A Relay-Depth Exponent Ladder Closing the Bettencourt 22-Indicator Urban-Scaling Panel

~A Zero-Fitted-Exponent Complementary Closure with Integer, Continuous, and Hybrid Assignments~ Abstract A zero-fitted-exponent ladder β = 1 ± 1/[H ln(2H+1)] reproduces every indicator of the Bettencourt 2007 22-panel within its 95% confidence interval. Here β is the urban scaling exponent. The relay-depth H is the hierarchy of coordination layers in the city's productive system without using observed beta. The framework is falsified if any indicator falls outside its CI under the zero-fitted-exponent assignment. Reproducibility Companion simulator at https://shota-kato-lab.github.io/tools/paper4/1/ Python bundle under Paper4_Reproducibility_Bundle_v1.4.tar.gz (attached to this record). == Release v1.4 (2026-05-27) == Five integrity items disclosed at v1.3 fully integrated into main text and SI. v1.3 release tag preserved as historical first-disclosure state.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-05-27
DOI
https://doi.org/10.5281/zenodo.20396410
Primary Topic
Regional Economics and Spatial Analysis
Type
preprint
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
preprint

A Relay-Depth Exponent Ladder Closing the Bettencourt 22-Indicator Urban-Scaling Panel

Zenodo (CERN European Organization for Nuclear Research)
Regional Economics and Spatial Analysis
preprint

A Relay-Depth Exponent Ladder Closing the Bettencourt 22-Indicator Urban-Scaling Panel

preprint en

Abstract

~A Zero-Fitted-Exponent Complementary Closure with Integer, Continuous, and Hybrid Assignments~ Abstract A zero-fitted-exponent ladder β = 1 ± 1/[H ln(2H+1)] reproduces every indicator of the Bettencourt 2007 22-panel within its 95% confidence interval. Here β is the urban scaling exponent. The relay-depth H is the hierarchy of coordination layers in the city's productive system without using observed beta. The framework is falsified if any indicator falls outside its CI under the zero-fitted-exponent assignment. Reproducibility Companion simulator at https://shota-kato-lab.github.io/tools/paper4/1/ Python bundle under Paper4_Reproducibility_Bundle_v1.4.tar.gz (attached to this record). == Release v1.4 (2026-05-27) == Five integrity items disclosed at v1.3 fully integrated into main text and SI. v1.3 release tag preserved as historical first-disclosure state.

Zenodo (CERN European Organization for Nuclear Research)
Sustainable cities and communities
Regional Economics and Spatial Analysis
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.