Nutrition snapshot

Rouses Markets Catfish Nuggets

Name: Rouses Markets Catfish Nuggets
Brand: Rouses Markets
SKU: 0015418005691

The nutrient profile looks comparatively strong based on the available evidence.

Nutrition score

/100

Nutrition interpretation

Low signal

The nutrient profile looks comparatively strong based on the available evidence.

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Signal classes

Supporting factors

Protein (14.4 g/100 g) provides limited support to the nutrition score.

Supporting factors

Declared NOVA group 1 anchors the processing indicator.

Uncertain or missing data

The processing indicator is inferred rather than declared directly.

What would improve the assessment

Part of this signal relies on inferred values, so direct declared data would improve reliability.

Supporting factors

Mandatory field coverage is strong (75%).

What would improve the assessment

Part of this signal relies on inferred values, so direct declared data would improve reliability.

Structured source data

Facts used for scoring

Design

CategoryUndefined

Label information quality70/100

Data confidence

Quantity118 g

Ownership

Processing

Minimally processed · Limited estimate

Formulation complexity

Environmental signal

NOVA groupNOVA 1

Performance

Energy / 100g

96.2 kcal

Protein / 100g

14.4 g

Sugar / 100g

0 g

Nutrition score75/100 · Grade A

Ingredient-level explanation

CATFISH NUGGETS.

Food score panel

Five-layer evaluation

Each dimension stays separate so the product can score well in one area and weakly in another without hiding trade-offs.

Nutrition score

/100

Nutrition profile

Nutrition score 75/100

Strong

processing is the strongest signal right now, while environmental signal needs the most caution.

Strongest area

Processing

Weakest area

Environmental signal

Data confidence

medium

Data confidence

Data confidence 55/100

Medium reliability

Data coverage is partial and the interpretation carries moderate confidence.

Confidence layer

Category breakdown

How the separate signals line up

The result is strong and supports a positive overall assessment.

Nutrition profile

Strong

75/100

Nutrition score based on nutrient profile only.

Processing

Minimally processed

Minimally processed · Limited estimate

100

Processing indicator is available, but part of the classification is inferred.

Environmental signal

Mixed

57/100

Estimated environmental signal with limited precision.

Label quality

Quite good

70/100

Label quality reflects completeness and consistency of the record, not nutrition quality.

How is the score built?

Open the methodology note

Nutrition score measures nutrient profile only. Processing, environment, label quality, and data confidence stay separate so missing data or formulation signals do not silently change nutrition quality.

The data is partial. The interpretation is usable but some conclusions may be refined.

Score drivers

What shaped the separate signals

Supports the assessment

Declared NOVA group 1 anchors the processing indicator.
Impact: high
Mandatory field coverage is strong (75%).
Impact: medium
Protein (14.4 g/100 g) provides limited support to the nutrition score.
Impact: low

Pulls the score down

No significant negative factors emerged from the available data.
Impact: low

Uncertain area

Record completeness is 44%.
Impact: medium
The processing indicator is inferred rather than declared directly.
Impact: low
Image evidence covers about 0% of the key fields.
Impact: low

Some source data is incomplete for this product: allergens and front image. Scores stay visible, but weaker evidence is reflected in the confidence dimension.

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nutrition score

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Score summary

Nutrition score

Quite good

label quality is the strongest signal right now, while processing needs the most caution.

Strongest: Label qualityWeakest: Processing

Data confidence

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medium reliability

Nutrition profile

Quite good

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Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Highly processed

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

57/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

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Label quality

Affected by field completeness and record consistency, not by nutrition quality.

medium confidence from label, nutrition, and source coverage

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nutrition score

Well-documented labelStrong evidence coverage

Score summary

Nutrition score

Quite good

label quality is the strongest signal right now, while processing needs the most caution.

Strongest: Label qualityWeakest: Processing

Data confidence

79/100

high reliability

Nutrition profile

Quite good

67/100

Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Highly processed

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

57/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Strong

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Label quality

Affected by field completeness and record consistency, not by nutrition quality.

