Paper · 2026 · Journal of Plant Nutrition

Nondestructive diagnosis of nitrogen status in cauliflower using a Dualex ® leaf-clip sensor: calibration of an NBI-based critical curve across three seasons

L. Rivacoba

9
claims
17
verbatim quotes
1
citations
3
research areas
—
Not open access

Abstract

Traditional assessment of plant nitrogen (N) relies on destructive chemical analysis, whereas optical sensors provide rapid, nondestructive estimates of crop N status. This study calibrated and validated a fluorescence/transmittance-based leaf-clip sensor (Dualex®) for diagnosing N status in cauliflower (Brassica oleracea var. botrytis) with Barcelona cultivar in a loam soil classified as Torripsamments over three seasons (2012–2014) in Agoncillo (La Rioja, Spain). Field trials comprised four N availability treatments in a randomized complete block design. At multiple dates, we measured leaf chlorophyll (Chl), epidermal flavonols (FLAV) and the Nitrogen Balance Index (NBI = Chl/FLAV) with Dualex®, together with plant biomass and total N in leaves and heads. The Dualex® NBI was linearly related to leaf total N concentration, enabling the derivation of a non-linear NBI–biomass critical curve analogous to critical N dilution models. For biomass ≥1 Mg ha−1, the critical curve correctly classified 92% of non-deficit treatments and 79% of deficit treatments (R2 = 0.8). Proposed NBI sufficiency ranges were 34–36 (≈1 Mg ha−1, ≈50% ground cover), 31–33 (≈2 Mg ha−1, button stage), and 27–29 (≈4 Mg ha−1, pre-harvest). These results demonstrate that Dualex® NBI can support in-season N management in cauliflower, reducing the need for destructive sampling.

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Claims 9

Associationobservedoriginal resultmeasured

Claim · model-written summary

Dualex NBI was linearly related to leaf total N concentration.

Outcome
leaf total N concentratione0
Comparator
Dualex® NBIe0

Not reportedDirection

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Brassica oleracea var. botrytis
Brassica oleracea var. botrytis · TaxonSusan Slater · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“The Dualex® NBI was linearly related to leaf total N concentration”

✓ located verbatim in the source · abstract, characters 768–834 · show in text ↑
t0

“cauliflower”

✓ located verbatim in the source · title, characters 47–58 · show in text ↑
Method / resourceobservedoriginal resultmeasured

Claim · model-written summary

The NBI relationship enabled derivation of a nonlinear NBI–biomass critical curve.

Outcome
non-linear NBI–biomass critical curvee0
Comparator
critical N dilution modelse0

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Brassica oleracea var. botrytis
Brassica oleracea var. botrytis · TaxonSusan Slater · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“enabling the derivation of a non-linear NBI–biomass critical curve analogous to critical N dilution models”

✓ located verbatim in the source · abstract, characters 836–942 · show in text ↑
t0

“cauliflower”

✓ located verbatim in the source · title, characters 47–58 · show in text ↑
Method / resourceobservedoriginal resultmeasured

Claim · model-written summary

For biomass ≥1 Mg ha−1, the curve correctly classified 92% of non-deficit treatments.

Outcome
correctly classifiede0
Value
92%e0
Qualifier
non-deficit treatmentse0
Comparator
deficit treatmentse0

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Brassica oleracea var. botrytis
Brassica oleracea var. botrytis · TaxonSusan Slater · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“For biomass ≥1 Mg ha−1, the critical curve correctly classified 92% of non-deficit treatments and 79% of deficit treatments (R2 = 0.8).”

✓ located verbatim in the source · abstract, characters 944–1079 · show in text ↑
t0

“cauliflower”

✓ located verbatim in the source · title, characters 47–58 · show in text ↑
Method / resourceobservedoriginal resultmeasured

Claim · model-written summary

For biomass ≥1 Mg ha−1, the curve correctly classified 79% of deficit treatments.

