Title
bronch -- Calculates severity of illness in bronchiolitis using the National Children's Hospital severity of bronchiolitis model, (NCH-SOB).
Syntax
bronch [ work_of_breathing tachycardia age dehydration] {if} [, options]
bronchi [ work_of_breathing tachycardia age dehydration] {if} [, options]
options Description ------------------------------------------------------------------------- Main nch uses coefficients based on an inpatient derivation dataset, the default olhsc uses coefficients based on an emergency department validation dataset printscreen sends the output to a printer admit calculates the probability of admission discharge calculates the probability of discharge probabilities calculates the probability of a patient falling into another severity category -------------------------------------------------------------------------
Description
bronch calculates the severity of illness for infants presenting with bronchiolitis. It relies on four variables age(in months), dehydration classified as none(0) mild(1) moderate(2) or severe(3), tachycardia (heart rate at or above the 98th centile for age), Increased work of breathing defined as (1)for moderate or severe increase in work of breathing and (0) otherwise. This command categorizes bronchiolitis severity as mild, moderate or severe using an ordinal logistic regression model. bronch expects data in the wide format i.e. one observation per row and all the required variables in that row. When issuing bronch the order in which the variables are specified matters. After executing bronch stata issues a warning to the user reminding them which variable has been used to specify each component in the model. It is the user's to ensure that they have correctly specified the variables used to calculate the score.
Options
+------+ ----+ Main +-------------------------------------------------------------
nch uses coefficients based on an inpatient derivation dataset. This is the default. The coefficients (odds ratio)for this option are as follows. Age *** ()per month, Dehydration ***() per step increase from none,mild, moderate, severe, Tachycardia ** (), Increased work of breathing** ()
olhsc uses coefficients based on an emergency department validation dataset. The coefficients (odds ratio)for this option are as follows. Age *** ()per month, Dehydration ***() per step increase from none,mild, moderate, severe, Tachycardia ** (), Increased work of breathing** ()
probabilities calculates the proabability for each observation falling within each bronchiolitis severity classification (mild, moderate, severe). This option creates three new variables for each observation _pmild _pmoderate and _psevere containing the values for the mild moderate and severe categories respectively.
admit calculates the proabability for each observation of not having mild disease. This is the probability of admission when using the ohlsc option and the probability of being discharged in less than one day with the nch option. This option creates a new variable for each observation _padmit.
printscreen sends the output to the screen.
generate(newvar) creates newvar containing the value for bronchiolitis severity.If not specified the default is bronch.
Saved Results
+---------+ ----+ Support +----------------------------------------------------------
_bronch contains the severity of bronchiolitis (i.e. mild, moderate, or severe)
_pmild contains the probability of mild disease
_pmoderate contains the probability of moderate disease
_psevere contains the probability of severe disease
_tachycardia_product contains the product of the coeficient (odds ratio) of tachycardia and the record value for each observation
_age_product contains the product of the coeficient (odds ratio) of age and the record value for each observation
_dehydration_product contains the product of the coeficient (odds ratio) of dehydration and the record value for each observation
_work_of_breathing_product contains the product of the coeficient (odds ratio) of work of breathing and the record value for each observation
_Z contains the summation of the products of the four parameters for each observation
_Z_difference_Zi_k1 contains the data that corresponds to mild disease for each observation
_difference_Zi_k2 contains the data that corresponds to both mild and moderate disease for each observation
_probability_Zi_k2 contains the combined probability of mild and moderate disease for each observation
_logit1_1 contains the probability of mild disease
_logit2_1 contains the probability of moderate disease
_logit3_1 contains the probability of severe disease
_padmit contains the probability of admission using anything greater than mild disease as a surrogate marker for a patient that should be admitted
_discharge contains the probability of discharge using mild disease as a surrogote marker for a dischargable patient
_wob_processed contains a simplified version of the mapped work of breathing data
_wob_processed_mod contains the mapped work of breathing data as described in the algorithm in reference 1
_age_processed contains the mapped age data as described in the algorithm in reference 1
_dehyd_processed contains the mapped dehydration data as described in the algorithm in reference 1
_tachy_processed contains the mapped tachycardia data as described in the algorithm in reference 1
_missing_wob contains the number of observation with missing data for work of breathing
_missing_age contains the number of observation with missing data for age
_missing_tachy contains the number of observation with missing data for tachycardia
_missing_dehydration contains the number of observation with missing data for dehydration
_valid_calculation contains the number of observation with valid data
Remarks
The NCH-SOB was derived in one childrens hospital where mild was defined as im > mediate discharge on review of the resident admission by an attending pediatrician, mo > derate as hospital admission less than and including median length of stay, and severe d > isease as admission greater than the median length of stay. The model was validated in a > nother childrens hospital Emergency Department. In the validation 'mild' severity was > based on actual discharge from the pediatric emergency room by a resident with at leas > t five years post graduate training. 'Moderate' disease was defined as hospital admission > less than and including median length of stay, and 'severe' disease as admission for greater > than the median length of stay. The median length of stay was the same in both derivati > on and validation phases. Both models satisfied the proportional odds assumption. Users may select which > coefficents to use based on whether they are dealing primarily with inpatient or outpatien > t data. Full details of the model used in this severity of illness classification tool can > be found in reference 1.
Examples
. bronchi mild 150 2 mild
. bronch work_of_breathing tachycardia age dehydration
. bronch work_of_breathing tachycardia age dehydration , olhsc prob admit
. bronch work_of_breathing tachycardia age dehydration, by(gender)
Authors
Carl E. Mitchell Department of Emergency Medicine Kern Medical Center Bakersfield, CA 93306
Paul Walsh Department of Emergency Medicine Kern Medical Center Bakersfield, CA 93306
References
Walsh, P. Rothenberg, S.J., O'Doherty, S., Hoey, H. and Healy, R. 2004 A va > lidated clinical model to predict the need for admission and length of stay in children with ac > ute bronchiolitis. European Journal of Emergency Medicine 11:5 265-72