Paper · 2025 · Soil Use and Management

Comparative Study of Different Fertilisation Strategies on Lettuce Crop Production Including Remote Sensing Precision Agriculture Techniques: Effects on Soil Properties, Crop Yield and Greenhouse Gas Emissions

José Antonio Sáez‐Tovar; Luciano Orden; Francisco Javier Andreu‐Rodríguez; et al.

9
claims
18
verbatim quotes
1
citations
3
research areas
—
Not open access

Abstract

ABSTRACT The sustainable production of leafy crops is particularly important in Mediterranean regions, where water scarcity and the nutrient unbalance in soil–plant systems are common. Intensive crop production under these edaphoclimatic conditions is typically basedon conventional agriculturewith high inputs and limited incorporation of organic matter, and has a significant impact on natural resources and greenhouse gas (GHG) emissions. This study evaluated various fertilisation strategies in a Calcaric Fluvisol under warm semi‐arid conditions in south‐east Spain. The experiment followed a completely randomised design with three replicates and five fertilisation treatments: (i) organic treatments (cattle manure [CM] and two agri‐food waste derived composts [X1B and X2C]); (ii) inorganic treatments (mineral fertiliser NPK [IN] and NPK fertiliser with a nitrification inhibitor [LI2]), all of which were applied at a rate of 150 kg N ha −1 during the lettuce crop cycle and soil plots without treatment were used as control treatment (B). GHG emissions and UAV‐based multispectral vegetation indexes were measured after fertiliser applications and at the harvest, while soil properties and lettuce yield were determined at the end of the experiment. Mineral fertilisers produced the highest lettuce yields (73.8 and 82.4 Mg ha −1 for IN and LI2, respectively), while X1B compost achieved a similar yield to IN. The organic fertilisation (X1B and X2C) significantly increased soil organic carbon (C), with X1B showing a 14% increase from initial values. They also resulted in the lowest total GHG emissions (19–26 kg ha −1 CO 2 eq), compared to the inorganic treatments (68–67 kg ha −1 CO 2 eq). UAV‐derived vegetation indices distinguished between fertilisation strategies and correlated strongly with yield. Using compost‐based organic fertilisation can sustain competitive lettuce yields while improving soil health, balancing nutrients and reducing GHG emissions. In water‐limited Mediterranean systems, this approach provides a practical way to make agriculture more resilient and climate‐smart, while ensuring productivity is aligned with environmental sustainability.

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Claims 9

Observationobservedoriginal resultpositivemeasured

Claim · model-written summary

IN mineral fertiliser yielded 73.8 Mg ha −1 lettuce.

Taxon
LettuceLactuca sativat0
Treatment
INe0
Outcome
lettuce yieldse0
Direction
higheste0
Value
73.8e0

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

Lactuca sativa
Lactuca sativa · Taxonen:User:Geographer · CC BY 1.0 · Wikimedia Commons ↗

Verbatim

e0

“Mineral fertilisers produced the highest lettuce yields (73.8 and 82.4 Mg ha −1 for IN and LI2, respectively)”

✓ located verbatim in the source · abstract, characters 1261–1370 · show in text ↑
t0

“Lettuce”

✓ located verbatim in the source · title, characters 59–66 · show in text ↑
Observationobservedoriginal resultpositivemeasured

Claim · model-written summary

LI2 mineral fertiliser yielded 82.4 Mg ha −1 lettuce.

Taxon
LettuceLactuca sativat0
Treatment
LI2e0
Outcome
lettuce yieldse0
Direction
higheste0
Value
82.4 Mg ha −1e0

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

Lactuca sativa
Lactuca sativa · Taxonen:User:Geographer · CC BY 1.0 · Wikimedia Commons ↗

Verbatim

e0

“Mineral fertilisers produced the highest lettuce yields (73.8 and 82.4 Mg ha −1 for IN and LI2, respectively)”

✓ located verbatim in the source · abstract, characters 1261–1370 · show in text ↑
t0

“Lettuce”

✓ located verbatim in the source · title, characters 59–66 · show in text ↑
Intervention effectobservedoriginal resultpositivemeasured

Claim · model-written summary

X1B compost gave a lettuce yield similar to IN.

Taxon
LettuceLactuca sativat0
Treatment
X1B composte0
Outcome
yielde0
Direction
similare0
Comparator
INe0

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

Lactuca sativa
Lactuca sativa · Taxonen:User:Geographer · CC BY 1.0 · Wikimedia Commons ↗

Verbatim

e0

“X1B compost achieved a similar yield to IN”

✓ located verbatim in the source · abstract, characters 1378–1420 · show in text ↑
t0

“Lettuce”

✓ located verbatim in the source · title, characters 59–66 · show in text ↑
Intervention effectobservedoriginal resultpositivesignificant (as stated)measured

Claim · model-written summary

X1B compost significantly increased soil organic carbon by 14% from initial values.

Taxon
LettuceLactuca sativat0
Treatment
X1Be0
Outcome
soil organic carbon (C)e0
Direction
increasede0
Value
14%e0
Comparator
initial valuese0

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

Lactuca sativa
Lactuca sativa · Taxonen:User:Geographer · CC BY 1.0 · Wikimedia Commons ↗

Verbatim

e0

“The organic fertilisation (X1B and X2C) significantly increased soil organic carbon (C), with X1B showing a 14% increase from initial values.”

✓ located verbatim in the source · abstract, characters 1422–1563 · show in text ↑
t0

“Lettuce”

✓ located verbatim in the source · title, characters 59–66 · show in text ↑
Intervention effectobservedoriginal resultpositivesignificant (as stated)measured

Claim · model-written summary

X2C organic fertilisation significantly increased soil organic carbon.

Taxon
LettuceLactuca sativat0
Treatment
X2Ce0
Outcome
soil organic carbon (C)e0
Direction
increasede0

Not reportedComparator

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

Lactuca sativa
Lactuca sativa · Taxonen:User:Geographer · CC BY 1.0 · Wikimedia Commons ↗

Verbatim

e0

“The organic fertilisation (X1B and X2C) significantly increased soil organic carbon (C)”

✓ located verbatim in the source · abstract, characters 1422–1509 · show in text ↑
t0

“Lettuce”

✓ located verbatim in the source · title, characters 59–66 · show in text ↑
Intervention effectobservedoriginal resultpositivemeasured

Claim · model-written summary

Organic fertilisation produced the lowest total GHG emissions, 19–26 kg ha −1 CO 2 eq, versus 68–67 kg ha −1 CO 2 eq under inorganic fertilisers.

Taxon
LettuceLactuca sativat0
Treatment
organic fertilisatione1
Outcome
total GHG emissionse0
Direction
loweste0
Value
19–26 kg ha −1 CO 2 eqe0
Qualifier
68–67 kg ha −1 CO 2 eqe0
Comparator
inorganic treatmentse0

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

Lactuca sativa
Lactuca sativa · Taxonen:User:Geographer · CC BY 1.0 · Wikimedia Commons ↗

Verbatim

e0

“They also resulted in the lowest total GHG emissions (19–26 kg ha −1 CO 2 eq), compared to the inorganic treatments (68–67 kg ha −1 CO 2 eq).”

✓ located verbatim in the source · abstract, characters 1564–1705 · show in text ↑
t0

“Lettuce”

✓ located verbatim in the source · title, characters 59–66 · show in text ↑
e1

“The organic fertilisation (X1B and X2C) significantly increased soil organic carbon (C)”

✓ located verbatim in the source · abstract, characters 1422–1509 · show in text ↑
Method / resourceobservedoriginal resultpositivemeasured

Claim · model-written summary

UAV vegetation indices distinguished fertilisation strategies.

Taxon
LettuceLactuca sativat0
Outcome
distinguished between fertilisation strategiese0
Comparator
fertilisation strategiese0

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

Lactuca sativa
Lactuca sativa · Taxonen:User:Geographer · CC BY 1.0 · Wikimedia Commons ↗

Verbatim

e0

“UAV‐derived vegetation indices distinguished between fertilisation strategies”

✓ located verbatim in the source · abstract, characters 1706–1783 · show in text ↑
t0

“Lettuce”

✓ located verbatim in the source · title, characters 59–66 · show in text ↑
Associationobservedoriginal resultpositivemeasured

Claim · model-written summary

UAV vegetation indices correlated strongly with yield.

Taxon
LettuceLactuca sativat0
Treatment
UAV‐derived vegetation indicese0
Outcome
yielde0
Qualifier
correlated stronglye0

Not reportedDirection

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

Lactuca sativa
Lactuca sativa · Taxonen:User:Geographer · CC BY 1.0 · Wikimedia Commons ↗

Verbatim

e0

“UAV‐derived vegetation indices distinguished between fertilisation strategies and correlated strongly with yield.”

✓ located verbatim in the source · abstract, characters 1706–1819 · show in text ↑
t0

“Lettuce”

✓ located verbatim in the source · title, characters 59–66 · show in text ↑
Recommendationauthor interpretationoriginal resultpositivebasis n/a

Claim · model-written summary

The authors concluded compost fertilisation can sustain competitive yields and improve soil health, nutrient balance, and GHG emissions.

Taxon
lettuceLactuca sativae0
Treatment
compost‐based organic fertilisatione0
Outcome
competitive lettuce yields while improving soil health, balancing nutrients and reducing GHG emissionse0

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

Lactuca sativa
Lactuca sativa · Taxonen:User:Geographer · CC BY 1.0 · Wikimedia Commons ↗

Verbatim

e0

“Using compost‐based organic fertilisation can sustain competitive lettuce yields while improving soil health, balancing nutrients and reducing GHG emissions.”

✓ located verbatim in the source · abstract, characters 1820–1977 · show in text ↑

fertilization · environment: emissions · Lactuca sativa (garden lettuce)Positive and negative results

5 papers: 2 positive, 3 negative or no effect

1 paper in the same direction as this paper · 3 in the opposite direction

  1. negative
  2. negative
  3. negative

1 paper more in this group

See all 5 papers →

fertilization · yield · Lactuca sativa (garden lettuce)Positive and negative results

249 papers: 213 positive, 36 negative or no effect

212 papers in the same direction as this paper · 34 in the opposite direction · 2 reporting no difference from an alternative

  1. negative
  2. negative
  3. no effect

245 papers more in this group

See all 249 papers →

Claims are grouped by organism, treatment and what was measured or targeted. A paper counts as positive when any of its claims in the group is positive.