RESUMO
BACKGROUND: Risk estimation for surgical intervention is an essential component of heart team shared decision-making. However, current mitral valve (MV) surgery risk models used in practice lack etiologic or procedural specificity. OBJECTIVES: The purpose of this study was to establish a comprehensive method for assessment of operative risk of MV repair of primary mitral regurgitation (MR). METHODS: A novel etiology and procedure-specific algorithm identified 53,462 consecutive (July 2014 to June 2020) intention-to-treat MV repair patients with primary MR from The Society of Thoracic Surgeons Adult Cardiac Surgery Database. Risk models were fit for 30-day operative mortality, mortality and/or major morbidity, and conversion-to-replacement (CONV). As-treated mortality and morbidity models were derived separately. RESULTS: Event rates for mortality (n = 619; 1.16%), mortality plus morbidity (n = 4,746; 8.88%), and CONV (n = 3,399; 6.36%) were low. Mortality was higher in CONV patients vs repair (3.18% vs 1.02%). All event rates were lower with increasing program volumes. The mortality risk model had excellent discrimination (AUC: 0.807) and calibration and confirmed very low mortality risk for isolated MV repair for primary MR, with mean mortality risk of 1.16% and median of 0.55% (IQR: 0.30%-1.17%) with 90th and 95th percentiles 2.48% and 3.99%, respectively. The mortality risk was <0.5% in patients <65 years of age, with 97% of the total population across age groups having a risk of <3%. Only 1 in 4 patients age 75 or older had >3% estimated risk of mortality. CONCLUSIONS: This etiologic and procedure-specific risk model establishes that the contemporary mortality risk of MV repair for primary MR is <1% for the vast majority of patients.
Assuntos
Procedimentos Cirúrgicos Cardíacos , Implante de Prótese de Valva Cardíaca , Insuficiência da Valva Mitral , Adulto , Humanos , Idoso , Valva Mitral/diagnóstico por imagem , Valva Mitral/cirurgia , Resultado do Tratamento , Implante de Prótese de Valva Cardíaca/métodosRESUMO
BACKGROUND: Risk estimation for surgical intervention is an essential component of heart team shared decision-making. However, current mitral valve (MV) surgery risk models used in practice lack etiologic or procedural specificity. The purpose of this study was to establish a comprehensive method for assessment of operative risk of MV repair of primary mitral regurgitation (MR). METHODS: A novel etiology and procedure-specific algorithm identified 53,462 consecutive (July 2014 to June 2020) intention-to-treat MV repair patients with primary MR from The Society of Thoracic Surgeons Adult Cardiac Surgery Database. Risk models were fit for 30-day operative mortality, mortality and/or major morbidity, and conversion-to-replacement (CONV). As-treated mortality and morbidity models were derived separately. RESULTS: Event rates for mortality (n = 619; 1.16%), mortality plus morbidity (n = 4746; 8.88%), and CONV (n = 3399; 6.36%) were low. Mortality was higher in CONV patients vs repair (3.18% vs 1.02%). All event rates were lower with increasing program volumes. The mortality risk model had excellent discrimination (AUC: 0.807) and calibration and confirmed very low mortality risk for isolated MV repair for primary MR, with mean mortality risk of 1.16% and median of 0.55% (interquartile range: 0.30%-1.17%) with 90th and 95th percentiles 2.48% and 3.99%, respectively. The mortality risk was <0.5% in patients <65 years of age, with 97% of the total population across age groups having a risk of <3%. Only 1 in 4 patients age 75 or older had >3% estimated risk of mortality. CONCLUSIONS: This etiologic and procedure-specific risk model establishes that the contemporary mortality risk of MV repair for primary MR is <1% for the vast majority of patients.