TRADER JOE'S this pumpkin walks into a bar... CEREAL BARS

Undefined. Ingredients: PUMPKIN FILLING (BROWN RICE SYRUP, ORGANIC DRIED CANE SYRUP, APPLE POWDER, PUMPKIN, GLYCERIN, MODIFIED FOOD STARCH, PECTIN, NATURAL FLAVOR, WATER, CITRIC ACID, CINNAMON, NUTMEG, ANNATTO EXTRACT FOR COLOR, GINGER, ALLSPICE), WHEAT FLAVOR, EVAPORATED CANE SYRUP, INVERT CANE SYRUP, EXPELLER PRESSED CANOLA OIL, OAT FLOUR, WHEAT BRAN, NATURAL FLAVORS (BUTTER, VANILLA, CITRUS), WHEAT GLUTEN, HONEY, CINNAMON, ORGANIC NONFAT DRY MILK, BAKING SODA, CREAM OF TARTAR, MALTODEXTRIN (FROM CORN), SOY LECITHIN (EMULSIFIER), SEA SALT, CARRAGEENAN, CLOVES, SOYBEAN OIL, ANNATTO AND TURMERIC (FOR COLOR). NUTRITION BLEND: NIACIN, VITAMIN B6 (PYRIDOXINE HYDROCHLORIDE), RIBOFLAVIN, VITAMIN B1 (THIAMIN HYDROCHLORIDE), FOLIC ACID, SODIUM SELENATE, VITAMIN B12 (CYANOCOBALAMINE).. Evidence quality: high

51/100

nutrition score

Well-documented labelStrong evidence coverage

Score summary

Nutrition score

Mixed

label quality is the strongest signal right now, while processing needs the most caution.

Strongest: Label qualityWeakest: Processing

Data confidence

87/100

high reliability

Nutrition profile

Mixed

51/100

Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Very highly processed

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

55/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Strong

95/100

Label quality

Affected by field completeness and record consistency, not by nutrition quality.

Trader Joe's Garlic Salt

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nutrition score

Well-documented labelStrong evidence coverage

Score summary

Nutrition score

Quite good

label quality is the strongest signal right now, while processing needs the most caution.

Strongest: Label qualityWeakest: Processing

Data confidence

78/100

high reliability

Nutrition profile

Quite good

73/100

Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Highly processed

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

57/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Strong

85/100

Label quality

Affected by field completeness and record consistency, not by nutrition quality.

Rouses Markets Catfish Nuggets · Nutrisiq

Signal classes

Supporting factors

Protein (14.4 g/100 g) provides limited support to the nutrition score.

Supporting factors

Declared NOVA group 1 anchors the processing indicator.

Uncertain or missing data

The processing indicator is inferred rather than declared directly.

What would improve the assessment

Part of this signal relies on inferred values, so direct declared data would improve reliability.

Supporting factors

Mandatory field coverage is strong (75%).

What would improve the assessment

Part of this signal relies on inferred values, so direct declared data would improve reliability.

Structured source data

Facts used for scoring

Design

CategoryUndefined

Label information quality70/100

Data confidence

Quantity118 g

Ownership

Processing

Minimally processed · Limited estimate

Formulation complexity

Environmental signal

NOVA groupNOVA 1

Performance

Energy / 100g

96.2 kcal

Protein / 100g

14.4 g

Sugar / 100g

0 g

Nutrition score75/100 · Grade A

Ingredient-level explanation

CATFISH NUGGETS.

Food score panel

Five-layer evaluation

Each dimension stays separate so the product can score well in one area and weakly in another without hiding trade-offs.

Nutrition score

/100

Nutrition profile

Nutrition score 75/100

Strong

processing is the strongest signal right now, while environmental signal needs the most caution.

Strongest area

Processing

Weakest area

Environmental signal

Data confidence

medium

Data confidence

Data confidence 55/100

Medium reliability

Data coverage is partial and the interpretation carries moderate confidence.

Confidence layer

Category breakdown

How the separate signals line up

The result is strong and supports a positive overall assessment.

Nutrition profile

Strong

75/100

Nutrition score based on nutrient profile only.

Processing

Minimally processed

Minimally processed · Limited estimate

100

Processing indicator is available, but part of the classification is inferred.

Environmental signal

Mixed

57/100

Estimated environmental signal with limited precision.

Label quality

Quite good

70/100

Label quality reflects completeness and consistency of the record, not nutrition quality.

How is the score built?

Open the methodology note

The data is partial. The interpretation is usable but some conclusions may be refined.

Score drivers

What shaped the separate signals

Supports the assessment

Declared NOVA group 1 anchors the processing indicator.
Impact: high
Mandatory field coverage is strong (75%).
Impact: medium
Protein (14.4 g/100 g) provides limited support to the nutrition score.
Impact: low

Pulls the score down

No significant negative factors emerged from the available data.
Impact: low

Uncertain area

Record completeness is 44%.
Impact: medium
The processing indicator is inferred rather than declared directly.
Impact: low
Image evidence covers about 0% of the key fields.
Impact: low

Some source data is incomplete for this product: allergens and front image. Scores stay visible, but weaker evidence is reflected in the confidence dimension.

Similar options worth comparing

Trader Joe's Spinach & Kale Biets

65/100

nutrition score

Undefined

Score summary

Nutrition score

Quite good

label quality is the strongest signal right now, while processing needs the most caution.

Strongest: Label qualityWeakest: Processing

Data confidence

63/100

medium reliability

Nutrition profile

Quite good

65/100

Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Highly processed

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

57/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Quite good

72/100

Label quality

Affected by field completeness and record consistency, not by nutrition quality.

medium confidence from label, nutrition, and source coverage

View product

Baker Josef's All Purpose Flour

Undefined. Ingredients: WHOLE GRAIN BROWN RICE FLOUR, POTATO STARCH, RICE FLOUR, TAPIOCA FLOUR.. Evidence quality: high

67/100

nutrition score

Well-documented labelStrong evidence coverage

Score summary

Nutrition score

Quite good

label quality is the strongest signal right now, while processing needs the most caution.

Strongest: Label qualityWeakest: Processing

Data confidence

79/100

high reliability

Nutrition profile

Quite good

67/100

Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Highly processed

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

57/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Strong

93/100

Label quality

Affected by field completeness and record consistency, not by nutrition quality.

TRADER JOE'S this pumpkin walks into a bar... CEREAL BARS

51/100

nutrition score

Well-documented labelStrong evidence coverage

Score summary

Nutrition score

Mixed

label quality is the strongest signal right now, while processing needs the most caution.

Strongest: Label qualityWeakest: Processing

Data confidence

87/100

high reliability

Nutrition profile

Mixed

51/100

Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Very highly processed

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

55/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Strong

95/100

Label quality

Affected by field completeness and record consistency, not by nutrition quality.

Trader Joe's Garlic Salt

Undefined. Ingredients: SEA SALT, ROASTED GARLIC,ONION, PARSLEY.. Evidence quality: high

73/100

nutrition score

Well-documented labelStrong evidence coverage

Score summary

Nutrition score

Quite good

label quality is the strongest signal right now, while processing needs the most caution.

Strongest: Label qualityWeakest: Processing

Data confidence

78/100

high reliability

Nutrition profile

Quite good

73/100

Nutrition profile

Affected by energy, sugars, saturated fat, sodium, fiber, limited protein support, and cautious fruit/vegetable/legume/nut credit.

Processing

Highly processed

Processing

Affected by ingredient complexity and degree of processing.

Environmental signal

Mixed

57/100

Environmental signal

Affected by packaging, origin, and estimate coverage.

Label quality

Strong

85/100

Label quality

Affected by field completeness and record consistency, not by nutrition quality.

Rouses Markets Catfish Nuggets

Nutrient profile

Supporting factors

Processing level

Supporting factors

Uncertain or missing data

What would improve the assessment

Label quality

Supporting factors

Environmental signal

What would improve the assessment

Facts used for scoring

Design

Ownership

Performance

Five-layer evaluation

Nutrition score 75/100

How the separate signals line up

What shaped the separate signals

Similar options worth comparing

Trader Joe's Spinach & Kale Biets

Baker Josef's All Purpose Flour

TRADER JOE'S this pumpkin walks into a bar... CEREAL BARS

Trader Joe's Garlic Salt

Rouses Markets Catfish Nuggets

Nutrient profile

Supporting factors

Processing level

Supporting factors

Uncertain or missing data

What would improve the assessment

Label quality

Supporting factors

Environmental signal

What would improve the assessment

Facts used for scoring

Design

Ownership

Performance

Five-layer evaluation

Nutrition score 75/100

How the separate signals line up

What shaped the separate signals

Similar options worth comparing

Trader Joe's Spinach & Kale Biets

Baker Josef's All Purpose Flour

TRADER JOE'S this pumpkin walks into a bar... CEREAL BARS

Trader Joe's Garlic Salt

What lowers the rating

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