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1.
Perm J ; 27(1): 56-71, 2023 03 15.
Artículo en Inglés | MEDLINE | ID: mdl-36911893

RESUMEN

Introduction Homelessness contributes to worsening health and increased health care costs. There is little published research that leverages rich electronic health record (EHR) data to predict future homelessness risk and inform interventions to address it. The authors' objective was to develop a model for predicting future homelessness using individual EHR and geographic data covariates. Methods This retrospective cohort study included 2,543,504 adult members (≥ 18 years old) from Kaiser Permanente Northern California and evaluated which covariates predicted a composite outcome of homelessness status (hospital discharge documentation of a homeless patient, medical diagnosis of homelessness, approved medical financial assistance application for homelessness, and/or "homeless/shelter" in address name). The predictors were measured in 2018-2019 and included prior diagnoses and demographic and geographic data. The outcome was measured in 2020. The cohort was split (70:30) into a derivation and validation set, and logistic regression was used to model the outcome. Results Homelessness prevalence was 0.35% in the overall sample. The final logistic regression model included 26 prior diagnoses, demographic, and geographic-level predictors. The regression model using the validation set had moderate sensitivity (80.4%) and specificity (83.2%) for predicting future cases of homelessness and achieved excellent classification properties (area under the curve of 0.891 [95% confidence interval = 0.884-0.897]). Discussion This prediction model can be used as an initial triage step to enhance screening and referral tools for identifying and addressing homelessness, which can improve health and reduce health care costs. Conclusions EHR data can be used to predict chance of homelessness at a population health level.


Asunto(s)
Prestación Integrada de Atención de Salud , Personas con Mala Vivienda , Adulto , Humanos , Adolescente , Estudios Retrospectivos , Vivienda , California
2.
BMC Health Serv Res ; 19(1): 422, 2019 Jun 25.
Artículo en Inglés | MEDLINE | ID: mdl-31238950

RESUMEN

BACKGROUND: Medication non-adherence is a major contributor to poor outcomes in diabetes. Previous research has shown an association between use of mail order pharmacy delivery and better medication adherence, but little is known about the barriers and facilitators to mail order pharmacy use in diabetes patients. This qualitative study examined factors related to mail order pharmacy use versus traditional "brick and mortar" pharmacies to refill prescriptions. METHODS: We conducted four 90-min focus groups in 2016 among 28 diabetes patients in the Hawaii and Northern California regions of Kaiser Permanente, a large integrated health care delivery system. We queried participants on their preferred mode for refilling prescriptions and perceived barriers and facilitators of mail order pharmacy use. One researcher independently coded each focus group transcript, with two of these transcripts double-coded by a second researcher to promote reliability. We employed thematic analysis guided by the Capability, Opportunity, Motivation, and Behavior (COM-B) framework using NVivo 11 software. RESULTS: A total of 28 diabetes patients participated. Participants' average age was 64.1 years; 57% were female; and racial/ethnic backgrounds included Asian/Native Hawaiian/Pacific Islander (36%), Black/African-American (21%) Hispanic/Latino (7%), and non-Hispanic White (36%). Analysis uncovered 26 themes related to the decision to use mail order pharmacy, with each theme representing a barrier or facilitator mapped to the COM-B framework. Most themes (20/26) fell into the COM-B category of 'Opportunity.' Opportunity barriers to mail order pharmacy use included unpredictability of medication delivery date, concerns about mail security, and difficulty coordinating refill orders for multiple prescriptions. In contrast, facilitators included greater access and convenience (e.g., no need to wait in line or arrange transportation) compared to traditional pharmacies. Motivational facilitators to mail order pharmacy use included receiving a pharmacy benefit plan incentive of a free one-month supply of prescriptions. CONCLUSIONS: This study found that while patients with diabetes may benefit from mail order pharmacy use, they perceive numerous barriers to using the service. These findings will inform the design of interventions and quality improvement initiatives to increase mail order pharmacy use, which in turn may improve medication adherence and outcomes in diabetes patients, across health care systems.


Asunto(s)
Diabetes Mellitus/tratamiento farmacológico , Hipoglucemiantes/uso terapéutico , Servicios Farmacéuticos/estadística & datos numéricos , Servicios Postales/estadística & datos numéricos , Adulto , Anciano , Anciano de 80 o más Años , California , Femenino , Grupos Focales , Hawaii , Humanos , Masculino , Cumplimiento de la Medicación/estadística & datos numéricos , Persona de Mediana Edad , Investigación Cualitativa
3.
Am J Health Promot ; 31(2): 136-142, 2017 03.
Artículo en Inglés | MEDLINE | ID: mdl-26559720

RESUMEN

PURPOSE: Many Americans continue to smoke, increasing their risk of disease and premature death. Both telephone-based counseling and in-person tobacco cessation classes may improve access for smokers seeking convenient support to quit. Little research has assessed whether such programs are effective in real-world clinical populations. DESIGN: Retrospective cohort study comparing wellness coaching participants with two groups of controls. SETTING: Kaiser Permanente Northern California, a large integrated health care delivery system. SUBJECTS: Two hundred forty-one patients who participated in telephonic tobacco cessation coaching from January 1, 2011, to March 31, 2012, and two control groups: propensity-score-matched controls, and controls who participated in a tobacco cessation class during the same period. Wellness coaching participants received an average of two motivational interviewing-based coaching sessions that engaged the patient, evoked their reason to consider quitting, and helped them establish a quit plan. MEASURES: Self-reported quitting of tobacco and fills of tobacco cessation medications within 12 months of follow-up. ANALYSIS: Logistic regressions adjusting for age, gender, race/ethnicity, and primary language. RESULTS: After adjusting for confounders, tobacco quit rates were higher among coaching participants vs. matched controls (31% vs. 23%, p < .001) and comparable to those of class attendees (31% vs. 29%, p = .28). Coaching participants and class attendees filled tobacco-cessation prescriptions at a higher rate (47% for both) than matched controls (6%, p < .001). CONCLUSION: Telephonic wellness coaching was as effective as in-person classes and was associated with higher rates of quitting compared to no treatment. The telephonic modality may increase convenience and scalability for health care systems looking to reduce tobacco use and improve health.


Asunto(s)
Tutoría , Entrevista Motivacional/métodos , Cese del Hábito de Fumar/métodos , Teléfono , Adulto , California , Prestación Integrada de Atención de Salud , Femenino , Humanos , Masculino , Persona de Mediana Edad , Estudios Retrospectivos
4.
J Occup Environ Med ; 57(11): 1147-53, 2015 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-26539761

RESUMEN

OBJECTIVE: This study evaluates an employer-based diabetes/prediabetes screening intervention that invited at-risk employees via letters, secure e-mails, and automated voice messages to complete blood glucose testing at a health plan facility. METHODS: Quasi-experimental cohort study among health plan members insured by two employers that received the intervention and three employers that were selected as control sites. RESULTS: The proportion of at-risk members that completed a screening was higher in the intervention group than in the control group (36% vs 13%, P < 0.001, adjusted for patient characteristics). Among those screened in the intervention group, the presence of obesity, hypertension, hyperlipidemia, and tobacco use were significant predictors of having a result that indicated diabetes or prediabetes (P < 0.05, all comparisons). CONCLUSIONS: A low-intensity, employer-based intervention conducted in collaboration with a health care delivery system effectively increased screening for diabetes/prediabetes.


Asunto(s)
Prestación Integrada de Atención de Salud/estadística & datos numéricos , Diabetes Mellitus Tipo 2/diagnóstico , Servicios de Salud del Trabajador/estadística & datos numéricos , Aceptación de la Atención de Salud/estadística & datos numéricos , Estado Prediabético/diagnóstico , California , Prestación Integrada de Atención de Salud/organización & administración , Femenino , Humanos , Masculino , Persona de Mediana Edad , Servicios de Salud del Trabajador/organización & administración
5.
Prev Chronic Dis ; 10: E179, 2013 Oct 31.
Artículo en Inglés | MEDLINE | ID: mdl-24176083

RESUMEN

INTRODUCTION: Health coaching can improve lifestyle behaviors known to prevent or manage chronic conditions such as diabetes. However, little is known about the patient experience with telephonic coaching programs in real-world care settings. We examined patient satisfaction, patient's perceived success in achieving program goals, and the patient-level correlates of these outcomes in a voluntary telephonic coaching program at a large integrated health care delivery system in northern California. METHODS: Kaiser Permanente Northern California patients who participated in a telephonic coaching program in 2011 were sent a cross-sectional survey about their satisfaction with health coaching and perceived success with program goals. We examined associations with patient characteristics. RESULTS: The survey response rate was 34%; analyses were based on the 32% who completed the survey. Of those who had completed 2 or more sessions (n = 232 [52%]), most reported being satisfied (70%) or neutral (20%) with the program, and 71% would recommend health coaching. Healthy weight, healthful eating, and physical activity were the most common topics discussed (88%). Adjusting for demographic characteristics, 73% of those who had 2 or more sessions reported that health coaching helped achieve their weight-related goal. Outcomes were positively correlated with patient activation but not consistently correlated with patient demographic characteristics. CONCLUSION: Levels of satisfaction and perceived success with telephonic health coaching provided by a health plan were high and positively correlated with the number of sessions completed and patient activation. Voluntary telephonic health coaching programs should promote retention and assess patients' activation levels.


Asunto(s)
Diabetes Mellitus/prevención & control , Conductas Relacionadas con la Salud , Teléfono , California , Sistemas Prepagos de Salud/estadística & datos numéricos , Promoción de la Salud/métodos , Humanos , Satisfacción del Paciente , Evaluación de Programas y Proyectos de Salud
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