Predictors of `pma_at_full_oral_feeding`¶

Analysis of potential predictors for pma_at_full_oral_feeding.

`pma_at_full_oral_feeding` Distribution¶

Distribution and summary statistics for pma_at_full_oral_feeding.

Summary Statistics¶

	`count`	`mean`	`std`	`min`	`25%`	`50%`	`75%`	`max`
`pma_at_full_oral_feeding`	228	36.6223	2.39786	32.5238	35.1259	36.1122	37.495	48.4368

Numeric Predictors¶

`Predictor`	`Correlation`	`p-value`
`gestational_age_weeks`	-0.389	0
`birth_weight_grams`	-0.427	0

Categorical Predictors¶

`medicalcomplexity`¶

	`mean`	`std`	`count`
`Children with complex chronic disease`	37.7476	2.45025	11
`Children with noncomplex chronic disease`	37.4802	2.57675	15
`Children without chronic disease`	36.4974	2.36483	202

ANOVA F-value: 2.477, p-value: 0.0863

`baby_sex`¶

	`mean`	`std`	`count`
`Female`	36.6586	2.65566	98
`Male`	36.595	2.19385	130

ANOVA F-value: 0.039, p-value: 0.8434

`race_ethnicity`¶

	`mean`	`std`	`count`
`Non-Hispanic Asian`	36.5836	1.89866	29
`Non-Hispanic White`	36.3844	1.84004	71
`Non-Hispanic nan`	36.7631	2.75031	128

ANOVA F-value: 0.572, p-value: 0.5654

`mechanical_ventilation`¶

	`mean`	`std`	`count`
`history of mechanical ventilation`	37.8101	2.60992	97
`no history of mechanical ventilation`	35.7428	1.7826	131

ANOVA F-value: 50.448, p-value: 0.0000

`o2_device_at_36_weeks`¶

	`mean`	`std`	`count`
`DID require respiratory support at 36 weeks`	37.9313	2.12426	60
`did NOT require respiratory support at 36 weeks`	36.1549	2.32075	168

ANOVA F-value: 27.049, p-value: 0.0000

`multiple_births`¶

	`mean`	`std`	`count`
`no`	36.6984	2.54484	160
`yes`	36.4435	2.01627	68

ANOVA F-value: 0.538, p-value: 0.4640

`public_insurance`¶

	`mean`	`std`	`count`
`private insurance`	36.6517	1.99825	106
`public insurance (Medi-Cal)`	36.5968	2.70561	122

ANOVA F-value: 0.030, p-value: 0.8636

Enhanced Bivariate Analysis¶

Visualizations of relationships between predictors and pma_at_full_oral_feeding.

Correlations with Numeric Predictors vs pma_at_full_oral_feeding¶

Predictor	Correlation	p-value	Significant
gestational_age_weeks	-0.389	< 0.0001	Yes
birth_weight_grams	-0.427	< 0.0001	Yes

Scatter: birth_weight_grams vs pma_at_full_oral_feeding¶

Scatter plot with regression line.

birth_weight_grams_pma_at_full_oral_feeding_scatter.png

Scatter: gestational_age_weeks vs pma_at_full_oral_feeding¶

Scatter plot with regression line.

gestational_age_weeks_pma_at_full_oral_feeding_scatter.png

Boxplot: medicalcomplexity vs pma_at_full_oral_feeding¶

ANOVA: F=2.477, p=0.0863

medicalcomplexity	mean	std	count
Children with complex chronic disease	37.7476	2.45025	11
Children with noncomplex chronic disease	37.4802	2.57675	15
Children without chronic disease	36.4974	2.36483	202

Boxplot: baby_sex vs pma_at_full_oral_feeding¶

ANOVA: F=0.039, p=0.8434

baby_sex	mean	std	count
Female	36.6586	2.65566	98
Male	36.595	2.19385	130

Boxplot: race_ethnicity vs pma_at_full_oral_feeding¶

ANOVA: F=0.572, p=0.5654

race_ethnicity	mean	std	count
Non-Hispanic Asian	36.5836	1.89866	29
Non-Hispanic White	36.3844	1.84004	71
Non-Hispanic nan	36.7631	2.75031	128

Boxplot: mechanical_ventilation vs pma_at_full_oral_feeding¶

ANOVA: F=50.448, p=0.0000

mechanical_ventilation	mean	std	count
history of mechanical ventilation	37.8101	2.60992	97
no history of mechanical ventilation	35.7428	1.7826	131

mechanical_ventilation_pma_at_full_oral_feeding_boxplot.png

Boxplot: o2_device_at_36_weeks vs pma_at_full_oral_feeding¶

ANOVA: F=27.049, p=0.0000

o2_device_at_36_weeks	mean	std	count
DID require respiratory support at 36 weeks	37.9313	2.12426	60
did NOT require respiratory support at 36 weeks	36.1549	2.32075	168

o2_device_at_36_weeks_pma_at_full_oral_feeding_boxplot.png

Boxplot: multiple_births vs pma_at_full_oral_feeding¶

ANOVA: F=0.538, p=0.4640

multiple_births	mean	std	count
no	36.6984	2.54484	160
yes	36.4435	2.01627	68

Boxplot: public_insurance vs pma_at_full_oral_feeding¶

ANOVA: F=0.030, p=0.8636

public_insurance	mean	std	count
private insurance	36.6517	1.99825	106
public insurance (Medi-Cal)	36.5968	2.70561	122

Predictors of pma_at_full_oral_feeding¶

pma_at_full_oral_feeding Distribution¶