Synthetic demonstration data
Patient Opportunity Analysis
Analyzing dormant inquiry records
File
stonebridge-dormant-inquiries.csv
Records detected
486
Practice
Stonebridge Implant Center
Analysis type
Dormant full-arch inquiry recovery
Language coverage
English + Spanish
Analysis in progress0%
Analysis stages
Deterministic local sequence1
Validating file structure
Confirming the synthetic CSV contains patient, channel, language, and consent fields.
2
Normalizing patient records
Standardizing names, source labels, timestamps, and treatment-interest fields.
3
Removing duplicates and suppressed contacts
Excluding repeated inquiries, invalid contacts, and records already scheduled.
4
Checking contactability and permission status
Separating reachable records from records requiring permission clarification.
5
Detecting treatment-interest evidence
Identifying full-arch, implant, and consultation signals in the synthetic record history.
6
Identifying language mismatches
Comparing preferred language with prior outreach language and response patterns.
7
Detecting unresolved questions and stall reasons
Flagging unanswered financing questions, missed callbacks, and incomplete follow-up.
8
Classifying recovery opportunity
Assigning nonclinical recovery priority from observable evidence only.
9
Routing exceptions for human review
Holding records with clinical, financing, consent, or coordinator handoff needs.
10
Preparing recommended recovery strategies
Creating practice-review strategy drafts for eligible recovery opportunities.
Live transformation
Records processed
49
Duplicates excluded
0
Suppressed or opted-out
0
Eligible records
45
Reachable records
31
High-opportunity records
9
Human-review records
1
Strategies ready
1
Live evidence preview
María González
Requested an implant consultation
Full-arch treatment interest detected
Preferred language: Spanish
Confirmation was sent in English
Financing question remained unresolved
Follow-up ended after one unanswered call
Contact permission available
No opt-out detected
Classification
High recovery opportunity
Primary stall reason
Unresolved financing question
Secondary stall reason
Language mismatch
Next system action
Prepare bilingual financing-first recovery strategy
This is an explainable decision trace using observable synthetic fields, not hidden reasoning or clinical decision-making.