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2.
Ann Emerg Med ; 80(4): 319-328, 2022 10.
Artículo en Inglés | MEDLINE | ID: mdl-35931608

RESUMEN

STUDY OBJECTIVE: Guidelines recommend 10-mg intramuscular midazolam as the first-line treatment option for status epilepticus. However, in real-world practice, it is frequently administered intranasally or intravenously and is dosed lower. Therefore, we used conventional and instrumental variable approaches to examine the effectiveness of midazolam in a national out-of-hospital cohort. METHODS: This retrospective cohort study of adults with status epilepticus used the ESO Data Collaborative research dataset (January 1, 2019, to December 31, 2019). The exposures were the route and dose of midazolam. We performed hierarchical logistic regression and 2-stage least squares regression using agency treatment patterns as an instrument to examine our outcomes, rescue therapy, and ventilatory support. RESULTS: There were 7,634 out-of-hospital encounters from 657 EMS agencies. Midazolam was administered intranasally in 20%, intravenously in 46%, and intramuscularly in 35% of the encounters. Compared with intramuscular administration, intranasal midazolam increased (risk difference [RD], 6.5%; 95% confidence interval [CI], 2.4% to 10.5%) and intravenous midazolam decreased (RD, -11.1%; 95% CI, -14.7% to -7.5%) the risk of rescue therapy. The differences in ventilatory support were not statistically significant (intranasal RD, -1.5%; 95% CI, -3.2% to 0.3%; intravenous RD, -0.3%; 95% CI, -1.9% to 1.2%). Higher doses were associated with a lower risk of rescue therapy (RD, -2.6%; 95% CI, -3.3% to -1.9%) and increased ventilatory support (RD, 0.4%; 95% CI, 0.1% to 0.7%). The instrumental variable analysis yielded similar results, except that dose was not associated with ventilatory support. CONCLUSION: The route and dose of midazolam affect clinical outcomes. Compared with intramuscular administration, intranasal administration may be less effective and intravenous administration more effective in terminating status epilepticus, although the differences between these and previous results may reflect the nature of real-world data as opposed to randomized data.


Asunto(s)
Midazolam , Estado Epiléptico , Administración Intranasal , Adulto , Anticonvulsivantes/uso terapéutico , Hospitales , Humanos , Midazolam/uso terapéutico , Estudios Retrospectivos , Estado Epiléptico/tratamiento farmacológico , Estados Unidos
3.
Anesthesiology ; 135(4): 621-632, 2021 10 01.
Artículo en Inglés | MEDLINE | ID: mdl-34265037

RESUMEN

BACKGROUND: Perioperative normal saline administration remains common practice during kidney transplantation. The authors hypothesized that the proportion of balanced crystalloids versus normal saline administered during the perioperative period would be associated with the likelihood of delayed graft function. METHODS: The authors linked outcome data from a national transplant registry with institutional anesthesia records from 2005 to 2015. The cohort included adult living and deceased donor transplants, and recipients with or without need for dialysis before transplant. The primary exposure was the percent normal saline of the total amount of crystalloids administered perioperatively, categorized into a low (less than or equal to 30%), intermediate (greater than 30% but less than 80%), and high normal saline group (greater than or equal to 80%). The primary outcome was the incidence of delayed graft function, defined as the need for dialysis within 1 week of transplant. The authors adjusted for the following potential confounders and covariates: transplant year, total crystalloid volume, surgical duration, vasopressor infusions, and erythrocyte transfusions; recipient sex, age, body mass index, race, number of human leukocyte antigen mismatches, and dialysis vintage; and donor type, age, and sex. RESULTS: The authors analyzed 2,515 records. The incidence of delayed graft function in the low, intermediate, and high normal saline group was 15.8% (61/385), 17.5% (113/646), and 21% (311/1,484), respectively. The adjusted odds ratio (95% CI) for delayed graft function was 1.24 (0.85 to 1.81) for the intermediate and 1.55 (1.09 to 2.19) for the high normal saline group compared with the low normal saline group. For deceased donor transplants, delayed graft function in the low, intermediate, and high normal saline group was 24% (54/225 [reference]), 28.6% (99/346; adjusted odds ratio, 1.28 [0.85 to 1.93]), and 30.8% (277/901; adjusted odds ratio, 1.52 [1.05 to 2.21]); and for living donor transplants, 4.4% (7/160 [reference]), 4.7% (14/300; adjusted odds ratio, 1.15 [0.42 to 3.10]), and 5.8% (34/583; adjusted odds ratio, 1.66 [0.65 to 4.25]), respectively. CONCLUSIONS: High percent normal saline administration is associated with delayed graft function in kidney transplant recipients.


