Is there any consensus in recent endodontic studies on whether wisdom teeth removal age past thirty significantly increases the risk of paresthesia?
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
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.
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. 35 queries are still being classified.
What the models actually searched
Each model answered the query with its own web search. These are the searches it ran, matched to the closest simulated query.
- Impacted third molar surgery in older patients—Is patient´s age really a risk factor for complications? | Clinical Oral Investigations · link.springer.com
- Impacted third molar surgery in older patients—Is patient´s age really a risk factor for complications? | Clinical Oral Investigations · doi.org
- Radiographic Predictors of Postoperative Inferior Alveolar Nerve Injury in Mandibular Third Molar Surgery · pubmed.ncbi.nlm.nih.gov
- Risk Factors Associated With Inferior Alveolar Nerve Injury After Extraction of Impacted Lower Mandibular Third Molars: A Prospective Cohort Study · pubmed.ncbi.nlm.nih.gov
- Postoperative Complications of Impacted Mandibular Third Molar Extraction Related to Patient’s Age and Surgical Difficulty Level: A Cross‐Sectional Retrospective Study - Rizqiawan - 2022 - International Journal of Dentistry · onlinelibrary.wiley.com
- Factors influencing inferior alveolar nerve injury after extraction of mandibular third molar · pubmed.ncbi.nlm.nih.gov
- Determining the risk relationship associated with inferior alveolar nerve injury following removal of mandibular third molar teeth: A systematic review · sciencedirect.com
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Queries
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
is it safe to remove impacted wisdom teeth at age 35 PERSONALIZED | Google ↗ AI Mode ↗ | The searcher is an adult over 30 evaluating the personal safety and risk profile of an upcoming extraction. | — | forum/qna | wisdom teeth extraction risks over thir… | 2x of 3 | |
wisdom tooth extraction over 30 paresthesia risk consensus REFORMULATION | Google ↗ AI Mode ↗ | The user wants a direct reformulation focusing on the core keywords to find medical consensus on age and nerve damage. | — | web_article | wisdom teeth extraction risks over thir… | 1x of 3 | |
wisdom teeth extraction age 30 and over paresthesia risk REFORMULATION | Google ↗ AI Mode ↗ | Find direct information on whether adults over thirty face a higher risk of nerve damage during third molar surgery. | — | web_article | wisdom teeth extraction risks over thir… | 1x of 3 | |
wisdom tooth extraction age over 30 paresthesia risk consensus REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants a direct reformulation of the original question focusing on the core keywords and consensus. | — | web_article | wisdom teeth extraction risks over thir… | 1x of 3 | |
does age over 30 increase nerve damage risk in third molar surgery REFORMULATION | Google ↗ AI Mode ↗ | The user seeks clarification on whether older adults face higher rates of nerve injury during wisdom tooth removal. | — | pdf_whitepaper | nerve damage after third molar removal | 1x of 3 | |
third molar removal nerve damage incidence older adults studies RELATED | Google ↗ AI Mode ↗ | The searcher is looking for empirical study data regarding nerve damage rates during third molar surgery in older adults. | — | pdf_whitepaper | nerve damage after third molar removal | 1x of 3 | |
recent studies on age and inferior alveolar nerve injury third molar removal RELATED | Google ↗ AI Mode ↗ | Identify scientific studies analyzing the correlation between older patient age and nerve injury complications. | — | pdf_whitepaper | nerve damage after third molar removal | 1x of 3 | |
inferior alveolar nerve injury wisdom teeth removal age 30 plus RELATED | Google ↗ AI Mode ↗ | The user wants to investigate specific nerve involvement associated with older patients undergoing extractions. | — | faq_page | nerve damage after third molar removal | 1x of 3 | |
what causes lingual and inferior alveolar nerve injury during third molar extraction IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand the underlying mechanism of paresthesia complications in tooth extractions. | — | glossary/definition | nerve damage after third molar removal | 1x of 3 | |
signs of nerve damage after wisdom tooth removal recovery IMPLICIT | Google ↗ AI Mode ↗ | Understand the symptoms and diagnostic markers of paresthesia following third molar extraction. | — | faq_page | nerve damage after third molar removal | 1x of 3 | |
wisdom tooth removal recovery complications older adults RELATED | Google ↗ AI Mode ↗ | The user is looking for broader complication profiles for patients in older age groups undergoing third molar surgery. | — | review_roundup | wisdom teeth extraction risks over thir… | 1x of 3 | |
wisdom teeth removal complications under 25 vs over 30 COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to compare complication rates between younger and older age groups undergoing wisdom tooth surgery. | — | comparison_table | wisdom teeth extraction risks over thir… | 1x of 3 | |
wisdom tooth removal complications under 25 vs over 30 comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare complication rates, specifically nerve injury, between younger adults and patients over thirty. | — | comparison_table | wisdom teeth extraction risks over thir… | 1x of 3 | |
why does delayed wisdom tooth extraction increase surgical risks IMPLICIT | Google ↗ AI Mode ↗ | The user wants to understand the underlying physiological reasons why older age correlates with higher surgical complications. | — | web_article | wisdom teeth extraction risks over thir… | 1x of 3 | |
inferior alveolar nerve paresthesia recovery prognosis after wisdom tooth surgery ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to know the long-term prognosis and recovery rates for nerve damage resulting from extractions. | — | faq_page | nerve damage after third molar removal | 1x of 3 | |
