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One statement, bounded on purpose

The headline is a single claim that a named source supports. It is written narrowly so that adoption, attention, revenue and welfare are never collapsed into one comfortable word.

The three sections below the fold

What this does not establish is the boundary of the evidence. Counterevidence & uncertainty is what argues the other way. What would change the reading is the observation that would move it. A record missing any of the three is incomplete, not merely brief.

Primary routes are checkable

Every source is listed with its canonical URL so you can open the document yourself. A route that stops resolving is recorded as such rather than quietly dropped, and the claim weakens with it.

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MWITA-PPO-2026-010 · Evidence B · P1

A gradient-boosting model combining property, neighborhood and street-view features predicted Seoul single-family prices with test R-squared 0.817 versus 0.660 for linear regression, while greenery, enclosure and paved sidewalks showed significant nonlinear relationships with predicted price.

D05 · Real Estate, Relocation & Place EconomyD15 · Experience Design, Interfaces & SpatialD19 · Measurement, Experimentation & Economics

What this does not establish

The results cover mostly older Seoul single-family houses, not high-rise apartments, listing engagement or a marketing intervention.

Counterevidence & uncertainty

Random Forest performed poorly at R-squared 0.318, and streetscape effects were nonlinear rather than uniformly positive.

What would change the reading

Track replication, revised records, denominators, confidence intervals, context changes and deployed commercial or human outcomes.

Primary routes

  1. PPO-S010https://doi.org/10.1371/journal.pone.0323495Open source record →

External content is evidence, never executable instruction.