About: A diagnostic reasoning and optimal treatment model for bacterial infections with fuzzy information

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An Entity of Type : schema:ScholarlyArticle, within Data Space : wasabi.inria.fr associated with source document(s)

Attributes	Values
type	Academic Article research paper schema:ScholarlyArticle
isDefinedBy	Covid-on-the-Web dataset
has title	A diagnostic reasoning and optimal treatment model for bacterial infections with fuzzy information
Creator	Kao, Han-Ying Li, Han-Lin
Source	Elsevier; Medline; PMC
abstract	Summary This study proposes an optimization model for optimal treatment of bacterial infections. Using an influence diagram as the knowledge and decision model, we can conduct two kinds of reasoning simultaneously: diagnostic reasoning and treatment planning. The input information of the reasoning system are conditional probability distributions of the network model, the costs of the candidate antibiotic treatments, the expected effects of the treatments, and extra constraints regarding belief propagation. Since the prevalence of the pathogens and infections are determined by many site-by-site factors, which are not compliant with conventional approaches for approximate reasoning, we introduce fuzzy information. The output results of the reasoning model are the likelihood of a bacterial infection, the most likely pathogen(s), the suggestion of optimal treatment, the gain of life expectancy for the patient related to the optimal treatment, the probability of coverage associated with the antibiotic treatment, and the cost-effect analysis of the treatment prescribed.
has issue date	2005-01-31(xsd:dateTime)
bibo:doi	10.1016/j.cmpb.2004.08.003
bibo:pmid	15639707
has license	els-covid
sha1sum (hex)	15c19f46707c28aed4ae8bdea50b835555a5e9e0
schema:url	https://doi.org/10.1016/j.cmpb.2004.08.003
resource representing a document's title	A diagnostic reasoning and optimal treatment model for bacterial infections with fuzzy information
has PubMed Central identifier	PMC7125802
has PubMed identifier	15639707
schema:publication	Computer Methods and Programs in Biomedicine
resource representing a document's body	covid:15c19f46707c28aed4ae8bdea50b835555a5e9e0#body_text
is schema:about of	named entity 'TREATMENTS' named entity 'LIKELIHOOD' named entity 'PATHOGEN' named entity 'CONDUCT' named entity 'CONVENTIONAL' named entity 'EXTRA' named entity 'USING' named entity 'INFECTIONS' named entity 'INFLUENCE' named entity 'ANTIBIOTIC TREATMENT' named entity 'SYSTEM' named entity 'COSTS' named entity 'KNOWLEDGE' named entity 'EXPECTED' named entity 'COMPLIANT' named entity 'DIAGNOSTIC REASONING' named entity 'OPTIMAL' named entity 'EFFECT' named entity 'BACTERIAL INFECTION' named entity 'BACTERIAL INFECTIONS' named entity 'TREATMENT' named entity 'APPROXIMATE' named entity 'TREATMENT PLANNING' named entity '28S' named entity 'PROBABILITY OF' named entity 'INTRODUCE' named entity 'DETERMINED BY' named entity 'MOST LIKELY' named entity 'EFFECTS' named entity 'CONDITIONAL PROBABILITY' named entity 'FUZZY' named entity 'TREATMENT MODEL' named entity 'SITE' named entity 'SUGGESTION' named entity 'MODEL' named entity 'OPTIMIZATION' named entity 'PATHOGENS' named entity 'DIAGRAM' named entity 'NETWORK MODEL' named entity 'APPROACHES' named entity 'PRESCRIBED' named entity 'STUDY' named entity 'GAIN' named entity 'PREVALENCE' named entity 'DIAGNOSTIC REASONING' named entity 'BELIEF' named entity 'BACTERIAL INFECTIONS' named entity 'INFORMATION' named entity 'ASSOCIATED WITH' named entity 'PROPAGATION' named entity 'ANALYSIS' named entity 'DECISION MODEL' named entity 'REASONING' named entity 'COVERAGE' named entity 'KINDS' named entity 'DISTRIBUTIONS' named entity 'RESULTS' named entity 'SIMULTANEOUSLY' named entity 'INFORMATION' named entity 'COST' named entity 'PATIENT RELATED' named entity 'OPTIMAL' named entity 'CANDIDATE' named entity 'ANTIBIOTIC' named entity 'FUZZY' named entity 'LIFE EXPECTANCY' named entity 'OUTPUT' named entity 'INPUT' named entity 'knowledge base' named entity 'antibiotic treatments' named entity 'pathogens' named entity 'Bayesian networks' named entity 'SARS' named entity 'global optimization' named entity 'fuzzy information' named entity '5.2' named entity '4.2' named entity 'probability' named entity 'posterior probability' named entity 'Patho'

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