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Using Data Science for Public Health - Spatial clusters detection and machine learning to predict prevention need and diseases based on outpatient claims data

Using Data Science for Public Health - Spatial clusters detection and machine learning to predict prevention need and diseases based on outpatient claims data

Status
Recruiting
Phases
Unknown
Study type
Observational
Source
DRKS
Registry ID
DRKS00030307
Enrollment
4500000
Registered
2023-01-18
Start date
2022-12-01
Completion date
Unknown
Last updated
2025-04-07

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Caries Periodontitis irreversible pulpitis tooth loss

Interventions

Group 1: Anonymized claims data of privately insured and self-pay patients are extracted from the BFS data warehouse and analyzed using geographic, univariate and multivariate statistics.

Sponsors

BFS Health Finance GmbH
Lead Sponsor

Eligibility

Sex/Gender
All
Age
0 Years to 120 Years

Inclusion criteria

Inclusion criteria: Treatment date between 01.01.2016 and 31.12.2021 (6-year follow-up) Moderate periodontitis (GOZ 4070, 4075, free text „Parodontalchirurgische Therap“, exkl. 4090a, 4100a) closed therapy Severe periodontits (GOZ 4090, 4100) open therapy Periodontitis (patients with moderate and/or severe periodontitis) Moderate caries (GOZ 2050, 2060, 2070, 2080, 2090, 2100, 2110, 2120, 2150, 2160, 2170, free text „Präparieren einer Kavität“) Severe caries (zusätzlich zu moderate caries GOZ 2330, 2340) Caries (patients with moderate and/or severe caries) Irreversible pulpitis (GOZ 2360, 2390, 2400, 2410, 2420, 2430, 2440) Exodontics (GOZ 3000, 3010, 3020, 3030, 3040, 3045, 3270)

Exclusion criteria

Exclusion criteria: Dental area not 8

Design outcomes

Primary

MeasureTime frame
Treatment because of oral disease in claims data

Secondary

MeasureTime frame
Number of affected teeth by oral disease

Countries

Germany

Contacts

Public ContactSebastian Völker

BFS Health Finance GmbH

sebastian.voelker@meinebfs.de+49231945362117

Outcome results

None listed

Source: DRKS (via WHO ICTRP) · Data processed: Feb 4, 2026