Cited by 5Body Composition Measurement TechniquesNutrition and Health in AgingDietetics, Nutrition, and Education

The Seven Methods for the Evaluation of Nutritional Status—ABCDEFG: Narrative Review

Open access
Zambrano-Villacres, Raynier, Arteaga-Pazmiño, Cecilia, Guevara Castillo, Washington David, Herrera-Fontana, Maria Elisa, Domínguez Brito, Lorena Daniela, Becerra Granados, Luis Miguel, Recoba-Obregón, Paulo E., Rodríguez-Veintimilla, Dolores +4 more·2026·Applied Sciences

Abstract

Background: Nutritional status assessment is the cornerstone of the Nutrition Care Process, guiding diagnosis, intervention, and monitoring. The classical ABCD model (Anthropometry, Biochemical, Clinical, Dietary) has been widely applied; however, it presents limitations in addressing current nutritional and epidemiological challenges. Objective: This narrative review aims to synthesize and update the scientific evidence on the expanded nutritional assessment model, known as ABCDEFG, which incorporates the Ecological–microbiota (E), Functional (F), and Genomic–nutrigenomic (G) approaches. Methods: A narrative review of the literature was conducted through PubMed, Scopus, and Web of Science, covering publications from 2013 to 2025. Articles were selected based on relevance to at least one of the seven assessment domains. Findings were synthesized descriptively and critically, highlighting applications, strengths, and limitations. Results: The ABCDEFG framework offers a multidimensional perspective of nutritional assessment. While anthropometric, biochemical, clinical, and dietary methods remain essential, the inclusion of ecological dimensions (gut microbiota, environmental influences), functional measures (e.g., muscle strength, physical performance), and genomics enables a more sensitive and personalized evaluation. This integrative approach supports better clinical decision-making and research innovation in nutrition and health sciences. Conclusions: The seven-method model broadens the scope of nutritional assessment, bridging traditional and emerging tools. Its application enhances the capacity to identify nutritional risks, design targeted interventions, and advance precision nutrition.

AI snapshot

Written from the paper’s full text.

TL;DR

This narrative review proposes the ABCDEFG framework, expanding traditional ABCD nutritional assessment with ecological/microbiota, functional, and genomic/nutrigenomic dimensions. It synthesizes evidence for seven assessment methods and argues the framework may support personalized nutrition, while noting that validation remains preliminary.

Key findings

  • The ABCDEFG model adds E (ecological assessment and gut microbiota), F (functional assessment), and G (genomic/nutrigenomic assessment) to the traditional anthropometric, biochemical, clinical, and dietary domains, positioning them as interacting dimensions that modify interpretation of traditional findings.
  • The review highlights specific tools and indicators across domains, including ISAK kinanthropometry protocols with 21 measurements for Level 1 and 43 for Level 2; BIA and muscle ultrasound; biochemical parameters such as albumin 3.5–5.0 g/dL, prealbumin 15–36 mg/dL, and CRP <0.3 mg/dL; the Dys-R questionnaire, developed with 219 chronic disease patients and 52 healthy controls and reporting a positive predictive value of 79%; HGS cutoffs from EWGSOP2 of <27 kg for men and <16 kg for women; SPPB scored 0–12; and genetic tests involving SNP panels for genes such as MTHFR, APOE, FTO, and VDR.
  • Evidence on integrating genetic testing into nutrition care is mixed: some studies report reduced sodium and alcohol consumption in individuals with high-risk variants, but systematic reviews found inconsistent or nonsignificant changes in weight, lipid markers, and quality of life, with trials mainly in North American and European populations.
  • The paper concludes that the ABCDEFG framework’s evidence for improving prevention, early diagnosis, and management remains preliminary and requires validation, standardization, and testing across diverse populations and health systems.

Methods

  • Narrative review with literature searches in PubMed, Scopus, and Web of Science using keywords including nutritional assessment, nutrition status evaluation, anthropometry, muscle function, gut microbiota, genetics and nutrition, and biochemical markers; eligible sources included original research, systematic reviews, clinical guidelines, and consensus statements, while animal studies, editorials, letters, and publications without full text were excluded.
  • Titles and abstracts were independently screened by two reviewers, with full-text review only when both agreed; reference lists were manually screened, studies were categorized by ABCDEFG domain, and observations on multispecies probiotic formulations were noted in the microbiota context.
  • Searches covered publications from 2013 to 2025 and yielded approximately 98 records; after screening, 65 publications were included, with no formal flow diagram because sources were selected based on conceptual relevance and contribution to emerging assessment domains.

Limitations

  • The paper states that it did not follow a systematic review protocol, so article selection may have been influenced by publication bias and authors’ judgment; heterogeneity in populations, assessment tools, and outcomes limited quantitative synthesis and direct comparison.
  • The paper states that the ABCDEFG model has not undergone full validation in diverse clinical and community contexts, and that the ecological/microbiota and genomic/nutrigenomic components still require standardized methodologies, reference values, and cost-effective tools.
  • Evident from the text: no formal flow diagram was applied and sources were selected by conceptual relevance, which limits reproducibility and exhaustive coverage; the review is a conceptual synthesis and does not empirically test the framework’s clinical effectiveness.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.3390/app16020845

Cites

145 of 148 references verified0 citation errors · 3 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

97 of 161 cited sources checked · 30 supported · 0 flagged · accuracy not yet measured

  • Premisecitation

    Traditionally, assessment methods were grouped under the ABCD acronym (Anthropometric, Biochemical, Clinical, and Dietary), which established core parameters for identifying nutritional status across diverse populations.

    “Traditionally, assessment methods were grouped under the ABCD acronym (Anthropometric, Biochemical, Clinical, and Dietary), which established core parameters for identifying nutritional status across diverse populations [2,3].”
    Quote in the paperSubstantial claim1 of 2 sources checked
    • cites [2] Canicoba, 2022, Nutritional care process model: Consensus for Latin America, Rev. Nutr. Clin. Metab.

      Not checked in the free run.

    • cites [3] Ferrand, 2021, Update of the Clinical Nutritionist Role: Standards of Practice, Rev. Chil. Nutr. source

      The Materials and Methods table (page unavailable) lists nutritional assessment among clinical nutritionists’ functions, but does not describe its methods as an ABCD grouping. Searches for “ABCD” and the anthropometric, biochemical, clinical, and dietary categories found no passage establishing the claimed traditional framework or its use across diverse populations. (LLM, conf=0.75)

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  • Premisecitation

    Recent epidemiological and nutritional shifts characterized by the coexistence of undernutrition and overnutrition, dietary transitions, and population aging have exposed important limitations of the classical ABCD model.

    “However, recent epidemiological and nutritional shifts characterized by the coexistence of undernutrition and overnutrition, dietary transitions, and population aging have exposed important limitations of this classical model [4,5].”
    Quote in the paperSubstantial claim2 of 2 sources checked
    • cites [4] Kiosia, 2024, The Double Burden of Malnutrition in Individuals: Identifying Key Challenges and Re-Thinking Research Focus, Nutr. Bull. source

      The Background section describes the coexistence of undernutrition and overnutrition, and The Role of Diet section describes a transition toward highly processed diets. Malnutrition Markers identifies limitations of traditional anthropometric measures, but the paper does not link those limitations to the classical ABCD model or to population aging. No page numbers were available in our copy. (LLM, conf=0.87)

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    • cites [5] Phillips, M.E., Robertson, M.D., Bennett-Eastley, K., Rowe, L., Frampton, A.E., and Hart, K.H. (2024). Standard Nutritional Assessment Tools Are Unable to Predict Loss of Muscle Mass in Patients Due to Undergo Pancreatico-Duodenectomy: Highlighting the Need for Detailed Nutritional Assessment. Nutrients, 16. source

      The Discussion (section 4) and Conclusions (section 5; page unavailable) identify limitations of commonly used nutritional assessment tools in patients awaiting pancreatic surgery, including their weak relationship with muscle mass. The paper does not discuss the ABCD model or attribute its limitations to population-level coexistence of undernutrition and overnutrition, dietary transitions, or population aging. (LLM, conf=0.84)

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  • Premisecitation

    C-reactive protein is used in combination with albumin and prealbumin to assess chronic inflammation and its impact on nutritional status.

    “C-Reactive Protein (<0.3 mg/dL) Used in combination with albumin and prealbumin to assess chronic inflammation and its impact on nutritional status.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [21] Wunderle, 2024, Inflammation and Response to Nutrition Interventions, JPEN J. Parenter. Enteral Nutr. source

      In “Personalized Nutrition and the Use of Biomarkers” (page not provided), the paper describes CRP as a marker of acute inflammation and discusses albumin and prealbumin as nutritional biomarkers. It does not describe using the three together to assess chronic inflammation; it says high CRP values are difficult to distinguish as reflecting acute or chronic inflammation. The stated <0.3 mg/dL threshold is also not supported by these passages. (LLM, conf=0.88)

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  • Premisecitation

    Serum osmolarity and electrolytes evaluate hydration status.

    “Serum Osmolarity (275-295 mOsm/kg) Electrolytes: Sodium (135-145 mEq/L).Potassium (3.5-5.0 mEq/L) Chlorine (96-106 mEq/L) Calcium (8.5-10.5 mg/dL) Evaluates hydration status.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [24] Kamel, 2021, Use of Urine Electrolytes and Urine Osmolality in the Clinical Diagnosis of Fluid, Electrolytes, and Acid-Base Disorders, Kidney Int. Rep. source

      The Patients With Acute Dysnatremia section relates plasma sodium to water and electrolyte balance and describes plasma tonicity in terms of sodium and potassium concentrations. It does not give the cited serum reference ranges or say that the listed serum osmolality and electrolyte panel, including chloride and calcium, evaluates hydration status. (LLM, conf=0.83)

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  • Premisecitation

    Glycosylated hemoglobin indicates glycemic control over the past 3 months.

    “Glycosylated hemoglobin (<5.7% normal, >6.5% diabetes) Indicates glycemic control over the past 3 months.[22]”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [22] Jarvis, 2023, Continuous Glucose Monitoring in a Healthy Population: Understanding the Post-Prandial Glycemic Response in Individuals without Diabetes Mellitus, Metabolism source

      Section 5, “Long-Term Consequence of Post-Prandial Hyperglycemia” (page unavailable), says HbA1c is a time-average measure of glycemia. It does not specify a three-month period or give the 5.7% and 6.5% thresholds in the citing sentence. (LLM, conf=0.85)

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  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Nutritional status assessment is the first stage of the Nutrition Care Process (NCP), a framework standardized by the Academy of Nutrition and Dietetics.

    “Nutritional status assessment is the first stage of the Nutrition Care Process (NCP), a framework standardized by the Academy of Nutrition and Dietetics to ensure an integrated and reproducible approach in both clinical and community settings.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [1] Carbajal, 2020, Nutrition Care Process: Elements for its implementation and use by Nutrition and Dietetics Professionals, Rev. Esp. Nutr. Hum. Diet. source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    The NCP consists of four interrelated phases: assessment, diagnosis, intervention, and monitoring, with assessment serving as the foundation for evidence-based decision-making in health and nutrition.

    “The NCP consists of four interrelated phases: assessment, diagnosis, intervention, and monitoring, with assessment serving as the foundation for evidence-based decision-making in health and nutrition [1].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [1] Carbajal, 2020, Nutrition Care Process: Elements for its implementation and use by Nutrition and Dietetics Professionals, Rev. Esp. Nutr. Hum. Diet. source
  • May combine two claims.

    Premisecitation

    Lipid profile assesses cardiovascular risk and fat metabolism.

    “Lipid Profile: Total cholesterol (<200 mg/dL). LDL (<100 mg/dL) HDL (>40 mg/dL in men and >50 mg/dL in women) Triglycerides (<150 mg/dL) Assesses cardiovascular risk and fat metabolism.[23]”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [23] Picó, C., Serra, F., Rodríguez, A.M., Keijer, J., and Palou, A. (2019). Biomarkers of Nutrition and Health: New Tools for New Approaches. Nutrients, 11. source

      Section 2 (Biomarkers of Nutritional Status; page unavailable) links plasma cholesterol and triglycerides to cardiovascular disease, supporting the cardiovascular-risk part. Section 6.5 discusses lipidomics and lipid metabolism, but does not establish that the listed clinical lipid profile assesses fat metabolism; the paper also does not provide the cited cholesterol, LDL, HDL, or triglyceride cutoffs. (LLM, conf=0.86)

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    Premisecitation

    Folate is indispensable in DNA synthesis and red blood cell formation.

    “Folate (>3 ng/mL) Indispensable in DNA synthesis and red blood cell formation.[25]”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [25] Powers, 2021, Approaches to Setting Dietary Reference Values for Micronutrients, and Translation into Recommendations, Proc. Nutr. Soc. source

      The ‘Considerations when setting dietary reference values’ section discusses folate metabolism and its biomarkers, but does not address DNA synthesis or red blood cell formation. Searches for those functions and for the cited >3 ng/mL threshold found no supporting passage in our copy. (LLM, conf=0.72)

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    Premisecitation

    Fasting glucose assesses carbohydrate metabolism and may indicate hypoglycemia, insulin resistance or diabetes.

    “Fasting Glucose (70-100 mg/dL) Assesses carbohydrate metabolism and may indicate hypoglycemia, insulin resistance or diabetes.[22]”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [22] Jarvis, 2023, Continuous Glucose Monitoring in a Healthy Population: Understanding the Post-Prandial Glycemic Response in Individuals without Diabetes Mellitus, Metabolism source

      Section 2 (Post-prandial Hyperglycemia; page unavailable) links poorer fasting blood-glucose control with insulin resistance and reports lower fasting glucose among people with normal glucose tolerance. But the paper does not present 70–100 mg/dL as a fasting range or state that fasting glucose indicates hypoglycemia or diagnoses diabetes; Section 3 describes hypoglycemia specifically after meals. (LLM, conf=0.84)

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    Premisecitation

    Prealbumin is a more sensitive indicator of nutritional status, useful to evaluate recent changes in protein intake.

    “Prealbumin (15-36 mg/dL) More sensitive indicator of nutritional status, useful to evaluate recent changes in protein intake.[20]”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [20] Keller, U. (2019). Nutritional Laboratory Markers in Malnutrition. J. Clin. Med., 8. source

      Section 3.2 says prealbumin’s shorter half-life makes it more favorable than albumin for tracking acute changes in nutritional state. It does not establish that prealbumin measures recent changes in protein intake or give the cited 15–36 mg/dL range. Section 3.3 further cautions that prealbumin can remain unchanged despite substantial nutritional deprivation. (LLM, conf=0.87)

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    Premisecitation

    Low albumin levels may suggest malnutrition, inflammation or liver disease.

    “Albumin (3.5-5.0 g/dL) Indicator of long-term protein status.Low levels may suggest malnutrition, inflammation or liver disease.[20]”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [20] Keller, U. (2019). Nutritional Laboratory Markers in Malnutrition. J. Clin. Med., 8. source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The wide range of methods and contexts in which anthropometry is applied has created a growing need for written protocols, equipment calibration, and standardized training to ensure data accuracy and comparability.

    “The wide range of methods and contexts in which anthropometry is applied has created a growing need for written protocols, equipment calibration, and standardized training to ensure data accuracy and comparability [7].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [7] Semler, 2025, Considerations for Anthropometry Specific to People with Disproportionate Short Stature, Adv. Ther. source

      The Key Summary Points say that a written local SOP, personnel training, and equipment calibration improve measurement reproducibility for people with disproportionate short stature. The General Considerations section also addresses accuracy and consistency across clinical and research settings, but it does not establish a growing need caused by the widening range of anthropometry applications. (LLM, conf=0.84)

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    Premisecitation

    Somatotype values allow determination of a somatotype profile-of which 13 variants are described-and its application in evaluating and optimizing athletic performance.

    “These values allow the determination of a somatotype profile-of which 13 variants are described-and its application in evaluating and optimizing athletic performance [13] (Figure 5).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [13] Martínez-Mireles, X., Nava-González, E.J., López-Cabanillas Lomelí, M., Puente-Hernández, D.S., Gutiérrez-López, M., Lagunes-Carrasco, J.O., López-García, R., and Ramírez, E. (2025). The Shape of Success: A Scoping Review of Somatotype in Modern Elite Athletes Across Various Sports. Sports, 13. source

      The Introduction describes a three-number somatotype score derived from anthropometric measurements, and the Conclusions say somatotype profiles can inform training and performance enhancement. The Results list multiple classifications, but our copy does not state that there are 13 variants (searched for “13 somatotype categories” and “thirteen somatotype profiles”). (LLM, conf=0.86)

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    Premisecitation

    Vitamin B12 deficiency is associated with megaloblastic anemia and neuropathies.

    “Vitamin B12 (>200 pg/mL) Deficiency associated with megaloblastic anemia and neuropathies.[25]”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [25] Powers, 2021, Approaches to Setting Dietary Reference Values for Micronutrients, and Translation into Recommendations, Proc. Nutr. Soc. source

      The 'Criteria of adequacy' section mentions nerve conduction changes and clinical symptoms of micronutrient depletion generally, but does not link them to vitamin B12. The 'Considerations when setting dietary reference values' section discusses a B12 biomarker, not megaloblastic anemia or neuropathies; searches for those conditions found no supporting passage. No page numbers were provided in our copy. (LLM, conf=0.72)

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    Premisecitation

    Elevated serum creatinine levels are indicative of decreased glomerular filtration rate (GFR) and may suggest acute or chronic kidney disease.

    “Elevated serum creatinine levels are indicative of decreased glomerular filtration rate (GFR) and may suggest acute or chronic kidney disease.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [23] Picó, C., Serra, F., Rodríguez, A.M., Keijer, J., and Palou, A. (2019). Biomarkers of Nutrition and Health: New Tools for New Approaches. Nutrients, 11. source

      Section 4 says creatinine travels through the blood to the kidneys and is excreted in urine; Section 2 lists urinary creatinine as a proposed marker of meat and fish intake. Neither passage, nor the additional searches for GFR and kidney disease, addresses whether elevated serum creatinine indicates reduced filtration or suggests acute or chronic kidney disease. Page numbers were not available in our copy. (LLM, conf=0.76)

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    Premisecitation

    Kinanthropometry enables the calculation of the three somatotype components, which are widely used in disciplines such as soccer.

    “Kinanthropometry also enables the calculation of the three somatotype components, which are widely used in disciplines such as soccer [11].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [11] Leal, 2024, Exploring Body Composition and Somatotype Profiles among Youth Professional Soccer Players, Mediterr. J. Nutr. Metab. source
  • May combine two claims.

    Premisecitation

    Serum iron and ferritin assess iron stores and risk of anemia.

    “Serum iron (50-170 mcg/dL) and Ferritin (12-300 ng/mL in men, 12-150 ng/mL in women) They assess iron stores and risk of anemia.[25]”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [25] Powers, 2021, Approaches to Setting Dietary Reference Values for Micronutrients, and Translation into Recommendations, Proc. Nutr. Soc. source

      In “Considerations when setting dietary reference values” (page not available), the paper discusses plasma iron concentration in relation to iron intake and biomarkers of status or function. It does not identify ferritin, give the stated reference ranges, or say that serum iron and ferritin assess iron stores and anemia risk. (LLM, conf=0.72)

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    Premisecitation

    Measurements of rectus femoris muscle thickness show strong correlations with functional indicators such as handgrip strength (HGS) and the fat-free mass index, supporting its value as a surrogate marker of muscular function and overall physical performance.

    “For example, measurements of rectus femoris muscle thickness show strong correlations with functional indicators such as handgrip strength (HGS) and the fat-free mass index, supporting its value as a surrogate marker of muscular function and overall physical performance [16].”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [16] Ogawa, 2023, Reliability and Validity of Quadriceps Muscle Thickness Measurements in Ultrasonography: A Comparison with Muscle Mass and Strength, Prog. Rehabil. Med. source

      Split into 2 atoms — 0 confirmed, 2 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.

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    Premisecitation

    Biochemical evaluation constitutes a core pillar of nutritional assessment, and its proper interpretation integrated with clinical, anthropometric, and dietary information facilitates the development of effective intervention strategies aimed at improving patient health.

    “Accordingly, biochemical evaluation constitutes a core pillar of nutritional assessment.Its proper interpretation-integrated with clinical, anthropometric, and dietary information-facilitates the development of effective intervention strategies aimed at improving patient health [27].”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [27] Urdampilleta, 2014, Parámetros bioquímicos básicos, hematológicos y hormonales para el control de la salud y el estado nutricional en los deportistas, Rev. Esp. Nutr. Hum. Diet. source

      Split into 2 atoms — 0 confirmed, 2 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.