Assuntos
Procedimentos Cirúrgicos Cardíacos , Implante de Prótese de Valva Cardíaca , Insuficiência da Valva Mitral , Adulto , Humanos , Idoso , Insuficiência da Valva Mitral/cirurgia , Valva Mitral/cirurgia , Resultado do Tratamento , Implante de Prótese de Valva Cardíaca/métodosRESUMO
OBJECTIVE: Patient-Reported Outcomes Measurement Information System (PROMIS) measures can be administered via computerized adaptive testing (CAT) or fixed short forms (FSFs), but the empirical benefits of CAT versus FSFs are unknown in juvenile myositis (JM). The present study was undertaken to assess whether PROMIS CAT is feasible, precise, correlated with FSFs, and less prone to respondent burden and floor/ceiling effects than FSFs in JM. METHODS: Patients 8-17 years of age (self-report and parent proxy) and parents of patients 5-7 years of age (only parent proxy) completed PROMIS fatigue, pain interference, upper extremity function, mobility, anxiety, and depressive symptoms measures. Pearson correlations, paired t-tests, and Cohen's d were calculated between PROMIS CAT and FSFs. McNemar's test assessed floor/ceiling effects between CAT and FSFs. Precision and respondent burden were examined across the T score range. RESULTS: Data from 67 patient-parent dyads were analyzed. CAT and FSF mean scores did not significantly differ except in parent proxy anxiety and fatigue (effect size 0.23 and 0.19, respectively). CAT had less pronounced floor/ceiling effects at the less symptomatic extreme in all domains except self-report anxiety. Increased item burden and higher SEs were seen in less symptomatic scorers for CAT. Modified stopping rules limiting CAT item administration did not decrease precision. CONCLUSION: PROMIS CAT appears to be feasible and correlated with FSFs. CAT had less pronounced floor/ceiling effects, allowing detection of individual differences in less symptomatic patients. Modified stopping rules for CAT may decrease respondent burden. CAT can be considered for long-term follow-up of JM patients.
Assuntos
Dermatomiosite , Medidas de Resultados Relatados pelo Paciente , Humanos , Teste Adaptativo Computadorizado , Extremidade Superior , Sistemas de InformaçãoRESUMO
BACKGROUND: Prophylactic midurethral sling placement at the time of prolapse repair significantly reduces the risk for de novo stress urinary incontinence, but it is associated with some small but significant morbidities. Because there has not been a standardized approach to midurethral sling utilization, decision analysis provides a method to evaluate the cost and effectiveness associated with varying midurethral sling placement strategies in addressing the risk for de novo stress urinary incontinence. OBJECTIVE: We aimed to compare the cost effectiveness of the 3 midurethral sling utilization strategies in treating de novo stress urinary incontinence 1 year after vaginal prolapse repair. The 3 approaches are (1) staged strategy in which prolapse repair is done without prophylactic midurethral sling placement, (2) universal sling placement in which prolapse repair is accompanied by prophylactic midurethral sling placement, and (3) selective sling placement in which prolapse repair is accompanied by prophylactic midurethral sling placement only in patients with a positive prolapse-reduced cough stress test. STUDY DESIGN: We created a decision analysis model to compare staged strategy, universal sling placement, and selective sling placement. We modeled probabilities of de novo stress urinary incontinence, patients choosing subsequent midurethral sling surgery for de novo stress urinary incontinence, and outcomes related to midurethral sling placement. De novo stress urinary incontinence rates were determined for each strategy from published data. The likelihood of patients with de novo stress urinary incontinence choosing midurethral sling surgery as their first-line treatment was also determined from the literature, and this scenario was only applied to patients without prophylactic midurethral sling placement at their index prolapse repair. Finally, outcomes related to midurethral sling placement, including recurrent or persistent stress urinary incontinence, voiding dysfunction requiring sling lysis, mesh exposure requiring excision, and de novo overactive bladder requiring medications, were all derived from publicly available data. All midurethral sling placement procedures were assumed to be retropubic. The costs for each procedure were obtained from the 2020 Centers for Medicare & Medicaid Services Physician Fee Schedule or from previous literature with convertion to 2020 equivalent US dollar prices using the Consumer Price Index. The primary outcome was modeled as the incremental cost-effectiveness ratio. We performed multiple 1-way sensitivity analyses to assess model robustness. RESULTS: The lowest-cost strategy was the staged strategy, which cost $1051.70 per patient, followed by $1093.75 for selective sling placement and $1125.54 for universal sling placement. The selective sling approach, however, had the highest health utility value; therefore, universal sling placement was dominated by selective sling placement because it is both less costly and more effective. When compared with the staged strategy, selective sling placement was cost effective with an incremental cost-effectiveness ratio of $2664 per quality adjusted life-years, meeting the predetermined threshold. In multiple 1-way sensitivity analyses, the variable with the largest effect was the percentage of patients electing to undergo subsequent midurethral sling surgery for de novo stress urinary incontinence after the index surgery. Only when this proportion exceeded 62% did universal sling placement become the cost-effective option because selective sling placement surpassed the predetermined incremental cost-effectiveness ratio threshold and became dominated. CONCLUSION: Selective sling placement was the preferred and cost-effective strategy in treating de novo stress urinary incontinence 1 year after vaginal prolapse repair. Surgeons should counsel their patients preoperatively regarding the possibility of de novo stress urinary incontinence after prolapse repair, as well as on the benefits and risks of prophylactic midurethral sling placement surgery.
Assuntos
Prolapso de Órgão Pélvico , Slings Suburetrais , Incontinência Urinária por Estresse , Prolapso Uterino , Idoso , Análise Custo-Benefício , Feminino , Humanos , Medicare , Prolapso de Órgão Pélvico/complicações , Prolapso de Órgão Pélvico/cirurgia , Slings Suburetrais/efeitos adversos , Estados Unidos , Incontinência Urinária por Estresse/etiologia , Incontinência Urinária por Estresse/prevenção & controle , Incontinência Urinária por Estresse/cirurgia , Prolapso Uterino/complicações , Prolapso Uterino/cirurgiaRESUMO
IMPORTANCE: We need a systematic approach to understanding health service utilization behavior in women with pelvic floor symptoms in the United States. OBJECTIVES: The aim of this study was to determine the prevalence of pelvic floor care utilization and identify its barriers and promotors using Andersen's model, which theorizes care-seeking behavior with individual care needs, resources, predispositions, and macrostructures. DESIGN: This was a systematic search of studies on care-seeking patterns in women with symptomatic pelvic floor disorders, which included pelvic organ prolapse, lower urinary tract symptoms, and anal incontinence. We then performed meta-analyses with random-effects models and descriptive analysis to determine utilization rate and the impact of each identified determinant. RESULTS: The pooled utilization rate was 37% (95% confidence interval [CI], 30%-45%). Determinants were identified across all domains except at the macrostructure level. For individual care needs, increased symptom severity or duration and a history of depression (odds ratio [OR], 1.27; 95% CI, 1.07-1.51) were associated with higher utilization. In the resources domain, having social support and established primary/secondary care were promotors, whereas higher income and employed status trended as barriers. Under predispositions, age ≥50 years (OR, 1.29; 95% CI, 1.05-1.60), and pelvic floor awareness were associated with utilization, whereas Asian (OR, 0.60; 95% CI, 0.51-0.72) and Black (OR, 0.77; 95% CI, 0.55-1.08) women as well as women experiencing fear, misinformation, or normalization of pelvic floor disorders had decreased utilization. CONCLUSIONS: This review identified a low utilization rate for pelvic floor care and revealed multilayered, actionable items affecting care-seeking behavior. It highlights the need for more inclusive and multifaceted approaches in future pelvic floor disparity research and equity interventions.
Assuntos
Incontinência Fecal , Distúrbios do Assoalho Pélvico , Prolapso de Órgão Pélvico , Feminino , Humanos , Estados Unidos/epidemiologia , Pessoa de Meia-Idade , Distúrbios do Assoalho Pélvico/epidemiologia , Diafragma da Pelve , Prolapso de Órgão Pélvico/epidemiologia , Incontinência Fecal/epidemiologia , Serviços de SaúdeRESUMO
OBJECTIVES: Healthcare workers (HCWs) are a high-priority group for coronavirus disease 2019 (COVID-19) vaccination and serve as sources for public information. In this analysis, we assessed vaccine intentions, factors associated with intentions, and change in uptake over time in HCWs. METHODS: A prospective cohort study of COVID-19 seroprevalence was conducted with HCWs in a large healthcare system in the Chicago area. Participants completed surveys from November 25, 2020, to January 9, 2021, and from April 24 to July 12, 2021, on COVID-19 exposures, diagnosis and symptoms, demographics, and vaccination status. RESULTS: Of 4,180 HCWs who responded to a survey, 77.1% indicated that they intended to get the vaccine. In this group, 23.2% had already received at least 1 dose of the vaccine, 17.4% were unsure, and 5.5% reported that they would not get the vaccine. Factors associated with intention or vaccination were being exposed to clinical procedures (vs no procedures: adjusted odds ratio [AOR], 1.39; 95% confidence interval [CI], 1.16-1.65) and having a negative serology test for COVID-19 (vs no test: AOR, 1.46; 95% CI, 1.24-1.73). Nurses (vs physicians: AOR, 0.24; 95% CI, 0.17-0.33), non-Hispanic Black (vs Asians: AOR, 0.35; 95% CI, 0.21-0.59), and women (vs men: AOR, 0.38; 95% CI, 0.30-0.50) had lower odds of intention to get vaccinated. By 6-months follow-up, >90% of those who had previously been unsure were vaccinated, whereas 59.7% of those who previously reported no intention of getting vaccinated, were vaccinated. CONCLUSIONS: COVID-19 vaccination in HCWs was high, but variability in vaccination intention exists. Targeted messaging coupled with vaccine mandates can support uptake.
Assuntos
Vacinas contra COVID-19 , COVID-19 , Masculino , Feminino , Humanos , Estudos Longitudinais , Estudos Soroepidemiológicos , Teste para COVID-19 , Estudos Prospectivos , COVID-19/epidemiologia , COVID-19/prevenção & controle , Pessoal de Saúde , Vacinação , Atenção à SaúdeRESUMO
OBJECTIVE: To determine the changes in severe acute respiratory coronavirus virus 2 (SARS-CoV-2) serologic status and SARS-CoV-2 infection rates in healthcare workers (HCWs) over 6-months of follow-up. DESIGN: Prospective cohort study. SETTING AND PARTICIPANTS: HCWs in the Chicago area. METHODS: Cohort participants were recruited in May and June 2020 for baseline serology testing (Abbott anti-nucleocapsid IgG) and were then invited for follow-up serology testing 6 months later. Participants completed monthly online surveys that assessed demographics, medical history, coronavirus disease 2019 (COVID-19), and exposures to SARS-CoV-2. The electronic medical record was used to identify SARS-CoV-2 polymerase chain reaction (PCR) positivity during follow-up. Serologic conversion and SARS-CoV-2 infection or possible reinfection rates (cases per 10,000 person days) by antibody status at baseline and follow-up were assessed. RESULTS: In total, 6,510 HCWs were followed for a total of 1,285,395 person days (median follow-up, 216 days). For participants who had baseline and follow-up serology checked, 285 (6.1%) of the 4,681 seronegative participants at baseline seroconverted to positive at follow-up; 138 (48%) of the 263 who were seropositive at baseline were seronegative at follow-up. When analyzed by baseline serostatus alone, 519 (8.4%) of 6,194 baseline seronegative participants had a positive PCR after baseline serology testing (4.25 per 10,000 person days). Of 316 participants who were seropositive at baseline, 8 (2.5%) met criteria for possible SARS-CoV-2 reinfection (ie, PCR positive >90 days after baseline serology) during follow-up, a rate of 1.27 per 10,000 days at risk. The adjusted rate ratio for possible reinfection in baseline seropositive compared to infection in baseline seronegative participants was 0.26 (95% confidence interval, 0.13-0.53). CONCLUSIONS: Seropositivity in HCWs is associated with moderate protection from future SARS-CoV-2 infection.
