Evidence-based best practices;
Decision support;
Naive Bayes;
Segment-based hidden Markov models (HMMs);
Multiply sectioned Bayes nets;
Association rules;
Reduct;
Information extraction;
Data mining;
RULES;
D O I:
10.1007/s10115-011-0439-8
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
A major problem for Canadian health organizations is finding best evidence for evidence-based best practice recommendations. Medications are not always effectively used and misuse may harm patients. Drugs are the fastest-growing element of Canadian health care spending, second only to hospital spending. Three hundred million prescriptions are filled annually. Prescription drugs accounted for 5.8% of total health care spending in 1980 and close to 18% today. A primary long-term goal of this research is to develop a decision support system for evidence-based management, quality control and best practice recommendations for medical prescriptions. Our results will improve accessibility and management of information by: (1) building an prototype for adaptive information extraction, text and data mining from (online) documents to find evidence on which to base best practices; and (2) employing multiply sectioned Bayesian networks (MSBNs) to infer a probabilistic interpretation to validate evidence for recommendations; MSBNs provide this structure. Best practices to improve drug-related health outcomes; patients' quality of life; and cost-effective use of medications by changing knowledge and behavior. This research will support next generation eHealth decision support systems, which routinely find and verify evidence from multiple sources, leading to cost-effective use of drugs, improve patients' quality of life and optimize drug-related health outcomes.
机构:
Nova SE Univ, Coll Osteopath Med, Hlth Profess Div, Ft Lauderdale, FL 33328 USANova SE Univ, Coll Osteopath Med, Hlth Profess Div, Ft Lauderdale, FL 33328 USA
Martnoff, Richard
Kreder, Hans
论文数: 0引用数: 0
h-index: 0
机构:
Univ Toronto, Dept Surg, Div Orthopaed Surg, Toronto, ON, Canada
Sunnybrook Hlth Sci Ctr, Holland Musculoskeletal Program, Toronto, ON M4N 3M5, Canada
Sunnybrook Hlth Sci Ctr, Div Orthopaed Surg, Toronto, ON M4N 3M5, CanadaNova SE Univ, Coll Osteopath Med, Hlth Profess Div, Ft Lauderdale, FL 33328 USA
机构:
Northern Michigan Univ, Sch Hlth & Human Performance, 1401 Presque Isle Ave, Marquette, MI 49855 USANorthern Michigan Univ, Sch Hlth & Human Performance, 1401 Presque Isle Ave, Marquette, MI 49855 USA
Drum, Scott N.
Bellovary, Bryanne N.
论文数: 0引用数: 0
h-index: 0
机构:
Northern Michigan Univ, Sch Hlth & Human Performance, 1401 Presque Isle Ave, Marquette, MI 49855 USA
Wayne State Univ, Canton, MI USANorthern Michigan Univ, Sch Hlth & Human Performance, 1401 Presque Isle Ave, Marquette, MI 49855 USA
Bellovary, Bryanne N.
Jensen, Randall L.
论文数: 0引用数: 0
h-index: 0
机构:
Northern Michigan Univ, Sch Hlth & Human Performance, 1401 Presque Isle Ave, Marquette, MI 49855 USANorthern Michigan Univ, Sch Hlth & Human Performance, 1401 Presque Isle Ave, Marquette, MI 49855 USA
Jensen, Randall L.
Moore, Maggy T.
论文数: 0引用数: 0
h-index: 0
机构:
Northern Michigan Univ, Sch Hlth & Human Performance, 1401 Presque Isle Ave, Marquette, MI 49855 USANorthern Michigan Univ, Sch Hlth & Human Performance, 1401 Presque Isle Ave, Marquette, MI 49855 USA
Moore, Maggy T.
论文数: 引用数:
h-index:
机构:
Donath, Lars
[J].
JOURNAL OF SPORTS MEDICINE AND PHYSICAL FITNESS,
2017,
57
(05):
: 721
-
723