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    Premisecitation

    Vitamin D is important in bone health and immune function.

    “Vitamin D (30-50 ng/mL) Important in bone health and immune function.[25]”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [25] Powers, 2021, Approaches to Setting Dietary Reference Values for Micronutrients, and Translation into Recommendations, Proc. Nutr. Soc. source

      In “Considerations when setting dietary reference values” (page unavailable), the paper links vitamin D status to musculoskeletal health, supporting the bone-health part of the claim. It does not establish an immune-function benefit; it says evidence for nonmusculoskeletal outcomes was inadequate for setting dietary reference values. It also does not support the cited sentence’s 30–50 ng/mL range, instead identifying a population-protective threshold of 25 nmol/L. (LLM, conf=0.88)

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    Premisecitation

    The adipose mass is not the same as the percentage of body fat, because the adipose mass includes all components of the adipocyte, including water and minerals in addition to fat mass.

    “It should be considered that the adipose mass is not the same as the percentage of body fat, because the adipose mass contemplates all the components of the adipocyte, that is to say, in addition to the fat mass, water and minerals [11].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [11] Leal, 2024, Exploring Body Composition and Somatotype Profiles among Youth Professional Soccer Players, Mediterr. J. Nutr. Metab. source

      The Results section refers to “fat or adipose mass,” and the Material section lists body-composition measures, but neither explains what adipose mass contains. Searches for the distinction from percentage body fat and for adipocyte water and minerals found no passage addressing the claim. (LLM, conf=0.72)

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    Premisecitation

    Zinc is related to the immune system and healing.

    “Zinc (70-120 mcg/dL) Related to the immune system and healing.[25]”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [25] Powers, 2021, Approaches to Setting Dietary Reference Values for Micronutrients, and Translation into Recommendations, Proc. Nutr. Soc. source

      The copy’s References section lists a work titled “Zinc and skin: an update,” but does not state that zinc is related to immune function or healing. Searches for zinc, immune function, healing, and the 70–120 mcg/dL range found no passage addressing those claims; page numbers were not available. (LLM, conf=0.73)

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    Premisecitation

    The multimodal approach of BIA and MU improves diagnostic accuracy for conditions such as sarcopenia and cachexia and enhances the capacity to track intervention-related changes over time.

    “This multimodal approach improves diagnostic accuracy for conditions such as sarcopenia and cachexia and enhances the capacity to track interventionrelated changes over time [16].”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [16] Ogawa, 2023, Reliability and Validity of Quadriceps Muscle Thickness Measurements in Ultrasonography: A Comparison with Muscle Mass and Strength, Prog. Rehabil. Med. source

      The Discussion (page unavailable) says ultrasound muscle-thickness measurements can track a patient’s condition over time and assess the efficacy of nutritional and rehabilitation therapies. The Methods and Results (pages unavailable) use BIA to compare muscle mass with ultrasound thickness, but the paper does not show that combining them improves diagnostic accuracy for sarcopenia or cachexia, or that the combination improves tracking of intervention-related changes. (LLM, conf=0.86)

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    Premisecitation

    Clinical signs alone are not diagnostic; however, when interpreted alongside biochemical, dietary, and anthropometric data, they contribute to a comprehensive and accurate evaluation of the patient's nutritional status.

    “It is important to highlight that clinical signs alone are not diagnostic; however, when interpreted alongside biochemical, dietary, and anthropometric data, they contribute to a comprehensive and accurate evaluation of the patient's nutritional status [30].”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [30] Reber, E., Gomes, F., Vasiloglou, M.F., Schuetz, P., and Stanga, Z. (2019). Nutritional Risk Screening and Assessment. J. Clin. Med., 8. source
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    Premisecitation

    Among children, vitamin A deficiency significantly elevates morbidity and mortality risk.

    “Among children, this deficiency significantly elevates morbidity and mortality risk [36].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [36] Imdad, 2017, Vitamin A Supplementation for Preventing Morbidity and Mortality in Children from Six Months to Five Years of Age, Cochrane Database Syst. Rev. source

      The Background (page not available) says vitamin A deficiency may cause death and increase susceptibility to infection, supporting the link to mortality and morbidity. The review also reports reductions in all-cause mortality and some illnesses with supplementation, but those comparisons do not establish that deficiency itself significantly elevates both risks. (LLM, conf=0.82)

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    Premisecitation

    The Clinical Assessment of Nutritional Status (CANS) Score integrates clinical signs of fat and muscle stores, allowing for an accessible and reliable evaluation of neonatal nutritional condition, particularly in settings where biochemical or anthropometric data may be limited.

    “The Clinical Assessment of Nutritional Status (CANS) Score is another useful tool that enhances the identification of nutritional status in newborns.This scoring system integrates clinical signs of fat and muscle stores, allowing for an accessible and reliable evaluation of neonatal nutritional condition, particularly in settings where biochemical or anthropometric data may be limited [45].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [45] Medina, 2021, Utilidad del CANs SCORE para valoración clínica del estado nutricional del recién nacido, Gac. Médica Boliv. source

      Split into 2 atoms — 1 confirmed, 1 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.

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    Advanced vitamin A deficiency can lead to keratomalacia and increased susceptibility to infectious diseases.

    “Advanced deficiency can lead to keratomalacia (corneal softening) and increased susceptibility to infectious diseases.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [35] West, 2003, Vitamin A Deficiency Disorders in Children and Women, Food Nutr. Bull. source
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    Premisecitation

    Chronic calcium deficiency contributes to decreased bone mineral density and osteoporosis, while in children it may impair growth and bone development due to inadequate mineralization during key developmental stages.

    “Chronic deficiency contributes to decreased bone mineral density and osteoporosis, while in children, it may impair growth and bone development due to inadequate mineralization during key developmental stages [40].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [40] Shertukde, 2022, Calcium Intake and Metabolism in Infants and Young Children: A Systematic Review of Balance Studies for Supporting the Development of Calcium Requirements, Adv. Nutr. source

      The Introduction (page not provided) says inadequate calcium intake during childhood may increase the risk of rickets and fractures and prevent attainment of maximal peak bone mass. It also describes calcium’s role in growing bones. It does not state that chronic deficiency causes decreased bone mineral density or osteoporosis, so those parts of the claim are unsupported by this copy. (LLM, conf=0.87)

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    Measuring dietary intake is particularly difficult and subject to both random and systematic measurement errors, so practitioners must know the strengths and weaknesses of each method.

    “Measuring the dietary intake of subjects, however, is particularly difficult and subject to both random and systematic measurement errors, so it is of great importance for the practitioner to know the strengths and weaknesses of each of the methods.”
    Quote in the paperSubstantial claim1 of 2 sources checked
    • cites [46] Bates, C., Bogin, B., and Holmes, B. (2017). Nutritional Assessment Methods. Human Nutrition, Oxford University Press.

      Not checked in the free run.

    • cites [47] Dao, 2018, Dietary Assessment Toolkits: An Overview, Public Health Nutr. source

      The Introduction describes dietary assessment as complicated and says methods have different strengths and weaknesses. “The case for toolkits to guide dietary assessment choice” identifies multiple sources of error and explicitly discusses systematic bias. Our copy does not explicitly identify random measurement error, so that specific part of the claim is not established. (LLM, conf=0.82)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Iron deficiency is the most prevalent nutritional deficiency globally.

    “Iron deficiency is the most prevalent nutritional deficiency globally [33].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [33] Kolarš, B., Mijatović Jovin, V., Živanović, N., Minaković, I., Gvozdenović, N., Dickov Kokeza, I., and Lesjak, M. (2025). Iron Deficiency and Iron Deficiency Anemia: A Comprehensive Overview of Established and Emerging Concepts. Pharmaceuticals, 18. source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Vitamin A deficiency commonly results in ocular alterations such as xerophthalmia, night blindness, and Bitot's spots.

    “Vitamin A deficiency commonly results in ocular alterations such as xerophthalmia (dryness of the conjunctiva), night blindness, and the presence of Bitot's spots, which are keratinized plaques on the conjunctival surface [35].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [35] West, 2003, Vitamin A Deficiency Disorders in Children and Women, Food Nutr. Bull. source
  • May combine two claims.

    Premisecitation

    Vitamin C deficiency produces symptoms including bleeding gums, petechiae, ecchymoses, impaired wound healing, and arthralgia.

    “Vitamin C Deficiency: Vitamin C deficiency produces symptoms including bleeding gums, petechiae, ecchymoses, impaired wound healing, and arthralgia [37].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [37] Alberts, A., Moldoveanu, E.-T., Niculescu, A.-G., and Grumezescu, A.M. (2025). Vitamin C: A Comprehensive Review of Its Role in Health, Disease Prevention, and Therapeutic Potential. Molecules, 30. source

      The Introduction (page unavailable) links severe vitamin C deficiency to scurvy and describes gingival pathology, hemorrhages, and delayed wound healing. It does not specifically identify bleeding gums, petechiae, ecchymoses, or arthralgia; the reported lower-limb pain is not identified as joint pain. (LLM, conf=0.82)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Premisecitation

    Clinical signs may be nonspecific and can be associated with multiple causes, not only nutritional ones.

    “It is essential to highlight that clinical signs may be nonspecific and can be associated with multiple causes, not only nutritional ones.”
    Quote in the paperSubstantial claim1 of 2 sources checked
    • cites [41] Fleet, J. (2022). Vitamin D-Mediated Regulation of Intestinal Calcium Absorption. Nutrients, 14. source

      The paper’s section on vitamin D’s physiological role discusses calcium absorption, while its references mention nutritional and hereditary rickets. Neither addresses whether clinical signs are nonspecific or can have nutritional and nonnutritional causes. Searches for clinical signs, symptoms, and alternative causes found no passage making that point. (LLM, conf=0.76)

      Experimental — accuracy not yet measured
    • cites [42] Eidelberg, A., and Newberry, C. (2022). Dietary Composition and Nutritional Deficiencies. Nutrition, Weight, and Digestive Health, The Clinician’s Desk Reference, Springer. source
  • May combine two claims.

    Premisecitation

    The Dys-R questionnaire was developed in Brazil in 2023 using a sample of 219 individuals with chronic diseases and a control group of 52 healthy participants from a tertiary hospital.

    “The Dys-R questionnaire was developed in Brazil in 2023 using a sample of 219 individuals with chronic diseases and a control group of 52 healthy participants from a tertiary hospital.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [79] Balmant, B.D., Fonseca, D.C., Rocha, I.M., Callado, L., Torrinhas, R.S.M.d.M., and Waitzberg, D.L. (2023). Dys-R Questionnaire: A Novel Screening Tool for Dysbiosis Linked to Impaired Gut Microbiota Richness. Nutrients, 15. source

      Methods §2.1 reports recruitment at a São Paulo hospital, with 167 patients with chronic diseases and 52 healthy volunteers. Methods §2.5 gives 219 as the total number of individuals used in the analysis, not the number with chronic diseases. The claim gets the group sizes wrong by treating the total as the chronic-disease group. (LLM, conf=0.93)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Picking the proper nutritional assessment method depends greatly on the setting, the objective of the study, and the characteristics of the population.

    “Given the diversity of nutritional assessment tools, picking the proper method depends greatly on the setting, the objective of the study, and the characteristics of the population [59,60].”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites [59] D’Alessandro, C., Benedetti, A., Di Paolo, A., Giannese, D., and Cupisti, A. (2022). Interactions between Food and Drugs, and Nutritional Status in Renal Patients: A Narrative Review. Nutrients, 14. source

      Section 2 discusses the importance of nutritional status in patients with chronic kidney disease, while the Conclusive Remarks discuss dietetic interviews and food–drug interactions. Neither addresses how to choose a nutritional assessment method. Searches for assessment-tool selection by setting, study objective, and population characteristics found no supporting passage in our copy. (LLM, conf=0.73)

      Experimental — accuracy not yet measured
    • cites [60] Boullata, 2012, Drug–Nutrient Interactions: A Broad View with Implications for Practice, J. Acad. Nutr. Diet. source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Dysbiosis is frequent among oncologic patients.

    “Dysbiosis is also frequent among oncologic patients, where medical treatments can yield substantial benefits when nutritional status is adequate but may also generate secondary effects or complications depending on the stage of disease [84].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [84] 2020, Prevalencia del riesgo de desnutrición y situación de la terapia nutricional en pacientes adultos hospitalizados en Perú, Rev. Nutr. Clin. Metab. source

      The Results and Discussion report nutritional risk in approximately 44% of hospitalized oncology patients, not dysbiosis. A search for dysbiosis and microbiota found no passage addressing their prevalence in oncology patients. The paper also does not link cancer-treatment benefits or side effects to nutritional status or disease stage. (LLM, conf=0.76)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Premisecitation

    Data interpretation must be cautious due to high inter-individual variability, lack of standardization in pipelines, and the absence of a universally defined healthy microbiome.

    “Data interpretation must be cautious due to high inter-individual variability, lack of standardization in pipelines, and the absence of a universally defined healthy microbiome [76,77].”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites [76] Kers, J.G., and Saccenti, E. (2022). The Power of Microbiome Studies: Some Considerations on Which Alpha and Beta Metrics to Use and How to Report Results. Front. Microbiol., 12. source

      The Discussion (page unavailable) cautions that the choice of alpha and beta diversity metrics can affect findings and that incomplete reporting makes results difficult to judge. The paper does not identify high inter-individual variability, lack of pipeline standardization, or the absence of a universally defined healthy microbiome as the reasons for caution stated in the citing sentence. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
    • cites [77] Mensah, G., Maseng, M., Allard, S., and Gilbert, J. (2024). The Microbiome, Metabolism, and Networks in Precision Nutrition. Precision Nutrition, Academic Press. source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Advances in sequencing technologies and bioinformatics have significantly enhanced our ability to profile microbial communities, providing insights into their contributions to health and disease.

    “Advances in sequencing technologies and bioinformatics have significantly enhanced our ability to profile these microbial communities, providing insights into their contributions to health and disease [65].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [65] Fox, 2024, Bioinformatic Methodologies in Assessing Gut Microbiota, Microbiol. Res. source
  • May combine two claims.

    Premisecitation

    The Dys-R questionnaire showed a positive predictive value of 79% and good performance to rule out dysbiosis.

    “The results showed that there were notable differences between the groups, evidencing a lower richness of intestinal microbiota as the main marker of intestinal dysbiosis and a positive predictive value of 79%, concluding that the new Dys-R questionnaire showed a good performance to rule out dysbiosis [79].”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [79] Balmant, B.D., Fonseca, D.C., Rocha, I.M., Callado, L., Torrinhas, R.S.M.d.M., and Waitzberg, D.L. (2023). Dys-R Questionnaire: A Novel Screening Tool for Dysbiosis Linked to Impaired Gut Microbiota Richness. Nutrients, 15. source
  • May combine two claims.

    Premisecitation

    The Timed Up and Go test evaluates mobility in older adults and has been used to assess functional mobility and as a predictor of falls and mortality.

    “The Timed Up and Go (TUG) test evaluates mobility in older adults [134].Also, TUG has been used to assess functional mobility [135] and as a predictor of falls and mortality.”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites [134] Podsiadlo, 1991, The Timed “Up & Go”: A Test of Basic Functional Mobility for Frail Elderly Persons, J. Am. Geriatr. Soc. source
    • cites [135] Ascencio, E., Cieza-Gómez, G., Carrillo-Larco, R., and Ortiz, P. (2022). Timed up and Go Test Predicts Mortality in Older Adults in Peru: A Population-Based Cohort Study. BMC Geriatr., 22. source
  • May combine two claims.

    Premisecitation

    Functional assessment is a key component in the evaluation of nutritional status and in the follow-up of nutritional interventions, since loss of muscle function is an essential feature in malnutrition, and its recovery is an indicator of nutritional improvement.

    “Functional assessment is a key component in the evaluation of nutritional status and in the follow-up of nutritional interventions, since loss of muscle function is an essential feature in malnutrition, and its recovery is an indicator of nutritional improvement [104].”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [104] Serón-Arbeloa, C., Labarta-Monzón, L., Puzo-Foncillas, J., Mallor-Bonet, T., Lafita-López, A., Bueno-Vidales, N., and Montoro-Huguet, M. (2022). Malnutrition Screening and Assessment. Nutrients, 14. source
  • May combine two claims.

    Premisecitation

    In older adults, correlations have been observed between microbial diversity and composition and parameters of muscle mass, strength, and physical performance, with some intervention studies showing functional improvements after microbiota modulation.

    “In fact, in older adults, correlations have been observed between microbial diversity and composition and parameters of muscle mass, strength, and physical performance, with some intervention studies showing functional improvements after microbiota modulation [88].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [88] Liu, 2021, Understanding the Gut Microbiota and Sarcopenia: A Systematic Review, J. Cachexia Sarcopenia Muscle source

      Split into 2 atoms — 1 confirmed, 1 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.

      Experimental — accuracy not yet measured
  • May combine two claims.

    Premisecitation

    A completion time greater than 13.5 s on the Timed Up and Go test has been proposed as a threshold for predicting fall risk in community-dwelling older adults, though this predictive value depends on the individual's physical condition and is more relevant for those with lower functional capacity.

    “A completion time greater than 13.5 s has been proposed as a threshold for predicting fall risk in community-dwelling older adults, though this predictive value depends on the individual's physical condition and is more relevant for those with lower functional capacity [136].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [136] 2021, Sensibilidad y Especificidad de La Prueba Timed Up and Go. Tiempos de Corte y Edad En Adultos Mayores, Rev. Med. Chile source

      Split into 2 atoms — 0 confirmed, 2 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.

      Experimental — accuracy not yet measured
  • May combine two claims.

    Premisecitation

    In states of dysbiosis, increased intestinal permeability can facilitate translocation of endotoxins into the portal circulation, thereby exacerbating liver inflammation, insulin resistance, and metabolic dysfunction and contributing to diseases such as fatty liver disease, dyslipidemia, or metabolic syndrome.

    “In states of dysbiosis, increased intestinal permeability can facilitate the translocation of endotoxins into the portal circulation, thereby exacerbating liver inflammation, insulin resistance, and metabolic dysfunction and contributing to the development or progression of diseases such as fatty liver disease, dyslipidemia, or metabolic syndrome [94][95][96][97].”
    Quote in the paperNot a substantial claim2 of 4 sources checked
    • cites [94] Muscogiuri, 2022, Nutritional Guidelines for the Management of Insulin Resistance, Crit. Rev. Food Sci. Nutr. source
    • cites [95] Annunziata, 2025, Endocrinologist’s Crucial Role in Metabolic Dysfunction-Associated Steatotic Liver Disease: A Comprehensive Review, Minerva Endocrinol.

      Not checked in the free run.

    • cites [96] Annunziata, 2025, Nutritional Strategies for Battling Obesity-Linked Liver Disease: The Role of Medical Nutritional Therapy in Metabolic Dysfunction-Associated Steatotic Liver Disease (MASLD) Management, Curr. Obes. Rep. source

      Split into 2 atoms — 0 confirmed, 2 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.

      Experimental — accuracy not yet measured
    • cites [97] Buchynskyi, M., Kamyshna, I., Halabitska, I., Petakh, P., Kunduzova, O., Oksenych, V., and Kamyshnyi, O. (2025). Unlocking the Gut-Liver Axis: Microbial Contributions to the Pathogenesis of Metabolic-Associated Fatty Liver Disease. Front. Microbiol., 16. source

      Split into 2 atoms — 1 confirmed, 1 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Accumulating evidence suggests that the microbiota influences the regulation of appetite, eating behavior, common mental illnesses, immunity, and emotional states.

    “Accumulating evidence suggests that the microbiota influences the regulation of appetite, eating behavior, common mental illnesses, immunity, and even emotional states [89,90].”
    Quote in the paperNot a substantial claim2 of 2 sources checked
    • cites [89] Terry, 2022, A Critical Analysis of Eating Disorders and the Gut Microbiome, J. Eat. Disord. source
    • cites [90] Agus, 2021, Gut Microbiota-Derived Metabolites as Central Regulators in Metabolic Disorders, Gut source

      The Introduction (page unavailable) says the gut microbiota contributes to immune-system maturation. The section on microbiota-derived metabolites (page unavailable) links microbiota-modulated serotonin to feeding behaviour and satiety, supporting the appetite and eating-behaviour parts. Our copy does not address common mental illnesses or emotional states. (LLM, conf=0.88)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The gut-liver axis reflects the bidirectional relationship between the gut microbiota, intestinal permeability, microbial metabolites, and hepatic functionality.

    “The gut-liver axis reflects the bidirectional relationship between the gut microbiota, intestinal permeability, microbial metabolites, and hepatic functionality [93].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [93] Hsu, 2023, The Gut-Liver Axis and Gut Microbiota in Health and Liver Disease, Nat. Rev. Microbiol. source
  • May combine two claims.

    Premisecitation

    Handgrip strength is a useful indicator of general health status and, specifically, of early mortality from any cardiovascular cause, as well as disability.

    “HGS is a useful indicator of general health status and, specifically, of early mortality from any cardiovascular cause, as well as disability [110,111].”
    Quote in the paperSubstantial claim1 of 2 sources checked
    • cites [110] Soysal, 2021, Handgrip Strength and Health Outcomes: Umbrella Review of Systematic Reviews with Meta-Analyses of Observational Studies, J. Sport Health Sci. source
    • cites [111] Tribolet, 2021, Value of Handgrip Strength to Predict Clinical Outcomes and Therapeutic Response in Malnourished Medical Inpatients: Secondary Analysis of a Randomized Controlled Trial, Am. J. Clin. Nutr. source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    The four-meter gait speed test has established protocols and normative values for adults.

    “A common variant of this measure is the four-meter gait speed test, which has established protocols and normative values for adults [129].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [129] Bohannon, 2019, Four-Meter Gait Speed: Normative Values and Reliability Determined for Adults Participating in the NIH Toolbox Study, Arch. Phys. Med. Rehabil. source
  • May combine two claims.

    Premisecitation

    Gut microbiota composition is now recognized as a determinant of energy homeostasis, immune modulation, and nutrient bioavailability.

    “Gut microbiota composition is now recognized as a determinant of energy homeostasis, immune modulation, and nutrient bioavailability [156].”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [156] Liu, 2022, Functions of Gut Microbiota Metabolites, Current Status and Future Perspectives, Aging Dis. source
  • May combine two claims.

    Premisecitation

    Changes in weight, lipid markers, or quality of life from personalized nutrition were generally inconsistent or not significant.

    “However, changes in parameters such as weight, lipid markers, or quality of life were generally inconsistent or not significant.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [142] Shyam, S., Lee, K., Tan, A., Khoo, T., Harikrishnan, S., Lalani, S., and Ramadas, A. (2022). Effect of Personalized Nutrition on Dietary, Physical Activity, and Health Outcomes: A Systematic Review of Randomized Trials. Nutrients, 14. source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Nutrigenetics and nutrigenomics offer promising conceptual frameworks for understanding how genetic variants affect nutrient response and how diet can modulate gene expression.

    “On the other hand, nutrigenetics and nutrigenomics offer promising conceptual frameworks for understanding how genetic variants affect nutrient response and how diet can modulate gene expression [143,144].”
    Quote in the paperNot a substantial claim2 of 2 sources checked
    • cites [143] Lagoumintzis, 2023, Triangulating Nutrigenomics, Metabolomics and Microbiomics toward Personalized Nutrition and Healthy Living, Hum. Genom. source

      The Abstract and Conclusions and future perspectives state that genetic variants affect individuals’ responses to dietary intake. The Introduction’s “Microbiomics versus genotyping and nutrigenomics” section describes nutrigenomics as studying interactions between dietary components and genes, but the passages do not establish the more specific claim that diet modulates gene expression. (LLM, conf=0.83)

      Experimental — accuracy not yet measured
    • cites [144] Grosso, G., Laudisio, D., Frias-Toral, E., Barrea, L., Muscogiuri, G., Savastano, S., and Colao, A. (2022). Anti-Inflammatory Nutrients and Obesity-Associated Metabolic-Inflammation: State of the Art and Future Direction. Nutrients, 14. source

      Section 8 says genetics plays a pivotal role in inflammatory responses to dietary exposure, supporting the genetic-response part of the claim. Section 2 describes food ingestion activating transcription factors and upregulating pro-inflammatory genes, supporting a diet–gene-expression link. The paper does not discuss nutrigenetics and nutrigenomics together as conceptual frameworks; it names nutrigenetics only in a reference title. (LLM, conf=0.82)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Premisecitation

    Positive effects of personalized nutrition were observed in reducing salt intake and, in some cases, improvements in fat consumption patterns.

    “Positive effects were observed in reducing salt intake and, in some cases, improvements in fat consumption patterns.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [142] Shyam, S., Lee, K., Tan, A., Khoo, T., Harikrishnan, S., Lalani, S., and Ramadas, A. (2022). Effect of Personalized Nutrition on Dietary, Physical Activity, and Health Outcomes: A Systematic Review of Randomized Trials. Nutrients, 14. source
  • May combine two claims.

    Premisecitation

    The trials of personalized nutrition were mainly conducted in North American and European populations, which limits their global applicability.

    “In addition, the trials were mainly conducted in North American and European populations, which limits their global applicability.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [142] Shyam, S., Lee, K., Tan, A., Khoo, T., Harikrishnan, S., Lalani, S., and Ramadas, A. (2022). Effect of Personalized Nutrition on Dietary, Physical Activity, and Health Outcomes: A Systematic Review of Randomized Trials. Nutrients, 14. source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The inclusion of renal function and micronutrient biomarkers aligns with ESPEN and ASPEN recommendations that advocate for multidimensional biochemical panels in clinical nutrition practice.

    “The inclusion of renal function and micronutrient biomarkers aligns with current European Society of Clinical Nutrition and Metabolism (ESPEN) [153] and American Society for Parenteral and Enteral Nutrition (ASPEN) [154] recommendations that advocate for multidimensional biochemical panels in clinical nutrition practice.”
    Quote in the paperNot a substantial claim2 of 2 sources checked
    • cites [153] Berger, 2022, ESPEN Micronutrient Guideline, Clin. Nutr. source

      The ESPEN guideline recommends measuring C-reactive protein alongside any micronutrient analysis (Recommendation 3, p. 9), and says albumin is desirable when a series of micronutrients is measured (Comment, p. 9). This supports combining micronutrient biomarkers with contextual biochemical tests, but the cited guideline does not recommend a panel that includes renal-function tests. The separate ASPEN citation is not assessed here. (LLM, conf=0.85)

      Experimental — accuracy not yet measured
    • cites [154] Stoppe, 2024, Highlights in the Clinical Nutrition Literature: A Critical Appraisal of Current Research, JPEN J. Parenter. Enteral Nutr. source

      The Conclusion (page unavailable) highlights the importance of micronutrient and metabolomic data for certain patients, and the critical-care discussion says biomarkers may help monitor nutrition support. Neither passage states an ASPEN recommendation for a multidimensional biochemical panel that includes renal-function and micronutrient biomarkers. Searches for those panel components and for biochemical-monitoring recommendations found no such passage in our copy. (LLM, conf=0.72)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The lack of standardized bioinformatic pipelines and reference values continues to hinder the translation of microbiome analysis into routine nutritional practice.

    “Nevertheless, as other authors note [157], the lack of standardized bioinformatic pipelines and reference values continues to hinder the translation of microbiome analysis into routine nutritional practice.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [157] Bautista, J., Echeverría, C.E., Maldonado-Noboa, I., Ojeda-Mosquera, S., Hidalgo-Tinoco, C., and López-Cortés, A. (2025). The Human Microbiome in Clinical Translation: From Bench to Bedside. Front. Microbiol., 16. source

      In “Risk and challenges in microbiome-based therapeutics” (page unavailable), the paper says bioinformatic variability produces inconsistent profiles and calls for standardized pipelines and reference databases. “Conclusions and future perspectives” (page unavailable) says a healthy microbiome remains difficult to define. These passages support barriers to clinical translation generally, but do not specifically address reference values or routine nutritional practice. (LLM, conf=0.84)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    After title and abstract screening and exclusion of studies lacking relevance to nutritional assessment or the conceptual development of the ABCDEFG framework, a final set of 65 publications was included.

    “After title and abstract screening and exclusion of studies lacking relevance to nutritional assessment or the conceptual development of the ABCDEFG framework, a final set of 65 publications was included.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Database searches yielded approximately 98 records.

    “Database searches yielded approximately 98 records.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationnone given

    The ABCDEFG framework's application is especially valuable for the early detection and management of malnutrition, sarcopenia, and chronic diseases.

    “Its application is especially valuable for the early detection and management of malnutrition, sarcopenia, and chronic diseases, and it also provides a robust foundation for advancing research in nutrigenomics and the gut microbiota.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: The literature lacks an integrated framework that combines ecological-microbiota, functional, and genomic/nutrigenomic dimensions with traditional assessment domains.
  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

    Interpretationreasoning

    The ABCDEFG framework provides a robust foundation for advancing research in nutrigenomics and the gut microbiota.

    “Its application is especially valuable for the early detection and management of malnutrition, sarcopenia, and chronic diseases, and it also provides a robust foundation for advancing research in nutrigenomics and the gut microbiota.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: The literature lacks an integrated framework that combines ecological-microbiota, functional, and genomic/nutrigenomic dimensions with traditional assessment domains.
  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationreasoning

    By integrating traditional methods with ecological, functional, and genomic evaluations, the ABCDEFG framework supports the shift toward personalized and precision nutrition.

    “By integrating traditional methods with ecological, functional, and genomic evaluations, it supports the shift toward personalized and precision nutrition.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: The literature lacks an integrated framework that combines ecological-microbiota, functional, and genomic/nutrigenomic dimensions with traditional assessment domains.
  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

    Interpretationreasoning

    The proposed ABCDEFG framework for nutritional assessment provides a comprehensive tool for both clinical and community settings.

    “The proposed ABCDEFG framework for nutritional assessment provides a comprehensive tool for both clinical and community settings.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: The literature lacks an integrated framework that combines ecological-microbiota, functional, and genomic/nutrigenomic dimensions with traditional assessment domains.
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Titles and abstracts were independently screened by two reviewers (R.Z.-V. and L.D.D.B.) to assess relevance.

    “Titles and abstracts were independently screened by two reviewers (R.Z.-V.and L.D.D.B.) to assess relevance.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationnone given

    The muscle-bone index provides an estimate of the muscular potential permitted by the underlying skeletal frame, providing insight into constitutional morphology, structural robustness, and functional capacity.

    “The musclebone index, in contrast, provides an estimate of the muscular potential permitted by the underlying skeletal frame, providing insight into constitutional morphology, structural robustness, and functional capacity (Figure 3).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Reference lists of selected publications were manually screened to identify additional relevant sources.

    “Reference lists of selected publications were also manually screened to identify additional relevant sources.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Articles were advanced to full-text review only when both reviewers agreed on inclusion.