Asunto(s)
Funcionamiento Retardado del Injerto/inducido químicamente , Funcionamiento Retardado del Injerto/epidemiología , Trasplante de Riñón/efectos adversos , Atención Perioperativa/efectos adversos , Solución Salina/administración & dosificación , Solución Salina/efectos adversos , Adulto , Anciano , Estudios de Cohortes , Funcionamiento Retardado del Injerto/diagnóstico , Femenino , Humanos , Trasplante de Riñón/tendencias , Masculino , Persona de Mediana Edad , Atención Perioperativa/métodos , Estudios Retrospectivos
4.
Paediatr Perinat Epidemiol ; 35(6): 717-725, 2021 11.
Artículo en Inglés | MEDLINE | ID: mdl-34184759

RESUMEN

BACKGROUND: The effect of phototherapy on breastmilk feeding is unclear. OBJECTIVE: To estimate the effect of inpatient phototherapy on breastmilk feeding at 2-month well-child visits. METHODS: We performed a retrospective cohort study using electronic health record data. From births at 16 Kaiser Permanente Northern California hospitals (2013-2017), we identified a cohort of infants ≥ 35 weeks' gestation with total serum bilirubin levels close to the American Academy of Pediatrics 2004 phototherapy threshold during their birth hospitalisation. We compared self-reported breastmilk feeding at 2-month well-child visits among those who had and had not received birth hospitalisation phototherapy, adjusting for bilirubin levels and other confounding variables. We used multiple imputation (K = 200) to address missing data. RESULTS: Approximately a quarter of infants in the cohort (24.5%) received phototherapy during their birth hospitalisation. At the 2-month visit, exclusive breastmilk feeding was less common (RR 0.91, 95% interval [CI] 0.88, 0.95) among those who received phototherapy (41.3%) than those who did not (45.2%). However, no association remained after adjusting for potential confounders (RR 0.99, 95% CI 0.95, 1.04; average treatment effect on the treated [ATET] -0.2%, 95% CI -2.0%, 1.5%). In contrast, any breastmilk feeding was similar between infants who did (76.8%) and did not get phototherapy (77.9%). After adjusting for confounders, phototherapy had a slightly positive association with any breastmilk feeding at 2 months (RR 1.02, 95% CI 1.00, 1.04). Among infants who received phototherapy, the proportion being fed any breastmilk at the 2-month visit was an estimated 1.6 percentage points higher than it would have been if they had not received phototherapy (ATET 1.6%, 95% CI 0.1%, 3.1%). Multiple imputation results were similar. CONCLUSIONS: Birth hospitalisation phototherapy can be delivered in a way that does not adversely affect breastmilk feeding at 2 months.


Asunto(s)
Bilirrubina , Leche Humana , Lactancia Materna , Niño , Femenino , Hospitales , Humanos , Fototerapia , Estudios Retrospectivos
5.
Pediatr Emerg Care ; 37(2): 55-61, 2021 Feb 01.
Artículo en Inglés | MEDLINE | ID: mdl-29698347

RESUMEN

OBJECTIVE: The aim was to analyze the impact of decreased head computed tomography (CT) imaging on detection of abnormalities and outcomes for children with isolated head trauma. METHODS: The study involves a multicenter retrospective cohort of patients younger than 19 years presenting for isolated head trauma to emergency departments in the Pediatric Health Information System database from 2003 to 2015. Patients directly admitted or transferred to another facility and those with a discharge diagnosis code for child maltreatment were excluded. Outcomes were ascertained from administrative and billing data. Trends were tested using mixed effects logistic regression, accounting for clustering within hospitals and adjusted for age, sex, insurance type, race, presence of a complex chronic condition, and hospital-level case mix index. RESULTS: Between 2003 and 2015, 306,041 children presented for isolated head trauma. The proportion of children receiving head CT imaging was increasing until 2008, peaking at just under 40%, before declining to 25% by 2015. During the recent period of decreased head CT imaging, the detection of skull fractures (odds ratio [OR]/year, 0.96; 95% confidence interval [CI], 0.95-0.97) and intracranial bleeds (OR/year, 0.96; 95% CI, 0.94-0.97), hospitalization (OR/year, 0.96; 95% CI, 0.95-0.96), neurosurgery (OR/year, 0.91; 95% CI, 0.87-0.95), and revisit (OR/year, 0.98; 95% CI, 0.96-1.00) also decreased, without significant changes in mortality (OR/year, 0.93; 95% CI, 0.84-1.04) or persistent neurologic impairment (OR/year, 1.03; 95% CI, 0.92-1.15). CONCLUSIONS: The recent decline in CT scanning in children with isolated head trauma was associated with a reduction in detection of intracranial abnormalities, and a concomitant decrease in interventions, without measurable patient harm.


Asunto(s)
Traumatismos Craneocerebrales , Fracturas Craneales , Niño , Servicio de Urgencia en Hospital , Hospitalización , Humanos , Lactante , Estudios Retrospectivos
10.
Eur J Pediatr ; 175(6): 775-83, 2016 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-26879388

RESUMEN

UNLABELLED: We surveyed neonatal leadership at 46 US children's hospitals via web-based survey to identify local preferences and concerns regarding indomethacin prophylaxis, nonsteroidal anti-inflammatory drug (NSAID) treatment, and patent ductus arteriosus (PDA) ligation. We received a 100 % survey response (N = 46). Practice guidelines for prophylactic indomethacin were reported at 28 % of NICUs, for NSAID treatment of PDA at 39 % and for surgical ligation at 27 %. Respondents noted intra-institutional practice variation for indomethacin prophylaxis (33 %), NSAID treatment (70 %), and PDA ligation (73 %). The majority of institutions did not prescribe indomethacin prophylaxis (72 %). For PDA treatment, indomethacin was preferred over ibuprofen (80 %). We validated our survey results via comparison with billing data as documented in the Pediatric Health Information System (PHIS) database, finding that survey responses directly correlated with local billing data (p < 0.0001). At institutions that did not typically administer NSAIDs for PDA closure or surgical PDA ligation, a lack of evidence for their effectiveness in improving long-term outcomes and the risk of treatment-associated adverse effects were the most often cited reasons. CONCLUSION: No consensus exists among providers at US children's hospitals regarding prophylactic indomethacin, NSAID treatment, or PDA ligation. Lack of evidence and safety concerns play a prominent role. WHAT IS KNOWN: • NSAIDs and surgical PDA ligation are efficacious in preventing intraventricular hemorrhage (IVH) and closing PDA in preterm infants, but have not been shown to improve long-term respiratory, neurodevelopmental, or mortality outcomes. What is New: • Practice preferences for indomethacin prophylaxis, NSAID, and surgical PDA treatment vary both among and within institutions. Lack of treatment effectiveness and the risk of adverse effects are major concerns.


Asunto(s)
Antiinflamatorios no Esteroideos/uso terapéutico , Inhibidores de la Ciclooxigenasa/uso terapéutico , Conducto Arterioso Permeable/terapia , Ibuprofeno/uso terapéutico , Indometacina/uso terapéutico , Consenso , Humanos , Recién Nacido , Ligadura , Neonatología/organización & administración , Evaluación de Resultado en la Atención de Salud , Guías de Práctica Clínica como Asunto , Pautas de la Práctica en Medicina , Encuestas y Cuestionarios
12.
BMC Pediatr ; 14: 264, 2014 Oct 14.
Artículo en Inglés | MEDLINE | ID: mdl-25316215

