Real ChatGPT answer · index seedOGBZ1cewSJwcompleteSports and outdoors · fitness programsinformational
Are multi frequency smart scales clinically proven to be more accurate at tracking longitudinal body fat changes than standard single frequency models?
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The searches the AI actually ran for this prompt.
SEED QUERY
Are multi frequency smart scales clinically proven to be more accurate at tracking longitudinal body fat changes than standard single frequency models?
2 real searches · 1 real-search pass
multi-frequency versus single-frequency bioelectrical impedance analysis longitudinal body fat change tracking validation study DXA smart scalesGoogle ↗
OBSERVEDReason
systematic review bioelectrical impedance analysis multi-frequency single-frequency body composition longitudinal changes accuracyGoogle ↗
OBSERVEDReason
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
multi-frequency versus single-frequency bioelectrical impedance analysis longitudinal body fat change tracking validation study DXA smart scales Google ↗
systematic review bioelectrical impedance analysis multi-frequency single-frequency body composition longitudinal changes accuracy Google ↗
- Assessing the reliability and cross-sectional and longitudinal validity of fifteen bioelectrical impedance analysis devices · pmc.ncbi.nlm.nih.gov
- Comparison of Dual-Energy X-ray Absorptiometry (DXA) Versus a Multi-Frequency Bioelectrical Impedance (InBody 770) Device for Body Composition Assessment after a 4-Week Hypoenergetic Diet · pubmed.ncbi.nlm.nih.gov
- Reliability, biological variability, and accuracy of multi-frequency bioelectrical impedance analysis for measuring body composition components · pmc.ncbi.nlm.nih.gov
- Real-world assessment of Multi-Frequency Bioelectrical Impedance Analysis (MFBIA) for measuring body composition in healthy physically active populations · pubmed.ncbi.nlm.nih.gov
- Methodological standards for body composition assessment—an expert-endorsed guide for research and clinical applications: bioimpedance, dual-energy X-ray absorptiometry, computerized tomography, and ultrasound methods · pmc.ncbi.nlm.nih.gov
- Methodological standards for body composition assessment—an expert-endorsed guide for research and clinical applications: bioimpedance, dual-energy X-ray absorptiometry, computerized tomography, and ultrasound methods · ajcn.nutrition.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
multi-frequency versus single-frequency bioelectrical impedance analysis longitudinal body fat change tracking validation study DXA smart scales OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
systematic review bioelectrical impedance analysis multi-frequency single-frequency body composition longitudinal changes accuracy OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |