Paper · 2026 · Heliyon

Modeling and optimization of quality indicators of blanched and dried cowpea leaves by Response Surface Methodology (RSM)

Bernard Kimani Kamau; Edwine Benson Atitwa; Gikuru Mwithiga

8
claims
17
verbatim quotes
1
citations
1
research areas
✓
Open access · cc-by-nc-nd

Abstract

This study focused on modeling and optimizing the quality attributes of blanched and dried cowpea leaves using Response Surface Methodology (RSM). Cowpea leaves were subjected to varying blanching durations (0-4 min), blanching temperatures (70-90 °C), and drying temperatures (50-70 °C) to assess their effects on key quality indicators. A Box-Behnken design was employed to conduct the experiments. Responses measured included color parameters ( L ∗ , a ∗ , b ∗ , hue, chroma , total color difference, and browning index), ascorbic acid, and mineral contents (iron, zinc, and calcium). The data were fitted to second-order regression models, and a desirability function was used for optimization using Design Expert Version 13 (Stat-Ease Inc., USA). The fitted models for color attributes and iron content showed good predictive power, with R 2 values ranging from 0.7480 to 0.9442. Increases in blanching time and temperature generally reduced the color parameters ( L ∗ , a ∗ , b ∗, and chroma) and iron content, as well as the total color difference and browning index. Drying temperature had minimal effect, except on greenness ( a ∗). The optimized conditions—4 minutes of blanching at 90 °C and drying at 50 °C—resulted in minimal color degradation and maximum nutrient retention. The optimized dried cowpea leaves exhibited favorable nutritional quality and appearance, indicating their potential contribution to food security.

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 8

Intervention effectobservedoriginal resultnegativemeasured

Claim · model-written summary

Longer and hotter blanching generally reduced the color parameters of cowpea leaves.

Treatment
Increases in blanching time and temperaturee1
Outcome
color parameterse1
Direction
reducede1
Qualifier
generallye1

Not reportedComparator

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

Vigna unguiculata
Vigna unguiculata · TaxonHeraldDesa at English Wikipedia · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“Cowpea leaves were subjected to varying blanching durations (0-4 min), blanching temperatures (70-90 °C), and drying temperatures (50-70 °C)”

✓ located verbatim in the source · abstract, characters 147–287 · show in text ↑
e1

“Increases in blanching time and temperature generally reduced the color parameters ( L ∗ , a ∗ , b ∗, and chroma) and iron content”

✓ located verbatim in the source · abstract, characters 885–1015 · show in text ↑
Intervention effectobservedoriginal resultnegativemeasured

Claim · model-written summary

Longer and hotter blanching generally reduced the iron content of cowpea leaves.

Treatment
Increases in blanching time and temperaturee1
Outcome
iron contente1
Direction
reducede1
Qualifier
generallye1

Not reportedComparator

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

Vigna unguiculata
Vigna unguiculata · TaxonHeraldDesa at English Wikipedia · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“Cowpea leaves were subjected to varying blanching durations (0-4 min), blanching temperatures (70-90 °C), and drying temperatures (50-70 °C)”

✓ located verbatim in the source · abstract, characters 147–287 · show in text ↑
e1

“Increases in blanching time and temperature generally reduced the color parameters ( L ∗ , a ∗ , b ∗, and chroma) and iron content”

✓ located verbatim in the source · abstract, characters 885–1015 · show in text ↑
Intervention effectobservedoriginal resultnegativemeasured

Claim · model-written summary

Longer and hotter blanching reduced the total color difference and browning index of cowpea leaves.

Treatment
Increases in blanching time and temperaturee1
Outcome
total color difference and browning indexe2
Direction
reducede1

Not reportedComparator

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

Vigna unguiculata
Vigna unguiculata · TaxonHeraldDesa at English Wikipedia · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“Cowpea leaves were subjected to varying blanching durations (0-4 min), blanching temperatures (70-90 °C), and drying temperatures (50-70 °C)”

✓ located verbatim in the source · abstract, characters 147–287 · show in text ↑
e1

“Increases in blanching time and temperature generally reduced the color parameters ( L ∗ , a ∗ , b ∗, and chroma) and iron content”

✓ located verbatim in the source · abstract, characters 885–1015 · show in text ↑
e2

“as well as the total color difference and browning index”

✓ located verbatim in the source · abstract, characters 1017–1073 · show in text ↑
Intervention effectobservedoriginal resultno effectmeasured

Claim · model-written summary

Drying temperature had minimal effect on the quality indicators of cowpea leaves.

Treatment
Drying temperaturee3
Outcome
effecte3
Direction
minimale3

Not reportedComparator

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

Vigna unguiculata
Vigna unguiculata · TaxonHeraldDesa at English Wikipedia · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“Cowpea leaves were subjected to varying blanching durations (0-4 min), blanching temperatures (70-90 °C), and drying temperatures (50-70 °C)”

✓ located verbatim in the source · abstract, characters 147–287 · show in text ↑
e3

“Drying temperature had minimal effect, except on greenness ( a ∗)”

✓ located verbatim in the source · abstract, characters 1075–1140 · show in text ↑
Intervention effectobservedoriginal resultmeasured

Claim · model-written summary

Drying temperature affected greenness (a*) of cowpea leaves.

Treatment
Drying temperaturee3
Outcome
greennesse3

Not reportedComparatorDirection

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

Vigna unguiculata
Vigna unguiculata · TaxonHeraldDesa at English Wikipedia · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“Cowpea leaves were subjected to varying blanching durations (0-4 min), blanching temperatures (70-90 °C), and drying temperatures (50-70 °C)”

✓ located verbatim in the source · abstract, characters 147–287 · show in text ↑
e3

“Drying temperature had minimal effect, except on greenness ( a ∗)”

✓ located verbatim in the source · abstract, characters 1075–1140 · show in text ↑
Intervention effectobservedoriginal resultpositivemeasured

Claim · model-written summary

The optimized blanching at 90 °C and drying at 50 °C gave minimal color degradation.

Treatment
4 minutes of blanching at 90 °C and drying at 50 °Ce4
Outcome
color degradatione4
Direction
minimale4

Not reportedComparator

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

Vigna unguiculata
Vigna unguiculata · TaxonHeraldDesa at English Wikipedia · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“Cowpea leaves were subjected to varying blanching durations (0-4 min), blanching temperatures (70-90 °C), and drying temperatures (50-70 °C)”

✓ located verbatim in the source · abstract, characters 147–287 · show in text ↑
e4

“The optimized conditions—4 minutes of blanching at 90 °C and drying at 50 °C—resulted in minimal color degradation and maximum nutrient retention.”

✓ located verbatim in the source · abstract, characters 1142–1288 · show in text ↑
Intervention effectobservedoriginal resultpositivemeasured

Claim · model-written summary

The optimized blanching at 90 °C and drying at 50 °C gave maximum nutrient retention.

Treatment
4 minutes of blanching at 90 °C and drying at 50 °Ce4
Outcome
nutrient retentione4
Direction
maximume4

Not reportedComparator

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

Vigna unguiculata
Vigna unguiculata · TaxonHeraldDesa at English Wikipedia · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“Cowpea leaves were subjected to varying blanching durations (0-4 min), blanching temperatures (70-90 °C), and drying temperatures (50-70 °C)”

✓ located verbatim in the source · abstract, characters 147–287 · show in text ↑
e4

“The optimized conditions—4 minutes of blanching at 90 °C and drying at 50 °C—resulted in minimal color degradation and maximum nutrient retention.”

✓ located verbatim in the source · abstract, characters 1142–1288 · show in text ↑
Observationobservedoriginal resultpositivebasis n/a

Claim · model-written summary

The optimized dried cowpea leaves had favorable nutritional quality and appearance.

Outcome
nutritional quality and appearancee5
Qualifier
favorablee5

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

Vigna unguiculata
Vigna unguiculata · TaxonHeraldDesa at English Wikipedia · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

e0

“Cowpea leaves were subjected to varying blanching durations (0-4 min), blanching temperatures (70-90 °C), and drying temperatures (50-70 °C)”

✓ located verbatim in the source · abstract, characters 147–287 · show in text ↑
e5

“The optimized dried cowpea leaves exhibited favorable nutritional quality and appearance”

✓ located verbatim in the source · abstract, characters 1289–1377 · show in text ↑

processing · quality: postharvest · Vigna unguiculata (cowpea)Positive and negative results

5 papers: 2 positive, 3 negative or no effect

1 paper in the same direction as this paper · 2 in the opposite direction · 1 reporting no difference from an alternative

  1. negative
  2. no effect
  3. no effect

1 paper more in this group

See all 5 papers →

processing · nutrient: content · Vigna unguiculata (cowpea)Positive and negative results

13 papers: 6 positive, 7 negative or no effect

5 papers in the same direction as this paper · 7 in the opposite direction

  1. negative
  2. negative
  3. no effect

9 papers more in this group

See all 13 papers →

processing · disease · Vigna unguiculata (cowpea)Results agree

2 papers: 0 positive, 2 negative or no effect

1 paper in the same direction as this paper

  1. negative
See all 2 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.