RESUMEN

BACKGROUND: The National Hospital of Pediatrics in Vietnam performed >200 exchange transfusions annually (2006-08), often on infants presenting encephalopathic from lower-level hospitals. As factors delaying care-seeking are not known, we sought to study care practices and traditional beliefs relating to neonatal jaundice in northern Vietnam. METHODS: We conducted a prospective, cross-sectional, population-based, descriptive study from November 2008 through February 2010. We prospectively identified mothers of newborns through an on-going regional cohort study. Trained research assistants administered a 78-item questionnaire to mothers during home visits 14-28 days after birth except those we could not contact or whose babies remained hospitalized at 28 days. RESULTS: We enrolled 979 mothers; 99% delivered at a health facility. Infants were discharged at a median age of 1.35 days. Only 11% received jaundice education; only 27% thought jaundice could be harmful. During the first week, 77% of newborns were kept in dark rooms. Only 2.5% had routine follow-up before 14 days. Among 118 mothers who were worried by their infant's jaundice but did not seek care, 40% held non-medical beliefs about its cause or used traditional therapies instead of seeking care. Phototherapy was uncommon: 6 (0.6%) were treated before discharge and 3 (0.3%) on readmission. However, there were no exchange transfusions, kernicterus cases, or deaths. CONCLUSIONS: Early discharge without follow-up, low maternal knowledge, cultural practices, and use of traditional treatments may limit or delay detection or care-seeking for jaundice. However, in spite of the high prevalence of these practices and the low frequency of treatment, no bad outcomes were seen in this study of nearly 1,000 newborns.


Asunto(s)
Conocimientos, Actitudes y Práctica en Salud/etnología , Ictericia Neonatal/terapia , Padres , Adulto , Continuidad de la Atención al Paciente/estadística & datos numéricos , Estudios Transversales , Recambio Total de Sangre/estadística & datos numéricos , Femenino , Humanos , Recién Nacido , Medicina Tradicional/estadística & datos numéricos , Alta del Paciente , Educación del Paciente como Asunto , Fototerapia/estadística & datos numéricos , Fitoterapia/estadística & datos numéricos , Estudios Prospectivos , Vietnam
13.
Hosp Pediatr ; 14(7): e330-e334, 2024 Jul 01.
Artículo en Inglés | MEDLINE | ID: mdl-38932727

RESUMEN

Diagnostic tests and clinical prediction rules are frequently used to help estimate the probability of a disease or outcome. How well a test or rule distinguishes between disease or no disease (discrimination) can be measured by plotting a receiver operating characteristic (ROC) curve and calculating the area under it (AUROC). In this paper, we review the features of ROC curves and interpretation of ROC curves and AUROC values. We highlight 5 underappreciated features of ROC curves: (1) the slope of the ROC curve over a test result interval is the likelihood ratio for that interval; (2) the optimal cutoff for calling a test positive depends not only on the shape of the ROC curve, but also on the pretest probability of disease and relative harms of false-positive and false-negative results; (3) the AUROC measures discrimination only, not the accuracy of the predicted probabilities; (4) the AUROC is not a good measure of discrimination if the slope of the ROC curve is not consistently decreasing; and (5) the AUROC can be increased by including a large number of people correctly identified as being at very low risk for the outcome of interest. We illustrate this last concept using 3 published studies.


Asunto(s)
Curva ROC , Humanos , Área Bajo la Curva , Pruebas Diagnósticas de Rutina/normas
14.
Arch Dis Child Fetal Neonatal Ed ; 109(3): 294-300, 2024 Apr 18.
Artículo en Inglés | MEDLINE | ID: mdl-38071585

RESUMEN

OBJECTIVE: Selective serotonin reuptake inhibitor (SSRI) use is common in pregnancy. It is associated with delayed neonatal adaptation. Most previous studies have not adjusted for the severity of maternal mental health disorders or examined the impact of SSRI type and dosage. We examined whether treatment with SSRIs in late pregnancy (after 20 weeks) is associated with delayed neonatal adaptation independent of maternal depression and anxiety. DESIGN, SETTING AND PATIENTS: Retrospective population-based birth cohort of 280 090 term infants born at 15 Kaiser Permanente Northern California hospitals, 2011-2019. Individual-level pharmacy, maternal, pregnancy and neonatal data were obtained from electronic medical records. EXPOSURE: Dispensed maternal SSRI prescription after 20 weeks of pregnancy. MAIN OUTCOME MEASURES: Delayed neonatal adaptation defined as a 5 min Apgar score ≤5, resuscitation at birth or admission to a neonatal intensive care unit for respiratory support. Secondary outcomes included each individual component of the primary outcome and more severe neonatal outcomes (pulmonary hypertension, hypoxic-ischaemic encephalopathy and seizures). RESULTS: 7573 (2.7%) infants were exposed to SSRIs in late pregnancy. Delayed neonatal adaptation occurred in 11.2% of exposed vs 4.4% of unexposed infants (relative risk 2.52 (95% CI 2.36 to 2.70)). After multivariable adjustment, there was an association between SSRI exposure and delayed neonatal adaptation (adjusted OR 2.14 (95% CI 1.96 to 2.32)). This association was dose dependent. Escitalopram and fluoxetine were associated with the highest risk of delayed neonatal adaptation. CONCLUSIONS: Infants exposed to SSRIs have increased risks of delayed adaptation in a type and dose-dependent relationship, pointing toward a causal relationship.