Outcome
correctly classifiede0
Value
79%e0
Qualifier
deficit treatmentse0

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Brassica oleracea var. botrytis
Brassica oleracea var. botrytis · TaxonSusan Slater · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“For biomass ≥1 Mg ha−1, the critical curve correctly classified 92% of non-deficit treatments and 79% of deficit treatments (R2 = 0.8).”

✓ located verbatim in the source · abstract, characters 944–1079 · show in text ↑
t0

“cauliflower”

✓ located verbatim in the source · title, characters 47–58 · show in text ↑
Method / resourceobservedoriginal resultmeasured

Claim · model-written summary

The critical curve had R2 of 0.8.

Outcome
critical curvee0
Value
0.8e0

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Brassica oleracea var. botrytis
Brassica oleracea var. botrytis · TaxonSusan Slater · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“the critical curve correctly classified 92% of non-deficit treatments and 79% of deficit treatments (R2 = 0.8)”

✓ located verbatim in the source · abstract, characters 968–1078 · show in text ↑
t0

“cauliflower”

✓ located verbatim in the source · title, characters 47–58 · show in text ↑
Method / resourceobservedoriginal resultmeasured

Claim · model-written summary

Proposed NBI sufficiency was 34–36 at about 1 Mg ha−1 and about 50% ground cover.

Outcome
NBI sufficiency rangese0
Value
34–36e0
Qualifier
≈1 Mg ha−1, ≈50% ground covere0

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Brassica oleracea var. botrytis
Brassica oleracea var. botrytis · TaxonSusan Slater · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“Proposed NBI sufficiency ranges were 34–36 (≈1 Mg ha−1, ≈50% ground cover), 31–33 (≈2 Mg ha−1, button stage), and 27–29 (≈4 Mg ha−1, pre-harvest).”

✓ located verbatim in the source · abstract, characters 1080–1226 · show in text ↑
t0

“cauliflower”

✓ located verbatim in the source · title, characters 47–58 · show in text ↑
Method / resourceobservedoriginal resultmeasured

Claim · model-written summary

Proposed NBI sufficiency was 31–33 at about 2 Mg ha−1 and button stage.

Outcome
NBI sufficiency rangese0
Value
31–33e0
Qualifier
≈2 Mg ha−1, button stagee0

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Brassica oleracea var. botrytis
Brassica oleracea var. botrytis · TaxonSusan Slater · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“Proposed NBI sufficiency ranges were 34–36 (≈1 Mg ha−1, ≈50% ground cover), 31–33 (≈2 Mg ha−1, button stage), and 27–29 (≈4 Mg ha−1, pre-harvest).”

✓ located verbatim in the source · abstract, characters 1080–1226 · show in text ↑
t0

“cauliflower”

✓ located verbatim in the source · title, characters 47–58 · show in text ↑
Method / resourceobservedoriginal resultmeasured

Claim · model-written summary

Proposed NBI sufficiency was 27–29 at about 4 Mg ha−1 and pre-harvest.

Outcome
NBI sufficiency rangese0
Value
27–29e0
Qualifier
≈4 Mg ha−1, pre-harveste0

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Brassica oleracea var. botrytis
Brassica oleracea var. botrytis · TaxonSusan Slater · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“Proposed NBI sufficiency ranges were 34–36 (≈1 Mg ha−1, ≈50% ground cover), 31–33 (≈2 Mg ha−1, button stage), and 27–29 (≈4 Mg ha−1, pre-harvest).”

✓ located verbatim in the source · abstract, characters 1080–1226 · show in text ↑
t0

“cauliflower”

✓ located verbatim in the source · title, characters 47–58 · show in text ↑
Recommendationauthor interpretationoriginal resultbasis n/a

Claim · model-written summary

The authors conclude Dualex NBI can support in-season cauliflower nitrogen management with less destructive sampling.

Outcome
in-season N management in cauliflowere0
Qualifier
reducing the need for destructive samplinge0

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Brassica oleracea var. botrytis
Brassica oleracea var. botrytis · TaxonSusan Slater · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e0

“Dualex® NBI can support in-season N management in cauliflower, reducing the need for destructive sampling”

✓ located verbatim in the source · abstract, characters 1258–1363 · show in text ↑