Packages

Dataset

Se lee como HistoriaActividad

Prevalencia = 65.3% incluyendo lesiones activas no cavitadas

Creo un nuevo dataset solamente con las variables a utilizar ## new dataset

elimino df

opcional, elimino SiSi

condition <- c(“NoNo”, “NoSi”, “SiNo”) df2 <- df2 %>% filter(HistoriaActividad2 %in% condition)

MLR

Prediction

Misclassification

El porcentaje de veces que el modelo clasifica mal al paciente es 0.54%

2 tailed p values

Which cat is better explained by the model?


Abstract

S Uribe a), O. Arteaga b), I. Maldupa c), R. Marino d)

sergiouribe@uach.cl

  1. School of Dentistry, Universidad Austral de Chile, Valdivia, Chile
  2. School of Public Health, Faculty of Medicine, University of Chile, Santiago de Chile, Chile
  3. Institute of Stomatology, Riga Stradins University, Latvia.
  4. Melbourne Dental School, University of Melbourne, Melbourne, Australia.

Risks factors for history and activity of early childhood caries

Aim: To identify different risks factors for history or activity of early childhood caries(ECC).

Methods: Cross-sectional study. 291 children from 2 to 5 years old from Panguipulli, Chile, were examined using Nyvad’s activity criteria[Nyvad et al: Caries Res 1999;33:252–260] by four clinicians (kappa intra/inter > .7). Category 1-3 was recorded as active caries lesions and 4-6 to history of caries. A children was categorized in four mutually exclusive groups (no history-no activitiy [NoNo]; activity only [NoYes]; history only (YesNo); or both [YesYes]). Parents completed a questionnaire to assess different possible risks factors. A multinomial logistic regression was done to detect differences in risk factors for groups (NoNo-NoYes-YesNo-YesYes). Reference level was no-history nor activity of ECC. Significance was set at p=0.05.

Results: Children without history or activity was 34.71%, with history was 32.99%, with active caries 7.9%, and with both 24.4%. Exclusively risk factor for activity of ECC was presence of visible plaque(p=0.041). Risk factors for both history and activity were bedtime-bottle(p=0.03), sugary-drinks(p=0.03), lack of dental control(p=0.018) and lack of vegetable-patch at home(p=0.024)

Conclusions: There are different risk factors associated with the history and activity of early childhood caries

Funding

Own funding sources.

Summary

There are different risk factors that explain early childhood caries history, activity (plaque) or both (night-bottle, sugary-drinks, lack of dental control and lack of vegetable-patch)

Key phrase

Caries risk assessment

One of the following key phrases, which are required to assist programming: Clinical studies; De- and re-mineralization; Dental plaque; Diagnostics; Diet; Epidemiology; Erosion; Fluoride; Hard tissues; Microbiology; Pulp-dentinal reactions; Caries risk assessment; Saliva and pellicle.

---
title: "Hay diferencias en los factores de riesgo para actividad e historia de caries temprana de la infancia?"
author: "Sergio Uribe"
output: 
  html_notebook: 
    toc: yes
    toc_float: true
    code_folding: hide
    
---


# Packages
```{r packages}
require("tidyverse")
require("broom")
require("nnet")


```
# Dataset
```{r include = TRUE}
df <- read_csv("historiaactividad.csv")
dim(df)
```


Se lee como HistoriaActividad
```{r results='asis'}
options(digits = 2)
addmargins(prop.table((table(df$HistoriaActividad)))*100)
```

Prevalencia = 65.3% incluyendo lesiones activas no cavitadas

```{r relevel}
class(df$HistoriaActividad)
df$HistoriaActividad <-  as.factor(df$HistoriaActividad)
df$HistoriaActividad2 <- relevel(df$HistoriaActividad, ref = "NoNo")
levels(df$HistoriaActividad2)
```

Creo un nuevo dataset solamente con las variables a utilizar
## new dataset
```{r new dataset}
 df2 <- df %>% 
  select(HistoriaActividad2,
         `[Placa dental]`, 
         `[Cepillado]`, 
         `[Pasta dental fluorada]`	,
         `[Uso de mamadera DIURNA con azúcar]`	,
         `[Uso de mamadera NOCTURNA con azúcar]`	,
          `[Ingesta de bebidas carbonatadas con azúcar]`	,
          `[Ingesta Jugos naturales]`	,	
          `[Ha asistido a control odg?]`	,
          `[Ha asistido a control niño sano médico?]`	,
          `[Huerta con alimentos en casa?]`	,
          `[Agua potable en casa]`		,
          `[Luz eléctrica en casa]`		,
          `[Grupo familiar se reconoce mapuche]`	,
          `[Vive en campo?]`)
```
elimino df
```{r delete df}
rm(df)
```
```{r glimpse}
glimpse(df2)
```

## opcional, elimino SiSi

condition <- c("NoNo", "NoSi", "SiNo")
df2 <- df2 %>% 
  filter(HistoriaActividad2 %in% condition)

```{r table activity}
table(df2$HistoriaActividad2)
```
```{r lenght for groups}
100-length(which(df2$HistoriaActividad2 == "NoNo"))/length(df2$HistoriaActividad2)*100
```


```{r convierto chr to fac}
df2[] <- lapply( df2, factor)
```


# MLR
```{r MLR}
test <- multinom( HistoriaActividad2 ~ 
                    `[Placa dental]`+ 
                    `[Cepillado]`+ 
                    `[Pasta dental fluorada]`	+
                    `[Uso de mamadera NOCTURNA con azúcar]`	+
                    `[Ingesta de bebidas carbonatadas con azúcar]`	+
                    `[Ingesta Jugos naturales]`	+	
                    `[Ha asistido a control odg?]`	+
                    `[Huerta con alimentos en casa?]`	+
                    `[Agua potable en casa]`		+
                    `[Grupo familiar se reconoce mapuche]`	+
                    `[Vive en campo?]` ,
                  data = df2)
```
```{r summary model}
summary(test)
```

## Prediction
```{r prediction}
kable(head(predict(test, df2, type = "prob")))

```

## Misclassification
```{r misclassification}
cm <- table(predict(test), df2$HistoriaActividad2)
print(cm)
```
El porcentaje de veces que el modelo clasifica mal al paciente es  `r 1-sum(diag(cm))/sum(cm) `%

## 2 tailed p values
```{r p-values}
p <- (1 - pnorm(abs(z), 0, 1))*2
p

```
Which cat is better explained by the model?
```{r broom fitted values}
fit <- tidy(fitted(test))
fit %>% 
  gather("Category", "Value") %>% 
  group_by(Category) %>% 
  summarise(MeanValue = mean(Value)*100) %>% 
  ungroup()
```

------------------------------------------------


# Abstract

S Uribe a), O. Arteaga b), I. Maldupa c), R. Marino d) 

sergiouribe@uach.cl

 a) School of Dentistry, Universidad Austral de Chile, Valdivia, Chile
 b) School of Public Health, Faculty of Medicine, University of Chile, Santiago de Chile, Chile
 c) Institute of Stomatology, Riga Stradins University, Latvia.
 d) Melbourne Dental School, University of Melbourne, Melbourne, Australia.
 

## **Risks factors for history and activity of early childhood caries**


**Aim: ** To identify different risks factors for history or activity of early childhood caries(ECC).

**Methods:** Cross-sectional study. `r length(df2$HistoriaActividad2) ` children from 2 to 5 years old from Panguipulli, Chile, were examined using Nyvad's activity criteria[Nyvad et al: Caries Res 1999;33:252–260] by four clinicians (kappa intra/inter > .7). Category 1-3 was recorded as active caries lesions and 4-6 to history of caries. A children was categorized in four mutually exclusive groups (no history-no activitiy [NoNo]; activity only [NoYes]; history only (YesNo); or both [YesYes]). Parents completed a questionnaire to assess different possible risks factors. A multinomial logistic regression was done to detect differences in risk factors for groups (NoNo-NoYes-YesNo-YesYes). Reference level was no-history nor activity of ECC. Significance was set at p=0.05.

**Results:** Children without history or activity was 
`r  length(which(df2$HistoriaActividad2 == "NoNo"))/length(df2$HistoriaActividad2)*100`%, with history was `r  length(which(df2$HistoriaActividad2 == "NoSi"))/length(df2$HistoriaActividad2)*100`%, 
with active caries `r  length(which(df2$HistoriaActividad2 == "SiNo"))/length(df2$HistoriaActividad2)*100`%, and with both `r  length(which(df2$HistoriaActividad2 == "SiSi"))/length(df2$HistoriaActividad2)*100`%. 
Exclusively risk factor for activity of ECC was  presence of visible plaque(p=0.041). Risk factors for both history and activity were bedtime-bottle(p=0.03), sugary-drinks(p=0.03), lack of dental control(p=0.018) and lack of vegetable-patch at home(p=0.024)

**Conclusions:**
There are different risk factors associated with the history and activity of early childhood caries 

## Funding
Own funding sources.

## Summary
**There are different risk factors that explain early childhood caries history, activity (plaque) or both (night-bottle, sugary-drinks, lack of dental control and lack of vegetable-patch)**


## Key phrase
**Caries risk assessment**

One of the following key phrases, which are required to assist programming: Clinical studies; De- and re-mineralization; Dental plaque; Diagnostics; Diet; Epidemiology; Erosion; Fluoride; Hard tissues; Microbiology; Pulp-dentinal reactions; Caries risk assessment; Saliva and pellicle.