Calculate case fatality ratio by syndrome and pathogen (CFR_{Lk})
Source:R/burden.R
calculate_cfr_lk.RdComputes the case fatality ratio (CFR) for each pathogen (k) within a specified infectious syndrome (L) using facility-level microbiology data.
Usage
calculate_cfr_lk(
data,
syndrome_col,
syndrome_name,
specimen_col,
specimen_name,
polymicrobial_col,
patient_col,
pathogen_col,
outcome_col,
death_value = "Died",
glass_ref = NULL,
facility_col = NULL,
facility_name = NULL,
pathogen_name = NULL
)Arguments
- data
Data frame of facility-level microbiology records.
- syndrome_col
Character. Column containing infectious syndrome labels (L).
- syndrome_name
Character. Syndrome to analyse.
- specimen_col
Character. Column containing specimen type.
- specimen_name
Character. Specimen to restrict to (e.g.,
"Blood").- polymicrobial_col
Character. Column flagging polymicrobial patients (1 = polymicrobial, 0 = monomicrobial).
- patient_col
Character. Unique patient identifier column.
- pathogen_col
Character. Pathogen (organism) column (k).
- outcome_col
Character. Final patient outcome column.
- death_value
Character. Value indicating death. Default
"Died".- glass_ref
Character vector of valid pathogen names, or a data frame with columns
specimenandpathogen. Applied to polymicrobial patients only.NULLskips GLASS filtering.- facility_col
Character or NULL. Facility identifier column.
- facility_name
Character or NULL. Restricts to a single facility.
- pathogen_name
Character vector or NULL. Filter to specific pathogen(s).
Value
A list:
- cfr_table
Pooled CFR:
pathogen_col,weighted_deaths,weighted_total,CFR_LK.- facility_level
Per-facility CFR (only when
facility_colis supplied andfacility_nameis NULL).
Details
The unit of analysis is the patient. Each patient contributes total weight 1, distributed equally across their valid pathogens via a fractional weight \(1/m_r\) (where \(m_r\) is the number of distinct valid pathogens for patient r). This ensures polymicrobial patients are not double-counted.
For polymicrobial patients (polymicrobial_col == 1), only
pathogens listed in the GLASS reference (glass_ref) for the given
specimen type are retained before weighting. Monomicrobial patients
(polymicrobial_col == 0) are never filtered.
When facility_col is supplied and facility_name is NULL,
both per-facility and pooled CFR are returned. The pooled CFR sums
weighted deaths and totals across facilities before dividing.