Paper · 2024 · Franklin Open

Optimal control of Cocoa Black pod disease: A multi-pronged approach

A.O. Adeniran; A.S. Onanaye; O.J. Adeleke

5
claims
11
verbatim quotes
8
citations
2
research areas
✓
Open access · cc-by-nc-nd

Abstract

This study presents a novel approach to controlling cocoa black pod disease, caused by Phytophthora megakarya. Unlike previous methods, we employ a mathematical modeling framework based on Pontryagin’s Maximum Principle to optimize control strategies that minimize disease impact. The model incorporates the dynamics of healthy and infected pods while considering the combined effects of three key interventions: Infected pod removal, Targeted fungicide application and Promoting a healthy growing environment. Through numerical simulations, we identify the optimal timing and intensity for each intervention to minimize infected pods over time. This study highlights the following novelties: Synergistic effect of combined control which demonstrates that combining all three strategies is significantly more effective than relying on individual methods, Optimal strategies which involves dynamically adjusting control measures throughout the growing season to adapt to disease progression, Prompt action after disease detection proves crucial for successful control. These findings offer valuable data-driven recommendations for cocoa farmers and disease management professionals. By strategically implementing a combination of infected pod removal, targeted fungicide use, and environmental management, farmers can significantly reduce disease severity, enhance cocoa production, and promote a more sustainable cocoa industry.

Abstract from the paper’s OpenAlex record; open copy licensed cc-by-nc-nd. Read at the source ↗

The text the model read, with the source record’s inline markup (italics, sub- and superscripts) rendered and its character entities decoded; quote offsets refer to the raw text.

Claims 5

Intervention effectobservedoriginal resultpositivesignificant (as stated)simulated

Claim · model-written summary

Combining all three controls was more effective against cocoa black pod disease than individual methods.

Treatment
combining all three strategiese0
Interactor
Phytophthora megakaryaPhytophthora megakaryae1pathogen
Outcome
Black pod diseaset0
Direction
more effectivee0
Comparator
individual methodse0

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

Theobroma cacao
Theobroma cacao · TaxonLuisovalles · CC BY 3.0 · Wikimedia Commons ↗

Verbatim

e0

“combining all three strategies is significantly more effective than relying on individual methods”

✓ located verbatim in the source · abstract, characters 756–853 · show in text ↑
e1

“caused by Phytophthora megakarya”

✓ located verbatim in the source · abstract, characters 77–109 · show in text ↑
t0

“Cocoa Black pod disease”

✓ located verbatim in the source · title, characters 19–42 · show in text ↑
Recommendationauthor interpretationoriginal resultpositivebasis n/a

Claim · model-written summary

The simulated optimal strategy adjusts control measures during the growing season as disease progresses.

Outcome
dynamically adjusting control measures throughout the growing season to adapt to disease progressione0

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

Theobroma cacao
Theobroma cacao · TaxonLuisovalles · CC BY 3.0 · Wikimedia Commons ↗

Verbatim

e0

“dynamically adjusting control measures throughout the growing season to adapt to disease progression”

✓ located verbatim in the source · abstract, characters 889–989 · show in text ↑
t0

“Cocoa Black pod disease”

✓ located verbatim in the source · title, characters 19–42 · show in text ↑
Recommendationauthor interpretationoriginal resultpositivebasis n/a

Claim · model-written summary

The authors conclude that prompt action after disease detection is crucial.

Outcome
Prompt action after disease detectione0

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

Theobroma cacao
Theobroma cacao · TaxonLuisovalles · CC BY 3.0 · Wikimedia Commons ↗

Verbatim

e0

“Prompt action after disease detection proves crucial for successful control”

✓ located verbatim in the source · abstract, characters 991–1066 · show in text ↑
t0

“Cocoa Black pod disease”

✓ located verbatim in the source · title, characters 19–42 · show in text ↑
Intervention effectobservedoriginal resultpositivesignificant (as stated)simulated

Claim · model-written summary

The simulated combination of infected pod removal, fungicide and environmental management can reduce disease severity.

Treatment
a combination of infected pod removal, targeted fungicide use, and environmental managemente0
Outcome
disease severitye0
Direction
reducee0

Not reportedComparator

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

Theobroma cacao
Theobroma cacao · TaxonLuisovalles · CC BY 3.0 · Wikimedia Commons ↗

Verbatim

e0

“By strategically implementing a combination of infected pod removal, targeted fungicide use, and environmental management, farmers can significantly reduce disease severity, enhance cocoa production, and promote a more sustainable cocoa industry”

✓ located verbatim in the source · abstract, characters 1182–1427 · show in text ↑
t0

“Cocoa Black pod disease”

✓ located verbatim in the source · title, characters 19–42 · show in text ↑
Intervention effectobservedoriginal resultpositivesimulated

Claim · model-written summary

The simulated combination of controls can enhance cocoa production.

Treatment
a combination of infected pod removal, targeted fungicide use, and environmental managemente0
Outcome
cocoa productione0
Direction
enhancee0

Not reportedComparator

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

Theobroma cacao
Theobroma cacao · TaxonLuisovalles · CC BY 3.0 · Wikimedia Commons ↗

Verbatim

e0

“By strategically implementing a combination of infected pod removal, targeted fungicide use, and environmental management, farmers can significantly reduce disease severity, enhance cocoa production, and promote a more sustainable cocoa industry”

✓ located verbatim in the source · abstract, characters 1182–1427 · show in text ↑
t0

“Cocoa Black pod disease”

✓ located verbatim in the source · title, characters 19–42 · show in text ↑

climate site · disease · Theobroma cacao (cocoa)Positive and negative results

2 papers: 1 positive, 1 negative or no effect

1 in the opposite direction

  1. no effect
See all 2 papers →

infection · disease · Theobroma cacao (cocoa)Positive and negative results

3 papers: 2 positive, 1 negative or no effect

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

  1. negative
  2. positive
See all 3 papers →

infection · yield · Theobroma cacao (cocoa)Positive and negative results

3 papers: 1 positive, 2 negative or no effect

2 in the opposite direction

  1. negative
  2. negative
See all 3 papers →

climate site · yield · Theobroma cacao (cocoa)Positive and negative results

5 papers: 4 positive, 1 negative or no effect

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

  1. negative
  2. positive
  3. positive

1 paper more in this group

See all 5 papers →

fungicide · yield · Theobroma cacao (cocoa)Results agree

3 papers: 3 positive, 0 negative or no effect

2 papers in the same direction as this paper

  1. positive
  2. positive
See all 3 papers →

fungicide · disease · Theobroma cacao (cocoa)Results agree

4 papers: 4 positive, 0 negative or no effect

3 papers in the same direction as this paper

  1. positive
  2. positive
  3. positive
See all 4 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.