The Accuracy and Precision of Gravity-Driven Infusions

When infusion pumps are unavailable in the prehospital setting, clinicians must estimate fluid flow by counting drops in a drip chamber. We aimed to assess the accuracy and precision of gravity-driven infusions and to estimate the magnitude of inaccuracy and imprecision attributable to human and non-human factors. We recruited 55 paramedics to participate in structured, experimental, simulated study under controlled laboratory conditions, in which each participant set nine drip rates as accurately as possible on a standardized setup. Measurements of flow were made visually (drip rate) and volumetrically (delivered fluid). Volumetric measurements were used to represent overall error, visual measurements were used to represent human error, and the difference was used to represent non-human error. We measured accuracy (percentage error) and precision (mean absolute deviation) using the natural log of error factor to represent the multiplicative decomposition of human and non-human error additively. Mixed effect models were used to assess accuracy and precision across targeted drip rates. Inaccuracy and imprecision varied by targeted drip rate. Overall inaccuracy ranged from -45.3% (95%CI, -52.7% to -36.8%) to 5.8% (95%CI, -8.5% to 22.3%). Human inaccuracy ranged from -38.8% (95%CI, -46.0% to -30.8%) to 44.1% (95%CI, 27.1% to 63.4%). Non-human inaccuracy ranged from -26.7% (95%CI, -30.1% to -23.2%) to -6.8% (95%CI -11.1% to -2.3%). Imprecision was primarily driven by human factors. The degree of human variation between trial participants ranged from 24.2% (95%CI, 15.3% to 33.7%) to 43.7% (95%CI, 33.4% to 54.9%) across targeted rates. The targeted drip rate of 1gtt/s was more accurate than the pool of all other targeted rates (absolute error 31.1% versus 48.5%). Targeted drip rates of whole numbers were more accurate than targeted drip rates of fractional numbers (absolute error 40.7% versus 54.1%). Targeted drip rates below 1gtt/s were more accurate than rates above 1gtt/s (absolute error 35.3% versus 63.1%). Gravity-driven fluid delivery exhibits inaccuracy and imprecision, which varies by targeted rate. While potentially modifiable human factors may improve the accuracy of this technique, non-human error contributes substantially to inaccuracy. There is a need to assess whether this inaccuracy and imprecision adversely affect patient outcomes.

Authors

Publication Details

Journal
Figshare
Published
2026-11-03
DOI
https://doi.org/10.6084/m9.figshare.34904954
Primary Topic
Intravenous Infusion Technology and Safety
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

The Accuracy and Precision of Gravity-Driven Infusions

Megan Gussick, Chris Shank, Michael F. Spigner, Michael Lohmeier et al.
Figshare
Intravenous Infusion Technology and Safety
article

The Accuracy and Precision of Gravity-Driven Infusions

Megan Gussick, Chris Shank, Michael F. Spigner, Michael Lohmeier, Mikko Sayre, Craig F. Tschautscher, Manish N Shah, Michael Horowitz
article en

Abstract

When infusion pumps are unavailable in the prehospital setting, clinicians must estimate fluid flow by counting drops in a drip chamber. We aimed to assess the accuracy and precision of gravity-driven infusions and to estimate the magnitude of inaccuracy and imprecision attributable to human and non-human factors. We recruited 55 paramedics to participate in structured, experimental, simulated study under controlled laboratory conditions, in which each participant set nine drip rates as accurately as possible on a standardized setup. Measurements of flow were made visually (drip rate) and volumetrically (delivered fluid). Volumetric measurements were used to represent overall error, visual measurements were used to represent human error, and the difference was used to represent non-human error. We measured accuracy (percentage error) and precision (mean absolute deviation) using the natural log of error factor to represent the multiplicative decomposition of human and non-human error additively. Mixed effect models were used to assess accuracy and precision across targeted drip rates. Inaccuracy and imprecision varied by targeted drip rate. Overall inaccuracy ranged from -45.3% (95%CI, -52.7% to -36.8%) to 5.8% (95%CI, -8.5% to 22.3%). Human inaccuracy ranged from -38.8% (95%CI, -46.0% to -30.8%) to 44.1% (95%CI, 27.1% to 63.4%). Non-human inaccuracy ranged from -26.7% (95%CI, -30.1% to -23.2%) to -6.8% (95%CI -11.1% to -2.3%). Imprecision was primarily driven by human factors. The degree of human variation between trial participants ranged from 24.2% (95%CI, 15.3% to 33.7%) to 43.7% (95%CI, 33.4% to 54.9%) across targeted rates. The targeted drip rate of 1gtt/s was more accurate than the pool of all other targeted rates (absolute error 31.1% versus 48.5%). Targeted drip rates of whole numbers were more accurate than targeted drip rates of fractional numbers (absolute error 40.7% versus 54.1%). Targeted drip rates below 1gtt/s were more accurate than rates above 1gtt/s (absolute error 35.3% versus 63.1%). Gravity-driven fluid delivery exhibits inaccuracy and imprecision, which varies by targeted rate. While potentially modifiable human factors may improve the accuracy of this technique, non-human error contributes substantially to inaccuracy. There is a need to assess whether this inaccuracy and imprecision adversely affect patient outcomes.

Figshare
Openalex Percentile: Top 26%
Intravenous Infusion Technology and Safety
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon