What specific baseline metrics should we look for when troubleshooting false-positive fall alerts on a cellular-enabled pendant style medical alert system?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What specific baseline metrics should we look for when troubleshooting false-positive fall alerts on a cellular-enabled pendant style medical alert system?
2 real searches · 1 real-search pass
wearable fall detection false positive evaluation metrics sensitivity specificity false alarm rate accelerometer gyroscope daily activities studyGoogle ↗
OBSERVEDReason
medical alert pendant automatic fall detection false alarms sensor placement battery cellular signal troubleshooting manufacturerGoogle ↗
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). 2 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
wearable fall detection false positive evaluation metrics sensitivity specificity false alarm rate accelerometer gyroscope daily activities study Google ↗
medical alert pendant automatic fall detection false alarms sensor placement battery cellular signal troubleshooting manufacturer Google ↗
- Methods for the Real-World Evaluation of Fall Detection Technology: A Scoping Review · pmc.ncbi.nlm.nih.gov
- Cross-dataset evaluation of wearable fall detection systems using data from real falls and long-term monitoring of daily life · sciencedirect.com
- Validation of accuracy of SVM-based fall detection system using real-world fall and non-fall datasets · pmc.ncbi.nlm.nih.gov
- Fall Detection | FAQ · medicalcarealert.com
- Accelerometer-Based Fall Detection Using Machine Learning: Training and Testing on Real-World Falls · mdpi.com
- | Medical Alert Service GoSafe 2 Mobile Medical Alert Service Instructions for use MHB3_7250_IFU 2020c.indd 2 2/15/21 2:28 PM | · fcc.report
- The Assure Setup Guide · medicalalert.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
wearable fall detection false positive evaluation metrics sensitivity specificity false alarm rate accelerometer gyroscope daily activities study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
medical alert pendant automatic fall detection false alarms sensor placement battery cellular signal troubleshooting manufacturer OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |