Skip to content

Propofol bolus

Propofol bolus (clinical table).

Name in the dataset intraop_ppf
Type clinical
Stored in clinical_data.csv
Unit mg

Description

Single weight-based induction dose written as a preferred value. Zero in 3,719 of 6,043 GAs (TIVA is on the pump tracks, not here).

Measurement space

-20020true minus recorded (mg)1. recorded 100 mgdensity-2000200true minus recorded (mg)2. recorded 150 mgdensity-505true minus recorded (mg)3. recorded 80 mgdensity-20020true minus recorded (mg)4. recorded 50 mgdensity

Vertical slices through the measurement space: how the true value is spread around a recorded one, for 4 recorded values chosen to show the different cases. Each panel has its own scale. Each is averaged over every record with that value in the release, from the pinned model; groups of fewer than 20 records are not shown.

  1. 100 mg (the commonest recorded value; 749 records): mean +1.99 mg, SD 8.15 mg, 95% between -19.1 and +19.3. Rounding: preferred values 60%, 50 mg 33%, 10 mg (base) 7%.
  2. 150 mg (the widest; 335 records): mean +5.17 mg, SD 29.9 mg, 95% between -23.5 and +75.9. Rounding: preferred values 76%, 50 mg 21%, 10 mg (base) 3%.
  3. 80 mg (the narrowest; 185 records): mean +0.537 mg, SD 2.9 mg, 95% between -6.67 and +3.9. Rounding: preferred values 84%, 10 mg (base) 16%.
  4. 50 mg (unlike the others; 25 records): mean +13.6 mg, SD 9.66 mg, 95% between -10.9 and +24.3. Rounding: 50 mg 92%, 10 mg (base) 8%.
Joint map of recorded against true value for Propofol bolus
Joint map: across, the recorded value; up, the true value minus the recorded one. Colour is the share of all probability in the release (2,335 records), on a log scale. Each column is a slice like those above; tall columns are values people round to, narrow ones values written as measured.

Time

This variable carries no time of its own in the dataset.

Value

Model kind model: fitted rounding model (value kind); posterior over the true value
Resolution heaped: a mixture of rounding modes (see the value model)
Status measured
Studies Rounding and heaping of propofol bolus

In this release

How wide the true-value distribution is, record by record, over 2,335 of 6,388 records (all clinical rows) that have one. Computed with the pinned model, aggregates only.

Median p10 to p90
Standard deviation 6.71 mg 2.83 to 26.5 mg
95% interval width 23.3 mg 9.44 to 88.3 mg
Mean minus recorded 0.879 mg -1.21 to 5.25 mg

Value model

Model file: …/models/intraop_ppf.model.json. Read from the pinned snapshot of vitaldb-resolution at commit bb03ddfc8a (2026-10-18).

How a true value becomes the recorded one. The rules are tried in order: a record not taken by an earlier rule is taken by this one with the probability shown (where its condition holds); the last rule takes the rest. With no conditions, the shares follow directly.

Order Rule Rounds to Probability if reached Share of records
1 preferred values nearest 72.1 % 72.1 %
2 50 mg 50 mg (nearest) 52.6 % 14.7 %
3 10 mg (base) 10 mg (nearest) the rest 13.2 %
  • preferred values: nearest member of the set; values beyond the ends snap to 60 or 150
Recorded resolution 1 (modelled at 10)
True-value density log_student_t_regression
Covariates weight, age, sex
Fitted on 2,328 records (VitalDB clinical_data.csv (intraop_ppf), non-zero values on the 10 mg grid with weight, age and sex)
BIC 7,757
Fitted 2026-10-13
  • Only 4 of 2,335 non-zero values are off the 10 mg grid; flagged off_grid.

Studies

Study Date Status Summary
Rounding and heaping of propofol bolus 2026-10-13 current Recorded propofol bolus is a mixture of 3 rounding modes (preferred values, 50 mg, 10 mg (base)); the model gives the true value's distribution for each record.

Worked examples

Example Side Status Summary
Charted propofol dose against the infusion pump value planned The charted propofol bolus total against the volume the Orchestra pump records, as a check of the propofol heaping model and as a dose in mg/kg with its uncertainty.

Figures

Histogram of the recorded values of intraop_ppf.
Recorded values in the release: 2,335 records, median 100 mg; 17 outside the 0.5–99.5th percentiles are not shown.

Tags: generated, vitaldb-resolution