de la tête « metaresearch » (Codex)0,001
score de la tête « metaresearch » (Gemma)0,007
Version: metacan-v3-hybrid-931329e0061cStatut de validation: machine_predicted_unvalidated
Catégories candidatesaucune
Catégories consensuellesaucune
DomaineSignal candidat: aucune · Signal consensuel: aucune
Devis d'étudeSignal candidat: Observationnel · Signal consensuel: Observationnel
GenreSignal candidat: Empirique · Signal consensuel: Empirique
Score de désaccord entre enseignants0,019
Score d'incertitude au seuil0,038

Scores du classifieur distillé par catégorie (deux têtes)

CatégorieCodexGemma
Métarecherche0,0010,007
Méta-épidémiologie (sens strict)0,0000,000
Méta-épidémiologie (sens large)0,0000,001
Bibliométrie0,0010,001
Études des sciences et des technologies0,0000,000
Communication savante0,0010,001
Science ouverte0,0000,001
Intégrité de la recherche0,0000,001
Charge utile insuffisante (le modèle a refusé de juger)0,0020,000

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.

Tête enseignante Opus0,071
Tête enseignante GPT0,392
Écart entre enseignants0,321 · la distance entre les deux têtes enseignantes sur ce seul travail
Statut de validationscore_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

Classification

machine, non validée

Prédiction automatique; un appel candidat d’une seule source (Gemma direct ou Codex distillé), pas un consensus.

Les modèles n’ont appliqué aucune catégorie : rien dans la taxonomie ne correspondait à ce travail.
Devis d'étudeObservationnel
Domainenon disponible
GenreEmpirique

Le détail, modèle par modèle et score par score, se trouve en fin de page sous « Comment cette classification a été obtenue ».

En bref

Citations0
Publié2012
Routes d'admission1
Résumé présentoui

Explorer davantage

Même revueArthritis Research & TherapyMême sujetSystemic Lupus Erythematosus ResearchTravaux en français237 207