inferior alveolar nerve paresthesia lingual nerve damage third molar extraction ENTITY EXPANSION | Google ↗ AI Mode ↗ | Explore specific anatomical nerve entities involved in oral surgery complications. | — | glossary/definition | nerve damage after third molar removal | 1x of 3 | |
bone density root fusion wisdom teeth age 18 vs 30 COMPARATIVE | Google ↗ AI Mode ↗ | The user wants a comparison of anatomical factors between younger patients and those over 30 that impact surgical difficulty. | — | comparison_table | wisdom teeth extraction risks over thir… | 1x of 3 | |
paresthesia vs dry socket wisdom teeth incidence rates COMPARATIVE | Google ↗ AI Mode ↗ | The user is comparing the frequency of nerve paresthesia against other common wisdom tooth removal complications. | — | faq_page | wisdom teeth extraction risks over thir… | 1x of 3 | |
consensus on age as a risk factor for wisdom teeth paresthesia systematic review REFORMULATION | Google ↗ AI Mode ↗ | Locate high-level systematic reviews or meta-analyses establishing scientific consensus on age and paresthesia. | — | dataset | wisdom teeth extraction risks over thir… | 1x of 3 | |
recent dental literature review wisdom tooth extraction age risk factors REFORMULATION | Google ↗ AI Mode ↗ | The searcher is looking for systemic reviews and meta-analyses published recently on extraction risk factors. | — | pdf_whitepaper | wisdom teeth extraction risks over thir… | 1x of 3 | |
endodontist vs oral surgeon wisdom tooth extraction complications ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to know if the type of practitioner affects the incidence of nerve injury in older patients. | — | web_article | wisdom teeth extraction risks over thir… | 1x of 3 | |
age as a risk factor for nerve paresthesia in oral surgery RELATED | Google ↗ AI Mode ↗ | The searcher wants a broader overview of how age impacts nerve complications across various oral surgical procedures. | — | web_article | wisdom teeth extraction risks over thir… | 1x of 3 | |
long term recovery from nerve paresthesia after dental surgery RELATED | Google ↗ AI Mode ↗ | Learn about the prognosis and healing timeline for patients who experience post-surgical nerve damage. | — | web_article | nerve damage after third molar removal | 1x of 3 | |
lingual nerve paresthesia recovery time third molar surgery ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user seeks specific recovery timelines for nerve damage affecting the tongue following wisdom tooth procedures. | — | forum/qna | nerve damage after third molar removal | 1x of 3 | |
temporary vs permanent nerve damage wisdom teeth removal older patients COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to distinguish between temporary paresthesia and permanent nerve damage rates in older demographics. | — | comparison_table | wisdom teeth extraction risks over thir… | 1x of 3 | |
do older adults always need impacted wisdom teeth removed IMPLICIT | Google ↗ AI Mode ↗ | Determine whether watchful waiting is an acceptable alternative to extraction for older adults. | — | faq_page | wisdom teeth extraction risks over thir… | 1x of 3 | |
what to ask oral surgeon about nerve damage risk wisdom teeth PERSONALIZED | Google ↗ AI Mode ↗ | The user needs a practical guide on how to consult a specialist regarding their personal risk of nerve injury given their age. | — | checklist | wisdom teeth extraction risks over thir… | 1x of 3 | |
preventing nerve injury during difficult lower third molar extractions IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to know surgical techniques or preventative measures used by clinicians to mitigate nerve damage risks. | — | how_to_steps | nerve damage after third molar removal | 1x of 3 | |
surgical difficulty of wisdom teeth removal young adult versus older adult COMPARATIVE | Google ↗ AI Mode ↗ | Examine how bone density and root maturity differences affect surgical complexity and subsequent nerve risk in older patients. | — | case_study | wisdom teeth extraction risks over thir… | 1x of 3 | |
permanent vs temporary paresthesia statistics wisdom teeth removal RELATED | Google ↗ AI Mode ↗ | The user wants statistical breakdowns distinguishing between short-term and permanent nerve damage after extractions. | — | dataset | wisdom teeth extraction risks over thir… | 1x of 3 | |
endodontist guidelines third molar extraction age limits and complications ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher is looking for professional association guidelines or clinical directives concerning older adult extractions. | — | pdf_whitepaper | wisdom teeth extraction risks over thir… | 1x of 3 | |
oral and maxillofacial surgery guidelines third molar removal age limits ENTITY EXPANSION | Google ↗ AI Mode ↗ | Review official professional association guidelines regarding third molar extraction protocols and age considerations. | — | pdf_whitepaper | wisdom teeth extraction risks over thir… | 1x of 3 | |
wisdom teeth extraction complications age 30 and older research data REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants raw data points and statistical evidence regarding post-operative complications in patients 30 and older. | — | dataset | wisdom teeth extraction risks over thir… | 1x of 3 | |
patient experiences wisdom teeth extraction age 32 nerve tingling PERSONALIZED | Google ↗ AI Mode ↗ | Read anecdotal accounts of individuals over thirty experiencing temporary or permanent nerve sensations post-surgery. | — | forum/qna | nerve damage after third molar removal | 1x of 3 | |
risk factors for nerve injury during third molar extraction literature review REFORMULATION | Google ↗ AI Mode ↗ | The user is searching for academic literature reviews summarizing all known risk factors for nerve damage during extractions. | — | pdf_whitepaper | nerve damage after third molar removal | 1x of 3 |
Passes
Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-3.5-flash-lite | 1 | 12 | 12 | — | 927 / 1,567 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 927 / 1,553 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 927 / 1,512 |