    “Articles were advanced to full-text review only when both reviewers agreed on inclusion.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    In clinical practice, biochemical procedures are used to diagnose nutritional deficiencies, evaluate the response to dietary interventions, and monitor health status in individuals with chronic or acute conditions.

    “In clinical practice, these procedures are used to diagnose nutritional deficiencies, evaluate the response to dietary interventions, and monitor health status in individuals with chronic or acute conditions.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [26] Jenab, 2009, Biomarkers in Nutritional Epidemiology: Applications, Needs and New Horizons, Hum. Genet. source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductreasoning

    No formal flow diagram was applied, as sources were selected based on conceptual relevance and contribution to emerging assessment domains beyond traditional models.

    “No formal flow diagram was applied, as sources were selected based on conceptual relevance and contribution to emerging assessment domains beyond traditional models.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    The expanded ABCDEFG framework reflects the evolution of nutritional science toward a more integrative perspective that goes beyond morphological and biochemical indicators to include functional, molecular, and environmental factors affecting health.

    “This expanded framework reflects the evolution of nutritional science toward a more integrative perspective that goes beyond morphological and biochemical indicators to include functional, molecular, and environmental factors affecting health [6].”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [6] Almeida, 2021, Morphofunctional Assessment of Patient’s Nutritional Status: A Global Approach, Nutr. Hosp.

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Interpretationreasoning

    The expanded ABCDEFG model incorporates three additional components alongside the traditional four: E (Ecological assessment and gut microbiota), F (Functional assessment), and G (Genomic and nutrigenomic assessment).

    “This has led to the development of the expanded ABCDEFG model, which incorporates three additional components alongside the traditional four: E (Ecological assessment and gut microbiota), F (Functional assessment), and G (Genomic and nutrigenomic assessment) (Figure 1).”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Interpretationnone given

    Biomarkers used in biochemical assessment provide objective and sensitive information that complements anthropometric and clinical findings, allowing early detection of nutritional risk and guiding targeted interventions.

    “These biomarkers provide objective and sensitive information that complements anthropometric and clinical findings, allowing early detection of nutritional risk and guiding targeted interventions.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    BIA has demonstrated solid clinical utility in diverse populations, including individuals with chronic kidney disease undergoing hemodialysis, where it supports nutritional monitoring and fluid status evaluation.

    “BIA has demonstrated solid clinical utility in diverse populations, including individuals with chronic kidney disease undergoing hemodialysis, where it supports nutritional monitoring and fluid status evaluation [14].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [14] Cintoni, 2025, Concordance between Muscle Ultrasound and Bioelectrical Impedance Analysis for Muscle Assessment in Gastric Cancer Patients: A Prospective Study, Clin. Nutr. ESPEN source
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    Lower adipose-muscle index values denote a more favorable balance between muscle and adipose tissue.

    “Lower adipose-muscle index values denote a more favorable balance between muscle and adipose tissue.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Interpretationreasoning

    Incorporating BIA and MU into routine clinical practice supports earlier detection, targeted nutritional strategies, and optimized rehabilitation interventions.

    “Considering the rising prevalence of muscle-wasting disorders in aging populations, incorporating both tools into routine clinical practice supports earlier detection, targeted nutritional strategies, and optimized rehabilitation interventions.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationnone given

    BIA's rapid application, portability, and relatively low cost make it suitable for both clinical and field settings.

    “Its rapid application, portability, and relatively low cost make it suitable for both clinical and field settings.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    The identification of clinical signs related to nutrition is a valuable tool in nutritional status assessment; these signs, in conjunction with dietary, anthropometric, and biochemical information, allow for a comprehensive patient evaluation and can reveal specific nutrient deficiencies or excesses.

    “The identification of clinical signs related to nutrition is a valuable tool in nutritional status assessment.These signs, in conjunction with dietary, anthropometric, and biochemical information, allow for a comprehensive patient evaluation and can reveal specific nutrient deficiencies or excesses [43].”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [43] Esper, 2015, Utilization of Nutrition-Focused Physical Assessment in Identifying Micronutrient Deficiencies, Nutr. Clin. Pract. source
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).

    Interpretationreasoning

    The level of assessment and the method must be carefully selected in relation to the objective of the research or intervention.

    “Therefore, the level of assessment and the method must be carefully selected in relation to the objective of the research or intervention to be achieved, in the case that the assessment is at the individual level.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    The Nutrition-Focused Physical Exam for Adults: An Illustrated Handbook provides a comprehensive and clinically structured physical examination approach and includes pictorial representations of various stages of muscle and fat depletion, vitamin and mineral deficiencies, and fluid imbalance.

    “The Nutrition-Focused Physical Exam for Adults: An Illustrated Handbook provides a comprehensive and clinically structured physical examination approach and includes pictorial representations of various stages of muscle and fat depletion, vitamin and mineral deficiencies, and fluid imbalance [44].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [44] Hamilton, C., Jevenn, A., Hipskind, P., Galand, M., and Pogatschnik, C. (2022). Nutrition-Focused Physical Exam for Adults: An Illustrated Handbook, American Society for Parenteral and Enteral Nutrition (ASPEN). [2nd ed.].

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Systematic identification of clinical signs related to nutrition provides essential information about an individual's nutritional status and may reveal deficiencies or excesses of specific nutrients.

    “In addition to dietary and anthropometric assessments, the systematic identification of clinical signs related to nutrition provides essential information about an individual's nutritional status and may reveal deficiencies or excesses of specific nutrients [28].”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [28] Hummell, 2022, Role of the Nutrition-focused Physical Examination in Identifying Malnutrition and Its Effectiveness, Nutr. Clin. Pract. source
  • May combine two claims.

    Premisecitation

    Clinical signs related to nutrition can be subtle or pronounced and may affect diverse systems, including the skin, hair, nails, eyes, oral cavity, cardiovascular system, gastrointestinal tract, and nervous system.

    “These signs can be subtle or pronounced and may affect diverse systems, including the skin, hair, nails, eyes, oral cavity, cardiovascular system, gastrointestinal tract, and nervous system [29].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [29] 2023, Anthropometric indexes and cardiovascular risk in Ecuadorian university students: A comparison with international references, Revis Bionatura

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Advanced vitamin C deficiency may cause scurvy, presenting with severe fatigue, musculoskeletal pain, gingival hypertrophy, and widespread hemorrhagic manifestations.

    “In advanced cases, scurvy may occur, presenting with severe fatigue, musculoskeletal pain, gingival hypertrophy, and widespread hemorrhagic manifestations [38].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [38] Granger, 2018, Dietary Vitamin C in Human Health, Adv. Food Nutr. Res. source
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    Tools such as standardized portion sizes, standardized home measurements, and images and food models must be specific for the population under study.

    “For this, tools have been designed, such as the determination of standardized portion sizes, the use of standardized home measurements, and images and food models, which must be specific for the population under study.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    A food atlas allows the quantification of food and nutrient intake and decreases the bias of people's self-assessment.

    “Among the visual materials studied, a food atlas has proved to be the most effective, clear and easily accessible tool for consultation and transport, which allows the quantification of food and nutrient intake and decreases the bias of people's self-assessment.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [49] FAO (2018). Dietary Assessment: A Resource Guide to Method Selection and Application in Low Resource Settings, Food and Agriculture Organization of the United Nations. Available online: https://www.fao.org/4/i0351e/i0351e12.pdf.

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Severe protein-energy malnutrition can progress to kwashiorkor, a syndrome characterized by generalized edema, abdominal ascites, dermatoses, and changes in hair pigmentation and texture.

    “In severe forms, protein-energy malnutrition can progress to kwashiorkor, a syndrome characterized by generalized edema, abdominal ascites, dermatoses, and changes in hair pigmentation and texture [32].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [32] Singh, 2018, From Kwashiorkor to Edematous Malnutrition, Indian Pediatr. source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    The second edition of Ecuador's food atlas presents 142 foods in their usual form of consumption and 49 representative home measurements for the Ecuadorian population.

    “This second edition presents 142 foods in their usual form of consumption and 49 representative home measurements for the Ecuadorian population.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [56] Herrera, M.E., Chisaguano, M., Rodríguez, G.V., and Crispim, S.P. (2022). Manual Fotográfico de Porciones Para Cuantificación Alimentaria del Ecuador, USFQ Press. [2nd ed.]. source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Ecuador published its first food atlas in 2019 and a second edition in 2022.

    “Ecuador published its first food atlas in 2019 [55] and a second edition in 2022 [56] as a support tool for professionals.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [55] (2019). Manual Fotografico de Porciones Para Cuantificacion Alimentaria—Ecuador, USFQ-Press.

      Not checked in the free run.

    • cites [56] Herrera, M.E., Chisaguano, M., Rodríguez, G.V., and Crispim, S.P. (2022). Manual Fotográfico de Porciones Para Cuantificación Alimentaria del Ecuador, USFQ Press. [2nd ed.]. source
  • May combine two claims.

    Premisecitation

    Ecuador has a food composition table for the city of Cuenca and a table of chemical composition of foods based on nutrients of interest to the Ecuadorian population.

    “Ecuador has two tools available: the food composition table of the city of Cuenca, which presents information on foods prepared in this city [57], and the table of chemical composition of foods based on nutrients of interest to the Ecuadorian population, which provides the nutritional content of more than a thousand locally used foods, including information on the nutritional labeling of more than”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [57] Ortiz, J., Rubio, G., Donoso, S., and Ochoa-Avilés, A. (2018). Tabla de Composición de Alimentos, Cuenca—Ecuador 2018, Universidad de Cuenca.

      Not checked in the free run.

    • cites [58] (2021). Tabla de Composición Química de los Alimentos: Basada en Nutrientes de Interés Para la Población Ecuatoriana, USFQ Press.

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Premisenone given

    Lifestyle determinants, medication exposure, and dietary patterns modulate microbial diversity, composition, and function.

    “This ecological perspective also integrates lifestyle determinants, medication exposure, and dietary patterns, all of which modulate microbial diversity, composition, and function.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    Screening for nutrient-drug interactions complements dietary intake measurement and enhances the clinical applicability of the ABCDEFG model by incorporating pharmaceutical influences into nutritional decision-making.

    “Therefore, screening for NDIs not only complements dietary intake measurement but also enhances the clinical applicability of the ABCDEFG model by incorporating pharmaceutical influences into nutritional decision-making.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Premisenone given

    Digital photography has proven to be unobtrusive and accurate and has become the method of choice for assessing food consumption, both individually and collectively.

    “Moreover, digital photography has proven to be unobtrusive and accurate and has become the method of choice for assessing food consumption, both individually and collectively.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.

    Interpretationreasoning

    Including validated tools to assess nutrient-drug interactions in clinical practice enhances patient safety, optimizes therapeutic efficacy, and supports personalized nutrition strategies.

    “Including validated tools to assess NDIs in clinical practice enhances patient safety, optimizes therapeutic efficacy, and supports personalized nutrition strategies.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Treatment-induced toxicity disrupts the intestinal microbiota, which in turn indirectly compromises nutritional status.

    “This treatment-induced toxicity disrupts the intestinal microbiota, which in turn indirectly compromises nutritional status [86].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [86] National Cancer Institute (2025, October 23). National Cancer Institute’s Common Terminology Criteria for Adverse Events: Diarrheaa, Available online: https://www.ncbi.nlm.nih.gov/books/NBK65768.4/table/CDR0000062736__287/?report=objectonly.

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The Academy of Nutrition and Dietetics and the American Society for Parenteral and Enteral Nutrition recommend the use of handgrip strength to document impaired physical function, depending on the patient's circumstances.

    “The Academy of Nutrition and Dietetics and the American Society for Parenteral and Enteral Nutrition recommend the use of HGS to document impaired physical function, depending on the patient's circumstances [112].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [112] White, 2012, Consensus Statement: Academy of Nutrition and Dietetics and American Society for Parenteral and Enteral Nutrition: Characteristics Recommended for the Identification and Documentation of Adult Malnutrition (Undernutrition), JPEN J. Parenter. Enteral Nutr. source
  • May combine two claims.

    Interpretationreasoning

    The gut-muscle, gut-brain, and gut-liver axes elucidate how microbial metabolites and community composition affect metabolic homeostasis, immune responses, and host physiology, which are essential elements of nutritional status.

    “This broader viewpoint emphasizes the gut-muscle, gut-brain, and gut-liver axes, which together elucidate how microbial metabolites and community composition affect metabolic homeostasis, immune responses, and host physiology, essential elements of nutritional status.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given

    The Short Physical Performance Battery is an objective tool to assess three domains (balance, repeated rising from a chair, and gait speed) of lower-extremity physical function.

    “The SPPB (Figure 7) is an objective tool to assess three domains (balance, repeated rising from a chair, and gait speed) of lower-extremity physical function”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    Similar nutritional profiles may reflect distinct metabolic or inflammatory states when dysbiosis, recent antibiotic exposure, or impaired gastrointestinal function are present, leading to different diagnostic priorities and targeted interventions focused on microbiota modulation rather than solely on nutrient quantity or caloric intake.

    “Similar nutritional profiles may therefore reflect distinct metabolic or inflammatory states when dysbiosis, recent antibiotic exposure, or impaired gastrointestinal function are present, leading to different diagnostic priorities and targeted interventions focused on microbiota modulation rather than solely on nutrient quantity or caloric intake.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Muscle function tests are sensitive indicators of nutritional status and effective tools for monitoring nutritional interventions.

    “Muscle function tests are sensitive indicators of nutritional status and effective tools for monitoring nutritional interventions [126].”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [126] Scott, 2020, Nutritional Strategies for Maintaining Muscle Mass and Strength from Middle Age to Later Life: A Narrative Review, Maturitas source
  • May combine two claims.

    Premisenone given

    Gait velocity is a valid, reliable, and sensitive measure of functional capacity, commonly used to assess general health in various populations.

    “Gait velocity (GV) is a valid, reliable, and sensitive measure of functional capacity, commonly used to assess general health in various populations.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    Alterations in gut microbiota composition affect metabolic regulation, microbial metabolite production, and inflammation, potentially predisposing individuals to metabolic, liver, and inflammatory disorders.

    “This, in turn, affects metabolic regulation, microbial metabolite production, and inflammation, potentially predisposing individuals to metabolic, liver, and inflammatory disorders [99].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [99] 2024, The Impact of a Western Diet on Gut Microbiota and Circadian Rhythm: A Comprehensive Systematic Review of in Vivo Preclinical Evidence, Life Sci. source
  • May combine two claims.

    Premisecitation

    Genetic food intolerance testing facilitates dietary adaptation to avoid adverse symptoms and improve nutrient absorption.

    “Facilitates dietary adaptation to avoid adverse symptoms and improve nutrient absorption.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [140] Braakhuis, 2021, Consensus Report of the Academy of Nutrition and Dietetics: Incorporating Genetic Testing into Nutrition Care, J. Acad. Nutr. Diet. source
  • May combine two claims.

    Premisecitation

    Nutrient-drug interactions represent a clinically relevant interface in which medications may alter nutrient absorption, metabolism, distribution, and excretion, while nutrients may influence drug pharmacokinetics and therapeutic efficacy.

    “NDIs represent a clinically relevant interface in which medications may alter nutrient absorption, metabolism, distribution, and excretion, while nutrients may influence drug pharmacokinetics and therapeutic efficacy [60].”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [60] Boullata, 2012, Drug–Nutrient Interactions: A Broad View with Implications for Practice, J. Acad. Nutr. Diet. source
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    These findings underscore the need to jointly assess structural and physiological parameters when predicting clinical outcomes and monitoring recovery.

    “Together, these findings underscore the need to jointly assess structural and physiological parameters when predicting clinical outcomes and monitoring recovery.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationnone given

    The ecological component represents one of the most innovative contributions of the ABCDEFG model.

    “According to the ecological component, it represents one of the most innovative contributions of the ABCDEFG model.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    In clinical and community contexts, the functional dimension plays a central role in frailty screening, the diagnosis and longitudinal monitoring of sarcopenia, and the planning of targeted rehabilitation strategies aimed at restoring or preserving functional capacity.

    “In clinical and community contexts, the functional dimension (F) plays a central role in frailty screening, the diagnosis and longitudinal monitoring of sarcopenia, and the planning of targeted rehabilitation strategies aimed at restoring or preserving functional capacity.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    By incorporating nutrient-drug interactions into routine assessment, the ABCDEFG model strengthens the link between dietary behavior, biochemical and functional markers, therapeutic effectiveness, and patient safety, thereby enhancing its clinical relevance and rigor.

    “By incorporating NDIs into routine assessment, the ABCDEFG model strengthens the link between dietary behavior, biochemical and functional markers, therapeutic effectiveness, and patient safety, thereby enhancing its clinical relevance and rigor.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Nutrigenetics influences health and can condition the nutritional status of an individual, and knowledge of genetic variants allows the personalization of a food plan.

    “Nutrigenetics influences health and can condition the nutritional status of an individual [137], which is why it is essential to adhere to this parameter in nutritional assessment; knowledge of genetic variants allows the personalization of a food plan [138].”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [137] Eynard, 2022, Nutrigenetics: Potentials and Applications in Cardiovascular Diseases and Associated Risk Factors, Rev. Fac. Cien. Med. Univ. Nac. Cordoba

      Not checked in the free run.

    • cites [138] Reglero, 2021, de Test nutrigenéticos como herramienta para una alimentación de precisión, Rev. Esp. Nutr. Hum. Diet.

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationreasoning

    Within clinical and community settings, genetic assessment supports personalized dietary recommendations by identifying genetic variants that influence nutrient metabolism, food tolerances, and individual dietary responses.

    “Within clinical and community settings, the genetic assessment supports personalized dietary recommendations by identifying genetic variants that influence nutrient metabolism, food tolerances, and individual dietary responses.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.

    Interpretationreasoning

    The findings of this narrative review demonstrate that the ABCDEFG framework represents a significant conceptual evolution in nutritional assessment, providing a multidimensional perspective that bridges classical and emerging methodologies.

    “The findings of this narrative review demonstrate that the ABCDEFG framework represents a significant conceptual evolution in nutritional assessment, providing a multidimensional perspective that bridges classical and emerging methodologies.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Interpretationreasoning

    Within the ABCDEFG framework, functional impairment modifies the clinical relevance of anthropometric or biochemical findings, prioritizing interventions aimed at restoring physical performance, muscle strength, and functional reserve rather than focusing exclusively on body composition correction or isolated nutrient deficits.

    “Within the ABCDEFG framework, functional impairment modifies the clinical relevance of anthropometric or biochemical findings, prioritizing interventions aimed at restoring physical performance, muscle strength, and functional reserve rather than focusing exclusively on body composition correction or isolated nutrient deficits.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Interpretationreasoning

    Functional indicators are essential for community-based fall-risk surveillance, supporting early identification of mobility decline and guiding preventive interventions to maintain independence and quality of life.

    “Moreover, functional indicators are essential for community-based fall-risk surveillance, supporting early identification of mobility decline and guiding preventive interventions to maintain independence and quality of life.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    Analysis of vitamin-related genes identifies risks of vitamin deficiencies, allowing specific nutritional interventions.

    “Identifies risks of vitamin deficiencies, allowing specific nutritional interventions.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [139] Robinson, 2021, Effect of Incorporating Genetic Testing Results into Nutrition Counseling and Care on Dietary Intake: An Evidence Analysis Center Systematic Review—Part I, J. Acad. Nutr. Diet. source
  • May combine two claims.

    Interpretationreasoning

    These bidirectional nutrient-drug interaction effects are particularly relevant in individuals with chronic diseases, multimorbidity, or polypharmacy, where NDIs can distort apparent dietary adequacy, mask nutrient deficiencies, precipitate metabolic imbalances, or modify the expected response to nutritional interventions.

    “These bidirectional effects are particularly relevant in individuals with chronic diseases, multimorbidity, or polypharmacy, where NDIs can distort the apparent dietary adequacy, mask nutrient deficiencies, precipitate metabolic imbalances, or modify the expected response to nutritional interventions.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).

    Premisecitation

    The identification of clinical signs associated with nutrient deficiencies remains essential.

    “Similarly, the identification of clinical signs associated with nutrient deficiencies remains essential.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Overall evidence on the effectiveness of integrating genotyping into nutritional counseling remains limited and of variable quality.

    “However, overall evidence on the effectiveness of integrating genotyping into nutritional counseling remains limited and of variable quality [141].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [141] Ellis, 2021, Effect of Incorporating Genetic Testing Results into Nutrition Counseling and Care on Health Outcomes: An Evidence Analysis Center Systematic Review-Part II, J. Acad. Nutr. Diet. source
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationreasoning

    Genomic insights contribute to long-term risk reduction strategies by informing preventive nutrition approaches that account for inherited predispositions to chronic diseases.

