The Continuous Fragility Quotient as a Model-Free Assessment for Continuous Outcomes

The continuous fragility quotient (CFQ) is a model-free fragility metric for continuous outcomes that derives entirely from the Welch t-statistic geometry, requiring only published summary statistics. Unlike the continuous fragility index (CFI), which reconstructs pseudo-observations under distributional assumptions, CFQ produces a unique, analyst-independent value normalized to [0,1] for cross-study comparison. CFQ pairs with the Meaningful Change Index (MeCI) to complete the p–fr–nb triplet for continuous outcome trials.

Authors

Institutions

Publication Details

Journal
Open MIND
Published
2026-04-06
DOI
https://doi.org/10.5281/zenodo.19445025
Primary Topic
Sepsis Diagnosis and Treatment
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

The Continuous Fragility Quotient as a Model-Free Assessment for Continuous Outcomes

Thomas F Heston
Open MIND
Sepsis Diagnosis and Treatment
article

The Continuous Fragility Quotient as a Model-Free Assessment for Continuous Outcomes

Thomas F Heston
article en

Abstract

The continuous fragility quotient (CFQ) is a model-free fragility metric for continuous outcomes that derives entirely from the Welch t-statistic geometry, requiring only published summary statistics. Unlike the continuous fragility index (CFI), which reconstructs pseudo-observations under distributional assumptions, CFQ produces a unique, analyst-independent value normalized to [0,1] for cross-study comparison. CFQ pairs with the Meaningful Change Index (MeCI) to complete the p–fr–nb triplet for continuous outcome trials.

Open MIND
University of Washington (US), Washington State University (US)
Openalex Percentile: Top 20%
Sepsis Diagnosis and Treatment
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.