Correlated Chained Gaussian Processes for Datasets With Multiple Annotators.

The labeling process within a supervised learning task is usually carried out by an expert, which provides the ground truth (gold standard) for each sample. However, in many real-world applications, we typically have access to annotations provided by crowds holding different and unknown expertise levels. Learning from crowds (LFC) intends to configure machine learning paradigms in the presence of multilabelers, residing on two key assumptions: the labeler's performance does not depend on the input space, and independence among the annotators is imposed. Here, we propose the correlated chained Gaussian processes from the multiple annotators (CCGPMA) approach, which models each annotator's performance as a function of the input space and exploits the correlations among experts. Experimental results associated with classification and regression tasks show that our CCGPMA performs better modeling of the labelers' behavior, indicating that it consistently outperforms other state-of-the-art LFC approaches.

La eficacia clínica a largo plazo de los implantes con conexión interna y superficie arenada y grabada / Long-term clinical efficacy of implants with internal connection and sandblasted-acid-etched surface

Introducción: La implantología oral representa una opción importante en el tratamiento de los pacientes con pèrdida dental total y parcial. El estudio a largo plazo muestra la evaluación de los pacientes tratados mediante carga precoz de implantes con conexión interna y superficie arenada y grabada. Mètodos: 40 pacientes con pèrdidas dentales fueron tratados con implantes Frontier GMI ® con conexión interna y superficie arenada y grabada. Los implantes fueron cargados tras un periodo de tiempo de 6 semanas en la mandíbula y 8 semanas en el maxilar superior. Los hallazgos clínicos (implantológicos y prostodóncicos) se han seguido durante al menos 6 años. Resultados: 103 implantes fueron insertados en ambos maxilares, 46 implantes (44,7%) en el maxilar superior y 57 implantes (55,3%) en la mandíbula, para su rehabilitación prostodóncica. 37 implantes (35,9%) fueron insertados en el sector anterior y 66 implantes (64,1%) en el sector posterior. 70 implantes (68%) de forma sumergida (2 cirugías) y 33 implantes (32%) de forma no sumergida (una cirugía). Despuès de un seguimiento clínico de 92,2 meses, los resultados indican una supervivencia de los implantes del 96,2%; ya que se perdieron 4 implantes. La pèrdida ósea marginal fuè de 0,99 ± 0,84 mm. Las restauraciones prostodóncicas incluyeron 31 coronas unitarias, 15 puentes fijos, 5 sobredentaduras con bolas, 2 rehabilitaciones totales fijas y una rehabilitación completa híbrida. Las complicaciones tardías fueron 11 implantes (10,7%) con periimplantitis y 6 prótesis (11,1%) con complicaciones protèsicas. Conclusiones: Los hallazgos clínicos del estudio indican que el tratamiento con carga precoz mediante prótesis de los implantes con conexión interna y superficie arenada y grabada, representa una terapèutica odontológica con èxito. (AU)

Introduction: Implant dentistry constitute an important option in the prosthodontic treatment of patients with partial and total tooth loss. This long-term study reports the evaluation of patients treated by early loading of implants with internal connection and sandblasted-acidetched surface. Methods: 40 patients with tooth loss were treated with Frontier GMI ® sandblasted and acid-etched surface implants. Implants were loaded after a healing free-loading period of 6 weeks (mandible) and 8 weeks (maxilla). Clinical findings (implants and prosthodontics) were followed during at least 6 years. Results: 103 implants were inserted (46 maxillary (44.7%), and 57 mandibular (55.3%)) for prosthodontic rehabilitation. 37 implants (35.9%) were inserted in anterior sites and 66 implant (64.1%) in posterior sites. Seventy implants (68%) were placed submerged (two stages) while that 33 implants (32%) were placed nonsubmerged (one stage). After at a mean follow-up of 92.2 months, clinical results indicate a survival rate of implants of 96.2%. Four implants were lost during the treatment. Mean marginal bone loss were 0.99 ± 0.84 mm. Prosthodontic restorations included 31 single crowns, 15 fixed bridges, 5 overdentures, 2 fixed totally rehabilitation and an hybrid full rehabilitation. Delayed complications include 11 implants (10.7%) with peri-implantitis and 6 prostheses (11.1%) with technical complications. Conclusions: Clinical results of this study indicate that prosthodontic rehabilitation by early loading of internal connection and sandblasted and etched- implants can be a successful dental treatment. (AU)

Ritmo circadiano y variaciones temporales en el paro cardiaco súbito extrahospitalario / Circadian rhythm and time variations in out-hospital sudden cardiac arrest

Objetivos: Analizar las características cronobiológicas y las variaciones temporales del paro cardiaco extrahospitalario (PCEH). Diseño: Estudio descriptivo retrospectivo. Pacientes: Todos los casos de PCEH de origen cardíaco registrados en la base de datos del servicio de emergencias médicas (SEM) de la Comunidad Autónoma de Castilla y León (España) durante 18 meses. Variables de interés principales: Edad, sexo, recuperación de la circulación espontánea, primer ritmo monitorizado (desfibrilable /no desfibrilable), lugar de alerta [(hogar, lugar público, centro atención primaria (AP)], testigo (familiar, transeúnte, fuerzas de seguridad, personal AP), hora de alerta (0-8; 8-16; 16-24), hora de activación del equipo de emergencias, hora de atención y día de la semana. Análisis univariante mediante Chi2, varianza y tests no paramétricos. Análisis cronobiológico mediante transformada rápida de Fourier y test Cosinor. Resultados: Se estudiaron 1.286 casos registrados entre enero 2007 y junio 2008. Se observaron diferencias estadísticas significativas en menor edad (p<0,05), mayor incidencia en el hogar (p<0,001) y mayor frecuencia de familiares-convivientes como testigos (p<0,001) en el periodo de 0-8h. El análisis cronobiológico mostró ritmo diario (circadiano) con acrofase a las 11:16h (p<0,001) y ritmo semanal (circaseptano) con acrofase en miércoles (p<0,05). Las medianas de intervalos alerta-atención y activación-atención fueron respectivamente 11,7min y 8,0min, sin diferencias entre periodos horarios. Conclusiones: Se demuestra la presencia de un ritmo diario de aparición del PCEH con pico matinal y un ritmo semanal con pico en miércoles. Estos resultados orientan al ajuste preventivo y a la planificación de recursos y mejoras en la respuesta, en determinados periodos horarios (AU)

Objectives: To analyze the chronobiological and time variations of out- hospital cardiac arrest (OHCA). Design: A retrospective descriptive study was made. Patients: All cases of OHCA of cardiac origin registered over 18 months in the database of the emergency medical service (EMS) of the Autonomous Community of Castilla y León (Spain) were evaluated. Variables analyzed: Age, sex, recovery of spontaneous circulation (ROSC), first monitored rhythm (amenable / not amenable to defibrillation), alert site [(home, public place, primary care (PC) center], alerting person (family, witness, law enforcement member, PC center staff), alert time (0-8; 8-16; 16-24), emergency team activation time, care time and day of the week. Univariate analysis (chi-squared), variance, and nonparametric tests comparing the variables in three periods of 8hours. Chronobiological analysis by fast Fourier transform and Cosinor testing. Results: We studied 1286 cases reported between January 2007 and June 2008. Statistically significant differences were observed in terms of younger age, higher incidence in the victim's home, and greater frequency of family-cohabiting persons as witnesses in the period between 0 and 8hours. Chronobiological analysis found daily rhythm (circadian) with acrophase at 11.16h (p<0.001) and weekly rhythm (circaseptan) with acrophase on Wednesday (p<0.05). The median alert time-care time interval and emergency team activation time-care time were 11.7min and 8.0min, respectively, without differences between periods. Conclusions: We have demonstrated the presence of a daily rhythm of emergence of OHCA with a morning peak and a weekly rhythm with a peak on Wednesdays. These results can guide the planning of resources and improvements in response in certain time periods (AU)

Características generales de la parada cardiaca extrahospitalaria registrada por un servicio de emergencias médicas / General characteristics out of hospital cardiac arrest of cardiac origin recorded by an emergency medical service

Objetivo: Analizar las características generales de la parada cardiaca extrahospitalaria(PCEH) en una comunidad autónoma y los factores asociados a la recuperación de la circulación espontánea (RCE).Método: Estudio descriptivo retrospectivo de las PCEH de origen cardiaco incluidas en la base de datos del servicio de emergencias (SEM) de Castilla y León en un periodo de18 meses. El objetivo primario fue la RCE. Las variables analizadas fueron la edad, sexo, ritmo desfibrilable (DF), lugar del paro, testigo, intervalo alerta-atención inicial e intervalo despacho SEM-atención inicial. Resultados: Se estudiaron 1.286 PCEH, que representan 0,34 casos/1.000 habitantes/año. La mediana de edad fue de 73,0 años (rango intercuartílico 21,0), y el66,5% fueron hombres. Se consiguió RCE en el 22,2%. Las características de la PCEH fueron: ritmo DF 15,3%; en el hogar 72,2%, en un lugar público 21,3%, en un centro atención primaria (AP) 6,5%; presenciada por un familiar 49,1%, por un transeúnte 31,6%, por fuerzas seguridad 2,6% y por personal AP 15,7%. Fueron variables independientes asociadas a la RCE: edad inferior a 50 años [OR 1,6 (IC 95%: 1,03; 2,4)],ritmo DF [OR 3,8 (IC 95%: 2,7; 5,3)], lugar del paro en centro AP [OR 2,7 (IC 95%:1,4; 4,9)] y en lugar público [OR 1,8 (IC 95%: 1,2; 2,7)].Conclusiones: La incidencia de PCEH fue similar a otras series europeas. Destaca el bajo porcentaje de ritmos DF. Se confirma el hogar como lugar de más frecuente presentación, y una menor edad, la presencia de ritmos DF y la presentación en lugares públicos o centros sanitarios, como factores independientes asociados a RCE (AU)

Objective: To analyze the general characteristics out of hospital cardiac arrest (OHCA) including the frecuency of return of spontaneous circulation and related factors. Methods: Retrospective descriptive analysis of cases of OHCA in the records of the emergency medical service of Castile-Leon covering a period of 18 months. The main independent outcome analyzed was return of spontaneous circulation. Independent variables analyzed were age, sex, presence of shockable rhythm, location of cardiac arrest, witness, time between emergency call and initiation of care, and time between ambulance dispatch and initiation of care. Results: The EMS attended a total of 1286 cases of OHCA, representing an annual incidence of 0.34 cases per 1000 population. The median age (interquartile range) was 73.0 (21.0) years; 66.5% of the patients were men, spontaneous circulation returned in 22.2%, and a shockable rhythm was present in 15.3%. Cardiac arrest occurred in the home in72.2% of the cases, in a public place in 21.3%, and at a primary health care clinic in 6.5%. Witnesses were a familymember (49.1%), a passer-by (31.6%), a member of a security force (2.6%), and a primary care staff member (15.7%).Independent variables related to return of spontaneous circulation were age under 50 years (odds ratio [OR], 1.6; 95% confidence interval [CI], 1.03-2.4), presence of a shockable rhythm (OR, 3.8; 95% CI, 2.7-5.3); cardiac arrest at a primary health care clinic (OR, 2.7; 95% CI, 1.4-4.9) or in a public place (OR, 1.8; 95% CI, 1.2-2.7).Conclusions: The incidence of OHCA was similar to that reported for other European series. The low percentage of shockable rhythm was noteworthy. The home was confirmed as the most common setting for cardiac arrest; lower age, presence of shockable rhythm, occurrence of cardiac arrest in a public place or at a primary care clinic were confirmed as variables independently associated with return of spontaneous circulation (AU)

[Circadian rhythm and time variations in out-hospital sudden cardiac arrest]. / Ritmo circadiano y variaciones temporales en el paro cardiaco súbito extrahospitalario.

OBJECTIVES: To analyze the chronobiological and time variations of out- hospital cardiac arrest (OHCA). DESIGN: A retrospective descriptive study was made. PATIENTS: All cases of OHCA of cardiac origin registered over 18 months in the database of the emergency medical service (EMS) of the Autonomous Community of Castilla y León (Spain) were evaluated. VARIABLES ANALYZED: Age, sex, recovery of spontaneous circulation (ROSC), first monitored rhythm (amenable / not amenable to defibrillation), alert site [(home, public place, primary care (PC) center], alerting person (family, witness, law enforcement member, PC center staff), alert time (0-8; 8-16; 16-24), emergency team activation time, care time and day of the week. Univariate analysis (chi-squared), variance, and nonparametric tests comparing the variables in three periods of 8 hours. Chronobiological analysis by fast Fourier transform and Cosinor testing. RESULTS: We studied 1286 cases reported between January 2007 and June 2008. Statistically significant differences were observed in terms of younger age, higher incidence in the victim's home, and greater frequency of family-cohabiting persons as witnesses in the period between 0 and 8 hours. Chronobiological analysis found daily rhythm (circadian) with acrophase at 11.16 h (p<0.001) and weekly rhythm (circaseptan) with acrophase on Wednesday (p<0.05). The median alert time-care time interval and emergency team activation time-care time were 11.7 min and 8.0 min, respectively, without differences between periods. CONCLUSIONS: We have demonstrated the presence of a daily rhythm of emergence of OHCA with a morning peak and a weekly rhythm with a peak on Wednesdays. These results can guide the planning of resources and improvements in response in certain time periods.

[Infectious pathology in diabetic patients cared for in an emergency department]. / Patología infecciosa en pacientes diabéticos atendidos en un departamento de urgencias.

OBJECTIVE: We study the influence of diabetes in the incidence of infectious diseases attended in an emergency department (ED). PATIENTS AND METHODS: 2,500 adult patients attended in the ED of a general hospital were examined. We value prospectively: clinical data, diagnosis in ED and rate of admissions, comparing two groups: Group A (175 diabetic patients), Group B (350 non diabetic control patients, with the same age and sex). We used the glycated Hb and the glucose levels to make a difference in A Group: patients with good control (A1 = Hb A1c < 8), patients with poor control (A2 = HbA1c > 8), patients with low glucose levels (A3 = glucose < 200 mg/dl) and high glucose levels (A4 = glucose > 200 mg/dl). RESULTS: Infectious disease are more frequent in diabetic patients than no diabetic (Group A = 13.1% vs Group B = 3.2%), certain amount pneumonia and urinary tract infection. Also the infectious diseases are more frequent in diabetic patients with high glucose levels (Group A4) than diabetic patients with low glucose levels (Group A3), but there were no significant differences between A1 and A2 groups. CONCLUSIONS: The presence of diabetes was bound up with a higher frequency of infectious diseases, above all pneumonia and urinary tract infection, in an ED. The importance of metabolic control in relation with infectious diseases is not definite in our study.

Patología infecciosa en pacientes diabéticos atendidos en un departamento de urgencias / Infectious diseases in diabetic patients attended in an emergency department

Objetivo: Valoramos la importancia de la presencia de diabetes en relación con los procesos infecciosos habituales diagnosticados entre los pacientes atendidos en un Departamento de Urgencias. Material y métodos: Se valoraron prospectivamente 2.500 pacientes adultos que acudieron a un Servicio de Urgencias de un hospital general de un área urbana. Analizamos antecedentes personales, motivos de consulta, diagnóstico en urgencias y necesidad de hospitalización comparando dos grupos: pacientes diabéticos (Grupo A=175) y grupo control de pacientes no diabéticos (Grupo B= 350, con la misma edad y sexo). Utilizando como parámetros de control metabólico la Hemoglobina glicosilada (Hb A1c) y la glucemia diferenciamos dentro de los pacientes diabéticos cuatro subgrupos: pacientes con buen control metabólico (A1= HbA1c8), pacientes con glucemia inferior a 200 mg/dl (A3) y superior a 200 mg/dl (A4). Resultados: Las infecciones fueron más frecuentes entre los pacientes diabéticos que en los no diabéticos (Grupo A= 13,1 porciento vs Grupo B=3,3 porciento), tanto en el caso de las neumonías como en las infecciones urinarias. Asimismo fueron más frecuentes los procesos infecciosos entre los pacientes diabéticos con glucemias elevadas (grupo A4), mientras que no encontramos diferencias significativas entre los subgrupos A1 y A2 respecto a estas entidades. Conclusiones: En nuestro estudio la presencia de diabetes se asoció a una mayor frecuencia de infecciones comunes frente a la población no diabética atendida en un Servicio de Urgencias. No fueron concluyentes los resultados en cuanto a la relación entre enfermedades infecciosas y control metabólico de los pacientes diabéticos (AU)