Predictors of `time_to_fof`¶

Analysis of potential predictors for time_to_fof.

`time_to_fof` Distribution¶

Distribution and summary statistics for time_to_fof.

Summary Statistics¶

	`count`	`mean`	`std`	`min`	`25%`	`50%`	`75%`	`max`
`time_to_fof`	228	15.8767	13.142	0	6.69271	12.9524	21.0198	74.625

Numeric Predictors¶

`Predictor`	`Correlation`	`p-value`
`gestational_age_weeks`	-0.293	0
`birth_weight_grams`	-0.27	0

Categorical Predictors¶

`medicalcomplexity`¶

	`mean`	`std`	`count`
`Children with complex chronic disease`	21.2295	12.4822	11
`Children with noncomplex chronic disease`	17.5919	12.5473	15
`Children without chronic disease`	15.4579	13.205	202

ANOVA F-value: 1.144, p-value: 0.3203

`baby_sex`¶

	`mean`	`std`	`count`
`Female`	16.8737	14.6391	98
`Male`	15.1252	11.8934	130

ANOVA F-value: 0.989, p-value: 0.3210

`race_ethnicity`¶

	`mean`	`std`	`count`
`Non-Hispanic Asian`	16.8779	12.3034	29
`Non-Hispanic White`	12.7892	9.86408	71
`Non-Hispanic nan`	17.3626	14.6259	128

ANOVA F-value: 2.910, p-value: 0.0565

`mechanical_ventilation`¶

	`mean`	`std`	`count`
`history of mechanical ventilation`	20.2653	13.5496	97
`no history of mechanical ventilation`	12.6272	11.8741	131

ANOVA F-value: 20.438, p-value: 0.0000

`o2_device_at_36_weeks`¶

	`mean`	`std`	`count`
`DID require respiratory support at 36 weeks`	20.6432	12.8067	60
`did NOT require respiratory support at 36 weeks`	14.1744	12.8741	168

ANOVA F-value: 11.192, p-value: 0.0010

`multiple_births`¶

	`mean`	`std`	`count`
`no`	15.8894	13.4914	160
`yes`	15.847	12.3775	68

ANOVA F-value: 0.000, p-value: 0.9823

`public_insurance`¶

	`mean`	`std`	`count`
`private insurance`	16.266	12.0084	106
`public insurance (Medi-Cal)`	15.5386	14.0937	122

ANOVA F-value: 0.173, p-value: 0.6777

Enhanced Bivariate Analysis¶

Visualizations of relationships between predictors and time_to_fof.

Correlations with Numeric Predictors vs time_to_fof¶

Predictor	Correlation	p-value	Significant
gestational_age_weeks	-0.293	< 0.0001	Yes
birth_weight_grams	-0.27	< 0.0001	Yes

Scatter: gestational_age_weeks vs time_to_fof¶

Scatter plot with regression line.

Scatter: birth_weight_grams vs time_to_fof¶

Scatter plot with regression line.

Boxplot: medicalcomplexity vs time_to_fof¶

ANOVA: F=1.144, p=0.3203

medicalcomplexity	mean	std	count
Children with complex chronic disease	21.2295	12.4822	11
Children with noncomplex chronic disease	17.5919	12.5473	15
Children without chronic disease	15.4579	13.205	202

Boxplot: baby_sex vs time_to_fof¶

ANOVA: F=0.989, p=0.3210

baby_sex	mean	std	count
Female	16.8737	14.6391	98
Male	15.1252	11.8934	130

Boxplot: race_ethnicity vs time_to_fof¶

ANOVA: F=2.910, p=0.0565

race_ethnicity	mean	std	count
Non-Hispanic Asian	16.8779	12.3034	29
Non-Hispanic White	12.7892	9.86408	71
Non-Hispanic nan	17.3626	14.6259	128

Boxplot: mechanical_ventilation vs time_to_fof¶

ANOVA: F=20.438, p=0.0000

mechanical_ventilation	mean	std	count
history of mechanical ventilation	20.2653	13.5496	97
no history of mechanical ventilation	12.6272	11.8741	131

Boxplot: o2_device_at_36_weeks vs time_to_fof¶

ANOVA: F=11.192, p=0.0010

o2_device_at_36_weeks	mean	std	count
DID require respiratory support at 36 weeks	20.6432	12.8067	60
did NOT require respiratory support at 36 weeks	14.1744	12.8741	168

Boxplot: multiple_births vs time_to_fof¶

ANOVA: F=0.000, p=0.9823

multiple_births	mean	std	count
no	15.8894	13.4914	160
yes	15.847	12.3775	68

Boxplot: public_insurance vs time_to_fof¶

ANOVA: F=0.173, p=0.6777

public_insurance	mean	std	count
private insurance	16.266	12.0084	106
public insurance (Medi-Cal)	15.5386	14.0937	122

Predictors of time_to_fof¶

time_to_fof Distribution¶