What is the consensus on whether ceramic braces take longer to fix crowding than traditional metal braces according to recent orthodontist reviews
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the consensus on whether ceramic braces take longer to fix crowding than traditional metal braces according to recent orthodontist reviews
2 real searches · 1 real-search pass
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
ceramic vs metal braces treatment time crowding orthodontist review friction recent 2024 2025 Google ↗
orthodontist ceramic braces take longer than metal braces crowding treatment duration clinical evidence Google ↗
- Orthodontic treatment time: can it be shortened? · pmc.ncbi.nlm.nih.gov
- Frictional resistance in orthodontic archwires: A comprehensive review · pmc.ncbi.nlm.nih.gov
- Frictional resistance of ceramic, self-ligating and metal brackets with various archwires · pmc.ncbi.nlm.nih.gov
- Frictional resistance of ceramic, self-ligating and metal brackets with various archwires. · pubmed.ncbi.nlm.nih.gov
- How Do Braces Work? · aaoinfo.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
ceramic vs metal braces treatment time crowding orthodontist review friction recent 2024 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
orthodontist ceramic braces take longer than metal braces crowding treatment duration clinical evidence OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |