Do medical grade smart scales exist that give better body fat accuracy than the consumer models at the store.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Do medical grade smart scales exist that give better body fat accuracy than the consumer models at the store.
3 real searches · 1 real-search pass
clinical accuracy comparison consumer bioelectrical impedance smart scales DXA air displacement plethysmography multi frequency BIA medical body composition analyzerGoogle ↗
OBSERVEDComparison
InBody 770 medical body composition analyzer accuracy DXA validation limitationsGoogle ↗
OBSERVEDReason
seca mBCA 515 medical body composition analyzer validation DXAGoogle ↗
OBSERVEDConsequence
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 (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
clinical accuracy comparison consumer bioelectrical impedance smart scales DXA air displacement plethysmography multi frequency BIA medical body composition analyzer Google ↗
InBody 770 medical body composition analyzer accuracy DXA validation limitations Google ↗
seca mBCA 515 medical body composition analyzer validation DXA Google ↗
- Comparison of body composition assessment across body mass index categories by two multifrequency bioelectrical impedance analysis devices and dual-energy X-ray absorptiometry in clinical settings. · pubmed.ncbi.nlm.nih.gov
- Reliability and Agreement of Various InBody Body Composition Analyzers as Compared to Dual-Energy X-Ray Absorptiometry in Healthy Men and Women · pubmed.ncbi.nlm.nih.gov
- Assessing the reliability and cross-sectional and longitudinal validity of fifteen bioelectrical impedance analysis devices · pubmed.ncbi.nlm.nih.gov
- Assessing the reliability and cross-sectional and longitudinal validity of fifteen bioelectrical impedance analysis devices | British Journal of Nutrition · cambridge.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
clinical accuracy comparison consumer bioelectrical impedance smart scales DXA air displacement plethysmography multi frequency BIA medical body composition analyzer OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
InBody 770 medical body composition analyzer accuracy DXA validation limitations OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
seca mBCA 515 medical body composition analyzer validation DXA OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |