Goodness-of-fit metrics from an independent evaluation of the mid-infrared (MIR) models calibrated with the Open Soil Spectral Library (OSSL).

Goodness-of-fit metrics from an independent evaluation of the mid-infrared (MIR) models calibrated with the Open Soil Spectral Library (OSSL).

<p>Statistics are reported for a sample of 20 distinct MIR instruments. Metrics provided in original units after back-transformation.</p>

محفوظ في:
التفاصيل البيبلوغرافية
المؤلف الرئيسي: José L. Safanelli (20552654) (author)
مؤلفون آخرون: Tomislav Hengl (623477) (author), Leandro L. Parente (20552657) (author), Robert Minarik (20552660) (author), Dellena E. Bloom (9227405) (author), Katherine Todd-Brown (20552663) (author), Asa Gholizadeh (693351) (author), Wanderson de Sousa Mendes (20552666) (author), Jonathan Sanderman (784692) (author)
منشور في: 2025
الموضوعات:
Environmental Sciences not elsewhere classified
Biological Sciences not elsewhere classified
Chemical Sciences not elsewhere classified
widely used method
training machine learning
independent model evaluation
global good initiative
estimating soil properties
study also presents
centralized open resource
representation flag ).
soil spectroscopy community
affordable soil data
performing ml algorithm
two spectral regions
harmonizing several ssls
soil spectroscopy
spectral regions
soil types
opening data
discusses several
also subject
spectral variations
open resources
open development
ssls ).
widespread adoption
well predicted
total sulfur
scientific discovery
reliable outputs
refitting show
predictive modeling
prediction uncertainty
prediction capacity
new samples
help bridge
future development
fold cross
extractable sodium
extractable nutrients
exploratory analysis
enable hundreds
cubist comes
conditions represented
agricultural monitoring
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