Association Between Self-reported Adherence to a Low-Sodium Diet and Dietary Habits Related to Sodium Intake in Heart Failure Patients
Bibliographic record
Abstract
BACKGROUND: Sodium restriction is the primary dietary therapy in heart failure (HF); however, assessing sodium intake is challenging to clinicians, who commonly rely on patients' self-report of following a low-sodium diet to determine adherence. It is important to further explore the utility of self-reported adherence to a low-sodium diet in patients with HF. OBJECTIVES: The objective of this study was to evaluate the association between patients' self-reported adherence to a low-sodium diet and dietary habits related to sodium intake in patients with chronic HF. METHODS: Patients with HF seen in a tertiary care Heart Function Clinic and who have been taught on a low-sodium diet with a target of less than 2300 mg/d were included. Self-perception of compliance and dietary habits related to sodium intake was evaluated by using a dietary questionnaire. Patients were divided into 3 groups according to self-reported adherence to a low-sodium diet: never, sometimes, and always. RESULTS: Overall, 237 patients (median age, 66 years, 72.6% men) were included. Compared with the other 2 groups, patients who stated always following a low-sodium diet were less likely to use salt in cooking or at the table. However, 4.2% of the patients in the always group reported eating canned or package soups every day. Moreover, the highest proportion of patients eating fast foods 1 to 3 times a week was found among those in the sometimes group (22.9%) compared with the never (9.1%) and always (6.7%) groups (P = .002). Importantly, the rest of the food items did not show any significant differences between self-reported adherence groups. CONCLUSION: Self-report of adherence to a low-sodium diet is not reliable among patients with HF, who associate the idea of following a low-sodium diet mainly with not using salt for cooking or at the table but not with reducing frequency of intake of high-sodium processed foods.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".