    “Additionally, genomic insights contribute to long-term risk reduction strategies by informing preventive nutrition approaches that account for inherited predispositions to chronic diseases.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    Current findings highlight promising opportunities but are not yet sufficient to draw firm conclusions about the clinical effectiveness of the ABCDEFG framework.

    “Current findings highlight promising opportunities but are not yet sufficient to draw firm conclusions about its clinical effectiveness.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.

    Interpretationreasoning

    The ABCDEFG framework represents a conceptual evolution beyond traditional assessment models and aligns with contemporary advances in precision nutrition and integrative health.

    “The ABCDEFG framework represents a conceptual evolution beyond traditional assessment models and aligns with contemporary advances in precision nutrition and integrative health.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: The classical ABCD model presents limitations when addressing contemporary challenges such as the double burden of malnutrition, aging populations, and the rise in chronic diseases.
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    The broader ABCDEFG framework has the potential to support more individualized and context-specific approaches to care.

    “This broader framework has the potential to support more individualized and context-specific approaches to care.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Interpretationnone given

    Some components of the ABCDEFG model, particularly the ecological (microbiota) and genomic-nutrigenomic dimensions, still require standardized methodologies, reference values, and cost-effective tools to facilitate their routine use in professional practice.

    “Some of its components-particularly the ecological (microbiota) and genomic-nutrigenomic dimensions-still require standardized methodologies, reference values, and cost-effective tools to facilitate their routine use in professional practice.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given

    The proposed ABCDEFG model has not yet undergone full validation in diverse clinical and community contexts.

    “Additionally, the proposed ABCDEFG model has not yet undergone full validation in diverse clinical and community contexts.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Study design and conductreasoning

    The study design did not follow a systematic review protocol, so the selection of articles may have been influenced by publication bias and the authors' judgment.

    “First, although a comprehensive literature search was conducted across major databases, the study design did not follow a systematic review protocol; therefore, the selection of articles may have been influenced by publication bias and the authors' judgment.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S4 (based). May combine two claims.

    Interpretationnone given

    The expanded ABCDEFG model incorporates additional dimensions that allow for a more comprehensive and integrative evaluation, linking traditional indicators with environmental, physiological, and molecular domains.

    “The expanded ABCDEFG model incorporates additional dimensions that allow for a more comprehensive and integrative evaluation, linking traditional indicators with environmental, physiological, and molecular domains.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Interpretationnone given

    The evidence supporting improvements in prevention, early diagnosis, and management remains preliminary and should be interpreted with caution.

    “Nevertheless, the evidence supporting improvements in prevention, early diagnosis, and management remains preliminary and should be interpreted with caution.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    The systems-oriented perspective of the ABCDEFG framework enables more nuanced diagnostic reasoning and supports personalized nutritional decision-making, particularly in complex scenarios such as aging, chronic disease, and metabolically heterogeneous populations.

    “This systems-oriented perspective enables more nuanced diagnostic reasoning and supports personalized nutritional decision-making, particularly in complex scenarios such as aging, chronic disease, and metabolically heterogeneous populations.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    The genomic-nutrigenomic dimension adds explanatory power to nutritional variability but still requires methodological standardization and robust clinical validation before routine incorporation into nutritional care.

    “Altogether, the genomic-nutrigenomic dimension adds explanatory power to nutritional variability but still requires methodological standardization and robust clinical validation before routine incorporation into nutritional care.”
    Quote in the paperSubstantial claim
120 of 120
  • The paper relies on this without support.

    The literature lacks an integrated framework that combines ecological-microbiota, functional, and genomic/nutrigenomic dimensions with traditional assessment domains.

    “However, despite the broad use of the classical ABCD model, the literature lacks an integrated framework that combines ecological-microbiota, functional, and genomic/nutrigenomic dimensions with traditional assessment domains.”
  • The paper relies on this without support.

    No fully standardized methods exist for the assessment of nutrient-drug interactions.

    “To date, no fully standardized methods exist for the assessment of NDIs.”
  • The paper relies on this without support.

    Nutritional composition varies greatly among different regions of the world.

    “Given the great variability in nutritional composition among the different regions of the world, it is recommended to use nutritional composition tables specific to the country or region.”
  • The paper relies on this without support.

    Sample quality, extraction protocols, and sequencing platforms significantly impact data reliability.

    “The sample quality, protocols used for extraction, and sequencing platforms (e.g., Illumina, Nanopore, PacBio) significantly impact data reliability.”
  • The paper relies on this without support.

    The classical ABCD model presents limitations when addressing contemporary challenges such as the double burden of malnutrition, aging populations, and the rise in chronic diseases.

    “Although the classical ABCD model has long been applied, it presents limitations when addressing contemporary challenges such as the double burden of malnutrition, aging populations, and the rise in chronic diseases.”
5 of 5

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

Each contradiction between two passages listed here was confirmed by an independent check.

  • Five body-mass components do not sum to the estimated total

    Major

    The five masses in Table 1 sum to 60.90 kg, not the reported estimated total of 59.56 kg. The discrepancy is 1.34 kg.

    Reported 59.56 · recomputed 60.9

  • Dys-R questionnaire cites the wrong numbered reference

    Minor

    The text cites reference 79 for the Dys-R questionnaire, but reference 79 is a 2016 article titled "The Healthy Human Microbiome." The Dys-R questionnaire article appears as reference 78.

  • Four stools per day falls in two diarrhea grades

    Minor

    The stated ranges assign four stools per day to both grade 1 and grade 2.

3 of 3

Cites

Flagged first, then by citations

Research works printed but not linked: 13

  1. Canicoba, 2022, Nutritional care process model: Consensus for Latin America, Rev. Nutr. Clin. Metab., 5, 38
  2. Bates, C., Bogin, B., and Holmes, B. (2017). Nutritional Assessment Methods. Human Nutrition, Oxford University Press.
  3. Ortega, 2015, Métodos de evaluación de la ingesta actual: Registro o diario diétetico, Rev. Esp. Nutr. Comunitaria, 21, 34
  4. (2019). Manual Fotografico de Porciones Para Cuantificacion Alimentaria—Ecuador, USFQ-Press.
  5. 2022, Impact of Drug Nutrient Interaction on Chronic Disease: Roles of Pharmacy, Nursing, Nutrition|Migration Letters, Migr. Lett., 19, 319
  6. Okunji, 2017, Food-Drug Interactions: Implications for Nursing Practice, Nurs. Healthc. Int. J., 1, 000102
  7. Guadarrama, 2020, Construcción y validación de un cuestionario para medir función gastrointestinal en adultos, Nutr. Clin. Diet. Hosp., 40, 26
  8. National Cancer Institute (2025, October 23). National Cancer Institute’s Common Terminology Criteria for Adverse Events: Diarrheaa, Available online: https://www.ncbi.nlm.nih.gov/books/NBK65768.4/table/CDR0000062736__287/?report=objectonly.
  9. Parra, 2022, Handgrip Strength as a Predictor of Adverse Health Outcomes, Rev. Med. Chile, 150, 1075
  10. Abril, 2023, Estado nutricional y disminución de fuerza muscular en pacientes hospitalizados, Rev. Bionatura, 8, 1
  11. 2020, Comprehensive geriatric assessment in a marginal community of Ecuador, Nutr. Hosp., 37, 926
  12. Eynard, 2022, Nutrigenetics: Potentials and Applications in Cardiovascular Diseases and Associated Risk Factors, Rev. Fac. Cien. Med. Univ. Nac. Cordoba, 79, 168
  13. Reglero, 2021, de Test nutrigenéticos como herramienta para una alimentación de precisión, Rev. Esp. Nutr. Hum. Diet., 25, 18

Cited by

Sorted by citations

Authors
Zambrano-Villacres, R., Arteaga-Pazmiño, C., Guevara Castillo, W. D., Herrera-Fontana, M. E., Domínguez Brito, L. D., Becerra Granados, L. M., Recoba-Obregón, P. E., Rodríguez-Veintimilla, D., Bressi, V., Andrade-Molina, D., Frias-Toral, E., & Duran-Aguero, S.
Affiliations
  • Instituto Universitario Italiano de Rosario (AR)
  • University of Guayaquil (EC)
  • Escuela de Nutriologia, Facultad de Ciencias Médicas, de la Salud y la Vida, Universidad Internacional del Ecuador, Quito 170411, Ecuador
  • Carrera de Nutrición y Dietética, Escuela de Salud Pública, Universidad San Francisco de Quito, Quito 170901, Ecuador
  • Grupo de Investigación Nutrición Dietética, Biotecnología y Análisis de Alimentos (GINDBA), Universidad Estatal de Milagro, Milagro 091050, Ecuador
  • Departamento de Alimentación y Nutrición, Facultad de Salud, Universidad Javeriana, Cali 110231, Colombia
  • Carrera de Nutrición y Dietética, Facultad de Nutrición y Dietética, Universidad Científica del Sur, Lima 15073, Peru
  • Clinical Nutrition Service-SOLCA, Guayaquil 090505, Ecuador
  • Universidad Ecotec (EC)
  • Universidad Espíritu Santo (EC)
  • Texas State University (US)
  • Escuela de Nutrición y Dietética, Facultad de Ciencias de la Rehabilitación y Calidad de Vida, Universidad San Sebastián, Providencia 7500000, Chile
Corresponding author
  • Zambrano-Villacres, Raynier
  • Arteaga-Pazmiño, Cecilia
Venue
Applied Sciences
Publisher
MDPI AG
Published
2026-01-14
Volume
16
Issue
2
Pages
845
ISSN
2076-3417 (ISSN-L)
OpenAlex
W7124283366
Cited by
5
References
138
Citations by year
2026: 5
FWCI
9.11
Type
journal article
Language
en
Open access
Locations
  • Applied Sciences (publishedVersion, cc-by)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
Funders
ECOTEC University
Topics
  • Health Sciences › Medicine › Physiology › Body Composition Measurement Techniques
  • Health Sciences › Medicine › Physiology › Nutrition and Health in Aging
  • Health Sciences › Health Professions › Health Information Management › Dietetics, Nutrition, and Education
Keywords
nutritional assessment, Nutrition Care Process, anthropometry, biochemical markers, clinical evaluation, dietary assessment, gut microbiota, ecological factors, functional assessment, muscle strength, physical performance, nutrigenomics, personalized nutrition

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-23.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-23.

Cited sources are checked by gpt-6-sol.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

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