Assuntos
COVID-19 , Pneumonia , COVID-19/diagnóstico , COVID-19/epidemiologia , Teste para COVID-19 , Chicago/epidemiologia , Estudos de Coortes , Seguimentos , Pessoal de Saúde , Humanos , Imunoglobulina G , Estudos Prospectivos , Reinfecção , SARS-CoV-2RESUMO
BACKGROUND: Identifying factors associated with severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection among health care workers (HCWs) may help health systems optimize SARS-CoV-2 infection control strategies. METHODS: We conducted a cross-sectional analysis of baseline data from the Northwestern HCW SARS-CoV-2 Serology Cohort Study. We used the Abbott Architect Nucleocapsid IgG assay to determine seropositivity. Logistic regression models (adjusted for demographics and self-reported community exposure to coronavirus disease 2019 [COVID-19]) were fit to quantify the associations between occupation group, health care delivery tasks, and community exposure and seropositive status. RESULTS: A total of 6510 HCWs, including 1794 nurses and 904 non-patient-facing administrators, participated. The majority were women (79.6%), 74.9% were White, 9.7% were Asian, 7.3% were Hispanic, and 3.1% were non-Hispanic Black. The crude prevalence of seropositivity was 4.8% (95% CI, 4.6%-5.2%). Seropositivity varied by race/ethnicity as well as age, ranging from 4.2% to 9.6%. Out-of-hospital exposure to COVID-19 occurred in 9.3% of HCWs, 15.0% (95% CI, 12.2%-18.1%) of whom were seropositive; those with family members diagnosed with COVID-19 had a seropositivity rate of 54% (95% CI, 44.2%-65.2%). Support service workers (10.4%; 95% CI, 4.6%-19.4%), medical assistants (10.1%; 95% CI, 5.5%-16.6%), and nurses (7.6%; 95% CI, 6.4%-9.0%) had significantly higher seropositivity rates than administrators (referent; 3.3%; 95% CI, 2.3%-4.4%). However, after adjustment, nursing was the only occupation group with a significantly higher odds (odds ratio, 1.9; 95% CI, 1.3-2.9) of seropositivity. Exposure to patients receiving high-flow oxygen therapy and hemodialysis was significantly associated with 45% and 57% higher odds for seropositive status, respectively. CONCLUSIONS: HCWs are at risk for SARS-CoV-2 infection from longer-duration exposures to people infected with SARS-CoV-2 within health care settings and their communities of residence.
RESUMO
BACKGROUND: Telephone-administered psychotherapy (tCBT) and internet-based treatments (iCBT) may overcome barriers to mental health treatment. TCBT has demonstrated efficacy similar to traditional psychotherapy, however, few studies have compared iCBT to efficacious interventions. This exploratory study examined the noninferiority of iCBT relative to tCBT. We also explored pretreatment moderators of outcome and assessed treatment dropout. METHODS: As a secondary exploratory analysis of a 304-participant randomized noninferiority trial, we compared iCBT, the first level of a stepped-care intervention, with tCBT on depression outcome after 5 weeks of treatment (prior to stepping). Multiple linear regression models were fit to examine moderators of 5-week depression. Differences in dropout were examined using Kaplan-Meier survival analysis. RESULTS: After 5 weeks of treatment, both interventions significantly reduced depression severity. The effect size difference between the two interventions was d=0.004 [90% CI=-0.19 to 0.19]; the CI did not cross the non-inferiority margin. Pretreatment depression was significantly associated with depression at week 5. The relationship between cognitive strategy usefulness and depression at week 5 differed between interventions, controlling for pretreatment depression. There was no significant difference in dropout between interventions. LIMITATIONS: Given the stepped-care trial design, iCBT and tCBT could not be compared at the end of treatment or follow-up. Analyses were exploratory and should be interpreted with caution. CONCLUSIONS: A large sample, powered for noninferiority, found iCBT no less efficacious than tCBT at reducing depression symptoms after five weeks of treatment.
Assuntos
Terapia Cognitivo-Comportamental , Depressão , Adulto , Depressão/terapia , Humanos , Internet , Pacientes Desistentes do Tratamento , Telefone , Resultado do TratamentoRESUMO
OBJECTIVE: To identify risk factors associated with intubation and time to extubation in hospitalized patients with coronavirus disease 2019 (COVID-19). STUDY DESIGN: Retrospective observational study. SETTING: Ten hospitals in the Chicago metropolitan area. SUBJECTS AND METHODS: Patients with laboratory-confirmed COVID-19 admitted between March 1 and April 8, 2020, were included. We evaluated sociodemographic and clinical characteristics associated with intubation and prolonged intubation for acute respiratory failure secondary to COVID-19 infection. RESULTS: Of the 486 hospitalized patients included in the study, the median age was 59 years (interquartile range, 47-69); 271 (55.8%) were male; and the median body mass index was 30.6 (interquartile range, 26.5-35.6). During the hospitalization, 138 (28.4%) patients were intubated; 78 (56.5%) were eventually extubated; 21 (15.2%) died; and 39 (28.3%) remained intubated at a mean ± SD follow-up of 19.6 ± 6.7 days. Intubated patients had a significantly higher median age (65 vs 57 years, P < .001) and rate of diabetes (56 [40.6%] vs 104 [29.9%], P = .031) as compared with nonintubated patients. Multivariable logistic regression analysis identified age, sex, respiratory rate, oxygen saturation, history of diabetes, and shortness of breath as factors predictive of intubation. Age and body mass index were the only factors independently associated with time to extubation. CONCLUSION: In addition to clinical signs of respiratory distress, patients with COVID-19 who are older, male, or diabetic are at higher risk of requiring intubation. Among intubated patients, older and more obese patients are at higher risk for prolonged intubation. Otolaryngologists consulted for airway management should consider these factors in their decision making.
Assuntos
Betacoronavirus , Infecções por Coronavirus/complicações , Dispneia/terapia , Pacientes Internados , Intubação Intratraqueal/métodos , Pneumonia Viral/complicações , Respiração Artificial/métodos , Idoso , COVID-19 , Infecções por Coronavirus/epidemiologia , Dispneia/etiologia , Feminino , Seguimentos , Humanos , Masculino , Pessoa de Meia-Idade , Pandemias , Pneumonia Viral/epidemiologia , Estudos Retrospectivos , Fatores de Risco , SARS-CoV-2 , Fatores de TempoRESUMO
We investigated the effect of annual winter visitor restrictions on hospital respiratory virus transmission. The healthcare-associated (HA) viral respiratory infection (VRI) transmission index (number of HA VRIs per 100 inpatient community-associated VRIs) was 59% lower during the months in which visitor restrictions were implemented. These data prompt consideration for instituting year-round visitor restrictions.
Assuntos
Infecção Hospitalar/prevenção & controle , Hospitais Pediátricos/organização & administração , Política Organizacional , Infecções Respiratórias/transmissão , Visitas a Pacientes , Chicago , Criança , Infecção Hospitalar/epidemiologia , Infecção Hospitalar/transmissão , Administração Hospitalar , Humanos , Incidência , Pacientes Internados , Infecções Respiratórias/epidemiologia , Infecções Respiratórias/virologia , Estudos Retrospectivos , Estações do AnoRESUMO
This trial examined whether a stepped care program for depression, which initiated treatment with internet cognitive behavioral therapy, including telephone and messaging support, and stepped up non-responders to telephone-administered cognitive behavioral therapy (tCBT), was noninferior, less costly to deliver, and as acceptable to patients compared to tCBT alone. Adults with a diagnosis of major depressive episode (MDE) were randomized to receive up to 20 weeks of stepped care or tCBT. Stepped care (nâ¯=â¯134) was noninferior to tCBT (nâ¯=â¯136) with an end-of-treatment effect size of dâ¯=â¯0.03 and a 6-month post-treatment effect size of dâ¯=â¯-0.07 [90% CI 0.29 to 0.14]. Therapist time in stepped care was 5.26 (SDâ¯=â¯3.08) hours versus 10.16 (SD 4.01) for tCBT (pâ¯<â¯0.0001), with a delivery cost difference of $-364.32 [95% CI $-423.68 to $-304.96]. There was no significant difference in pre-treatment preferences (pâ¯=â¯0.10) or treatment dropout (39 in stepped care; 27 in tCBT; pâ¯=â¯0.14). tCBT patients were significantly more satisfied than stepped care patients with the treatment they received (pâ¯<â¯0.0001). These findings indicate that stepped care was less costly to deliver, but no less effective than tCBT. There was no significant difference in treatment preference or completion, however satisfaction with treatment was higher in tCBT than stepped care. TRIAL REGISTRATION: clinicaltrials.gov Identifier: NCT01906476.