15.
Acad Pediatr ; 24(1): 111-118, 2024.
Artículo en Inglés | MEDLINE | ID: mdl-37354950

RESUMEN

OBJECTIVE: To describe the clinical course of children with positive urine cultures without pyuria who were not given antibiotics initially, identify predictors of subsequent antibiotic treatment, and evaluate the association between subsequent treatment and urinary tract infection (UTI) within 30 days. METHODS: We conducted a multicenter retrospective cohort study of children 1 to 24 months old who had positive urine cultures without pyuria and who were not started on antibiotics upon presentation to 3 health care systems from 2010 to 2021. Outcomes included clinical status at the time urine cultures resulted, escalation of care (emergency department visit or hospitalization) and subsequent antibiotic treatment within 7 days, and subsequent UTI within 30 days of presentation. RESULTS: Of 202 included children, 61% were female and median age was 9 months. Of 151 patients with clinical status information when cultures resulted, 107 (70.8%, 95% confidence interval [CI] 62.9-77.9%) were improved. Two of 202 children (1.0%, 95% CI 0.2-4.0%) experienced care escalation. Antibiotics were started in 142 (82.2%) children, and treatment was associated with prior UTI (risk ratio [RR] 1.20, 95% CI 1.15-1.26) and lack of improvement (RR 1.22, 95% CI 1.13-1.33). Subsequent UTI was diagnosed in 2 of 164 (1.2%, 95% CI 0.1-4.3%) treated and 0 of 36 (0%, 95% CI 0-9.7%) untreated children. CONCLUSIONS: Seventy percent of children with positive urine cultures without pyuria improved before starting antibiotics; however, >80% were ultimately treated. Future research should study the impact of diagnostic stewardship interventions and various urine testing strategies to optimize the management of children evaluated for UTI.retain-->.


Asunto(s)
Piuria , Infecciones Urinarias , Niño , Humanos , Femenino , Lactante , Preescolar , Masculino , Piuria/complicaciones , Piuria/diagnóstico , Piuria/tratamiento farmacológico , Estudios Retrospectivos , Infecciones Urinarias/tratamiento farmacológico , Antibacterianos/uso terapéutico , Progresión de la Enfermedad
16.
Am J Epidemiol ; 178(12): 1698-701, 2013 Dec 15.
Artículo en Inglés | MEDLINE | ID: mdl-24186968

RESUMEN

In an analysis of data from the US Collaborative Perinatal Project, Huang et al. (Am J Epidemiol. 2013;178(12):1691-1697) report an association between neonatal total serum bilirubin levels and childhood asthma. To consider the implications of this finding, we need to evaluate whether the association is causal. The results do not appear to be due to chance or any obvious biases. It is likely that the observed association is the result of a common cause of both hyperbilirubinemia and asthma (confounding). Polymorphisms in the glutathione S-transferase gene are a potential genetic confounder. The glutathione S-transferase M1-null phenotype has been linked to both neonatal hyperbilirubinemia and asthma in several studies. Before making any changes in practice aimed at lowering peak bilirubin levels to reduce asthma risk, it is vital to determine not only whether the association between higher bilirubin levels and asthma risk is causal, but also whether interventions to reduce peak bilirubin levels (or their duration) are associated with decreased risk of asthma (without evidence of other adverse effects). The study by Huang et al. should encourage further investigation of these questions.


Asunto(s)
Asma/epidemiología , Hiperbilirrubinemia Neonatal/epidemiología , Femenino , Humanos , Masculino
17.
J Pediatr ; 162(5): 1068-9, 2013 May.
Artículo en Inglés | MEDLINE | ID: mdl-23403251

RESUMEN

Although black race is considered protective against hyperbilirubinemia, black infants appear at increased risk of kernicterus. We found that although black infants have a lower risk of developing total serum bilirubin levels ≥ 20 mg/dL than white infants, they appear at greater risk of developing levels ≥ 30 mg/dL.


