conceptual-driven classification for coding advise in health insurance reimbursement

15
Intelligent Database Systems Presenter : JHOU, YU-LIANG Authors : Sheng-Tun Li , Chih-Chuan Chen , Fernando Huang 2011, AIM Conceptual-driven classi cation for coding advise in health insurance reimbursement

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Conceptual-driven classification for coding advise in health insurance reimbursement. Presenter : JHOU, YU-LIANG Authors : Sheng- Tun Li , Chih-Chuan Chen , Fernando Huang 2011 , AIM. Outlines. Motivation Objectives Methodology Experimental Result Conclusions Comments. - PowerPoint PPT Presentation

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Page 1: Conceptual-driven classification for coding advise in health insurance reimbursement

Intelligent Database Systems Lab

Presenter : JHOU, YU-LIANG

Authors : Sheng-Tun Li , Chih-Chuan Chen , Fernando Huang

2011, AIM

Conceptual-driven classification for coding advise in health insurance

reimbursement

Page 2: Conceptual-driven classification for coding advise in health insurance reimbursement

Intelligent Database Systems Lab

Outlines

MotivationObjectivesMethodology Experimental ResultConclusionsComments

Page 3: Conceptual-driven classification for coding advise in health insurance reimbursement

Intelligent Database Systems Lab

Motivation• In Taiwanese hospitals, discharge summaries are analyzed by

disease classification specialists .

• However , when workloads are heavy or the analyzing is being done by novice personnel, the process may lead to incorrect reimbursement and economic loss.

Page 4: Conceptual-driven classification for coding advise in health insurance reimbursement

Intelligent Database Systems Lab

ObjectivesThis paper developed an ICD code advisory system (ICD-AS) that performs conceptual clustering of discharge summaries , improve the correctness and quality of the process

Page 5: Conceptual-driven classification for coding advise in health insurance reimbursement

Intelligent Database Systems Lab

System Architecture

Page 6: Conceptual-driven classification for coding advise in health insurance reimbursement

Intelligent Database Systems Lab

Preprocess

Page 7: Conceptual-driven classification for coding advise in health insurance reimbursement

Intelligent Database Systems Lab

Feature extraction

Term weighting :

Attribute selection :

Page 8: Conceptual-driven classification for coding advise in health insurance reimbursement

Intelligent Database Systems Lab

Fuzzy formal concept analysis

Page 9: Conceptual-driven classification for coding advise in health insurance reimbursement

Intelligent Database Systems Lab

Evaluation

Page 10: Conceptual-driven classification for coding advise in health insurance reimbursement

Intelligent Database Systems Lab

Experiments result

Page 11: Conceptual-driven classification for coding advise in health insurance reimbursement

Intelligent Database Systems Lab

System evaluation

Page 12: Conceptual-driven classification for coding advise in health insurance reimbursement

Intelligent Database Systems Lab

System evaluation

Page 13: Conceptual-driven classification for coding advise in health insurance reimbursement

Intelligent Database Systems Lab

System evaluation

Page 14: Conceptual-driven classification for coding advise in health insurance reimbursement

Intelligent Database Systems Lab

Conclusions

The method help disease classification specialists

understanding of the relationships between medical

terms , reducing the possibility of error that may

decrease monetary income for hospitals.

Page 15: Conceptual-driven classification for coding advise in health insurance reimbursement

Intelligent Database Systems Lab

CommentsI think the system effective support specialists to classify and reducing the appear of error.

Applications - Text mining - Information retrieval