Assuntos
Terapia Cognitivo-Comportamental , Transtorno Depressivo Maior/terapia , Assistência ao Paciente/métodos , Telemedicina/métodos , Adulto , Feminino , Custos de Cuidados de Saúde/estatística & dados numéricos , Humanos , Internet , Masculino , Assistência ao Paciente/economia , Pacientes Desistentes do Tratamento/estatística & dados numéricos , Satisfação do Paciente/estatística & dados numéricos , Telefone , Resultado do Tratamento , Adulto JovemRESUMO
BACKGROUND: IntelliCare is a modular platform that includes 12 simple apps targeting specific psychological strategies for common mental health problems. OBJECTIVE: This study aimed to examine the effect of 2 methods of maintaining engagement with the IntelliCare platform, coaching, and receipt of weekly recommendations to try different apps on depression, anxiety, and app use. METHODS: A total of 301 participants with depression or anxiety were randomized to 1 of 4 treatments lasting 8 weeks and were followed for 6 months posttreatment. The trial used a 2X2 factorial design (coached vs self-guided treatment and weekly app recommendations vs no recommendations) to compare engagement metrics. RESULTS: The median time to last use of any app during treatment was 56 days (interquartile range 54-57), with 253 participants (84.0%, 253/301) continuing to use the apps over a median of 92 days posttreatment. Receipt of weekly recommendations resulted in a significantly higher number of app use sessions during treatment (overall median=216; P=.04) but only marginal effects for time to last use (P=.06) and number of app downloads (P=.08). Coaching resulted in significantly more app downloads (P<.001), but there were no significant effects for time to last download or number of app sessions (P=.36) or time to last download (P=.08). Participants showed significant reductions in the Patient Health Questionnaire-9 (PHQ-9) and Generalized Anxiety Disorder-7 (GAD-7) across all treatment arms (P s<.001). Coached treatment led to larger GAD-7 reductions than those observed for self-guided treatment (P=.03), but the effects for the PHQ-9 did not reach significance (P=.06). Significant interaction was observed between receiving recommendations and time for the PHQ-9 (P=.04), but there were no significant effects for GAD-7 (P=.58). CONCLUSIONS: IntelliCare produced strong engagement with apps across all treatment arms. Coaching was associated with stronger anxiety outcomes, and receipt of recommendations enhanced depression outcomes. TRIAL REGISTRATION: ClinicalTrials.gov NCT02801877; https://clinicaltrials.gov/ct2/show/NCT02801877.
Assuntos
Transtornos de Ansiedade/terapia , Transtorno Depressivo/terapia , Tutoria/métodos , Aplicativos Móveis/normas , Feminino , Humanos , Masculino , Projetos de PesquisaRESUMO
BACKGROUND: The growing field of personal sensing harnesses sensor data collected from individuals' smartphones to understand their behaviors and experiences. Such data could be a powerful tool within mental health care. However, it is important to note that the nature of these data differs from the information usually available to, or discussed with, health care professionals. To design digital mental health tools that are acceptable to users, understanding how personal sensing data can be used and shared is critical. OBJECTIVE: This study aimed to investigate individuals' perspectives about sharing different types of sensor data beyond the research context, specifically with doctors, electronic health record (EHR) systems, and family members. METHODS: A questionnaire assessed participants' comfort with sharing six types of sensed data: physical activity, mood, sleep, communication logs, location, and social activity. Participants were asked about their comfort with sharing these data with three different recipients: doctors, EHR systems, and family members. A series of principal component analyses (one for each data recipient) was performed to identify clusters of sensor data types according to participants' comfort with sharing them. Relationships between recipients and sensor clusters were then explored using generalized estimating equation logistic regression models. RESULTS: A total of 211 participants completed the questionnaire. The majority were female (171/211, 81.0%), and the mean age was 38 years (SD 10.32). Principal component analyses consistently identified two clusters of sensed data across the three data recipients: "health information," including sleep, mood, and physical activity, and "personal data," including communication logs, location, and social activity. Overall, participants were significantly more comfortable sharing any type of sensed data with their doctor than with the EHR system or family members (P<.001) and more comfortable sharing "health information" than "personal data" (P<.001). Participant characteristics such as age or presence of depression or anxiety did not influence participants' comfort with sharing sensed data. CONCLUSIONS: The comfort level in sharing sensed data was dependent on both data type and recipient, but not individual characteristics. Given the identified differences in comfort with sensed data sharing, contextual factors of data type and recipient appear to be critically important as we design systems that harness sensor data for mental health treatment and support.
Assuntos
Armazenamento e Recuperação da Informação/classificação , Serviços de Saúde Mental/tendências , Privacidade/psicologia , Smartphone/normas , Adolescente , Adulto , Idoso , Confidencialidade/psicologia , Confidencialidade/normas , Estudos Transversais , Feminino , Humanos , Masculino , Serviços de Saúde Mental/normas , Serviços de Saúde Mental/estatística & dados numéricos , Pessoa de Meia-Idade , Psicometria/instrumentação , Psicometria/métodos , Smartphone/estatística & dados numéricos , Inquéritos e QuestionáriosRESUMO
BACKGROUND: IntelliCare is a mental health app platform with 14 apps that are elemental, simple and brief to use, and eclectic. Although a variety of apps may improve engagement, leading to better outcomes, they may require navigation aids such as recommender systems that can quickly direct a person to a useful app. OBJECTIVE: As the first step toward developing navigation and recommender tools, this study explored app-use patterns across the IntelliCare platform and their relationship with depression and anxiety outcomes. METHODS: This is a secondary analysis of the IntelliCare Field Trial, which recruited people with depression or anxiety. Participants of the trial received 8 weeks of coaching, primarily by text, and weekly random recommendations for apps. App-use metrics included frequency and lifetime use. Depression and anxiety, measured using the Patient Health Questionnaire-9 and Generalized Anxiety Disorder-7, respectively, were assessed at baseline and end of treatment. Cluster analysis was utilized to determine patterns of app use; ordinal logistic regression models and log-rank tests were used to determine if these use metrics alone, or in combination, predicted improvement or remission in depression or anxiety. RESULTS: The analysis included 96 people who generally followed recommendations to download and try new apps each week. Apps were clustered into 5 groups: Thinking (apps that targeted or relied on thinking), Calming (relaxation and insomnia), Checklists (apps that used checklists), Activity (behavioral activation and activity), and Other. Both overall frequency of use and lifetime use predicted response for depression and anxiety. The Thinking, Calming, and Checklist clusters were associated with improvement in depression and anxiety, and the Activity cluster was associated with improvement in Anxiety only. However, the use of clusters was less strongly associated with improvement than individual app use. CONCLUSIONS: Participants in the field trial remained engaged with a suite of apps for the full 8 weeks of the trial. App-use patterns did fall into clusters, suggesting that some knowledge about the use of one app may be useful in selecting another app that the person is more likely to use and may help suggest apps based on baseline symptomology and personal preference.
RESUMO
One in five US adults will be diagnosed with skin cancer. As most skin cancers are attributable to sun exposure, this risk factor is an important target for research and intervention. Most sun exposure measures assess frequency of specific sun-protection behaviors, which does not account for the use of multiple, potentially overlapping sun-protection methods. In contrast, the Daily Minutes of Unprotected Sun Exposure (MUSE) Inventory assesses sun-protection behavior during self-reported activities, providing several useful metrics, including duration of unprotected sun exposure on 17 body sites, combined to yield an overall MUSE score weighted by percent of body exposed. The present study was conducted July-September 2017, in Chicago, IL USA. For 10â¯days, participants (39 melanoma survivors; Mageâ¯=â¯58.59, 64.5% female) wore an ultraviolet radiation (UVR) sensor and completed the Daily MUSE Inventory each evening. The Sun Habits Survey was completed at the end of the study. Outdoor time reported in the MUSE Inventory significantly predicted outdoor time recorded by UVR sensors, Bâ¯=â¯0.53, pâ¯<â¯.001. For all sun-protection behaviors except shade, reports from the Daily MUSE Inventory (i.e., percentage of outdoor time a particular strategy was used) correlated with frequency ratings of the same strategy from the Sun Habits Survey (rsâ¯=â¯0.66-0.75, pâ¯<â¯.05). In sum, the Daily MUSE Inventory corresponds with sensor and survey data, and provides a novel metric of unprotected sun exposure that will be useful for evaluating overall extent of sun exposure, including exposure on several smaller body sites that are at high risk for skin cancer.