Asunto(s)
Bilirrubina/sangre , Hiperbilirrubinemia/complicaciones , Hiperbilirrubinemia/etnología , Ictericia Neonatal/sangre , Población Negra , Humanos , Lactante , Recién Nacido , Ictericia Neonatal/complicaciones , Factores de Riesgo
18.
J Pediatr ; 163(5): 1307-12, 2013 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-23932316

RESUMEN

OBJECTIVE: To examine the association between maternal hospital diagnoses of obesity and risk of cerebral palsy (CP) in the child. STUDY DESIGN: For all California hospital births from 1991-2001, we linked infant and maternal hospitalization discharge abstracts to California Department of Developmental Services records of children receiving services for CP. We identified maternal hospital discharge diagnoses of obesity (International Classification of Diseases, 9th edition 646.1, 278.00, or 278.01) and morbid obesity (International Classification of Diseases, 9th edition 278.01), and performed logistic regression to explore the relationship between maternal obesity diagnoses and CP. RESULTS: Among 6.2 million births, 67 200 (1.1%) mothers were diagnosed with obesity, and 7878 (0.1%) with morbid obesity; 8798 (0.14%) children had CP. A maternal diagnosis of obesity (relative risk [RR] 1.30, 95% CI 1.09-1.55) or morbid obesity (RR 2.70, 95% CI 1.89-3.86) was associated with increased risk of CP. In multivariable analysis adjusting for maternal race, age, education, prenatal care, insurance status, and infant sex, both obesity (OR 1.27, 95% CI 1.06-1.52) and morbid obesity (OR 2.56, 95% CI 1.79-3.66) remained independently associated with CP. On stratified analyses, the association of obesity (RR 1.72, 95% CI 1.25-2.35) or morbid obesity (RR 3.79, 95% CI 2.35-6.10) with CP was only significant among women who were hospitalized prior to the birth admission. Adjusting for potential comorbidities and complications of obesity did not eliminate this association. CONCLUSIONS: Maternal obesity may confer an increased risk of CP in some cases. Further studies are needed to confirm this finding.


Asunto(s)
Parálisis Cerebral/etiología , Obesidad/complicaciones , Complicaciones del Embarazo , Adulto , California , Parálisis Cerebral/epidemiología , Niño , Femenino , Humanos , Masculino , Madres , Análisis Multivariante , Obesidad Mórbida/complicaciones , Embarazo , Prevalencia , Sistema de Registros , Factores de Riesgo
19.
AJR Am J Roentgenol ; 200(6): W566-70, 2013 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-23701086

RESUMEN

OBJECTIVE: Radiology is the specialty of imaging-based diagnostic tests. Understanding the science behind evaluating diagnostic test performance is essential for radiologists because we provide care to patients and interact with our colleagues. CONCLUSION: Here, we review the key terminology used and common pitfalls encountered in the literature and in day-to-day discussions of diagnostic test performance.


Asunto(s)
Diagnóstico por Imagen/normas , Radiología/normas , Estudios de Casos y Controles , Reacciones Falso Negativas , Reacciones Falso Positivas , Humanos , Valor Predictivo de las Pruebas , Proyectos de Investigación , Medición de Riesgo , Sensibilidad y Especificidad
20.
J Clin Epidemiol ; 162: 182-186, 2023 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-37562728

RESUMEN

An accuracy study of a test that produces a wide range of results will often present a receiver operating characteristic (ROC) curve and report the area under the ROC curve (AUROC). The AUROC is a summary measure of how well the test discriminates between those with the condition or disease in question and those without it. A test that perfectly separates individuals with and without the condition has an AUROC of 1.0, and a test that doesn't separate them at all has an AUROC of 0.5. The AUROC is also the probability that a random individual with the condition will have a more abnormal test result than a random individual without the condition. In this Key Concepts article, we present our "walking man" approach to understanding ROC curves and the AUROC.


Asunto(s)
Caminata , Masculino , Humanos , Curva ROC , Probabilidad , Área Bajo la Curva
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