| pubmed-article:19277235 | rdf:type | pubmed:Citation | lld:pubmed |
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| pubmed-article:19277235 | lifeskim:mentions | umls-concept:C0015392 | lld:lifeskim |
| pubmed-article:19277235 | lifeskim:mentions | umls-concept:C0681850 | lld:lifeskim |
| pubmed-article:19277235 | lifeskim:mentions | umls-concept:C1706203 | lld:lifeskim |
| pubmed-article:19277235 | lifeskim:mentions | umls-concept:C2697811 | lld:lifeskim |
| pubmed-article:19277235 | lifeskim:mentions | umls-concept:C0035333 | lld:lifeskim |
| pubmed-article:19277235 | lifeskim:mentions | umls-concept:C0205307 | lld:lifeskim |
| pubmed-article:19277235 | lifeskim:mentions | umls-concept:C1550587 | lld:lifeskim |
| pubmed-article:19277235 | lifeskim:mentions | umls-concept:C0011155 | lld:lifeskim |
| pubmed-article:19277235 | lifeskim:mentions | umls-concept:C1707455 | lld:lifeskim |
| pubmed-article:19277235 | lifeskim:mentions | umls-concept:C1550501 | lld:lifeskim |
| pubmed-article:19277235 | lifeskim:mentions | umls-concept:C2699740 | lld:lifeskim |
| pubmed-article:19277235 | lifeskim:mentions | umls-concept:C0936012 | lld:lifeskim |
| pubmed-article:19277235 | pubmed:dateCreated | 2009-3-11 | lld:pubmed |
| pubmed-article:19277235 | pubmed:abstractText | To test the following hypotheses: (1) eyes from individuals with human immunodeficiency virus (HIV) have electrophysiologic abnormalities that manifest as multifocal electroretinogram (mfERG) abnormalities; (2) the retinal effects of HIV in immune-competent HIV individuals differ from the effects in immune-incompetent HIV individuals; (3) strong machine learning classifiers (MLCs), like support vector machine (SVM), can learn to use mfERG abnormalities in the second-order kernel (SOK) to distinguish HIV from normal eyes; and (4) the mfERG abnormalities fall into patterns that can be discerned by MLCs. We applied a supervised MLC, SVM, to determine if mfERGs in eyes from patients with HIV differ from mfERGs in HIV-negative controls. | lld:pubmed |
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| pubmed-article:19277235 | pubmed:language | eng | lld:pubmed |
| pubmed-article:19277235 | pubmed:journal | http://linkedlifedata.com/r... | lld:pubmed |
| pubmed-article:19277235 | pubmed:citationSubset | IM | lld:pubmed |
| pubmed-article:19277235 | pubmed:status | MEDLINE | lld:pubmed |
| pubmed-article:19277235 | pubmed:issn | 1545-6110 | lld:pubmed |
| pubmed-article:19277235 | pubmed:author | pubmed-author:GoldbaumMicha... | lld:pubmed |
| pubmed-article:19277235 | pubmed:author | pubmed-author:FreemanWillia... | lld:pubmed |
| pubmed-article:19277235 | pubmed:author | pubmed-author:BartschDirk-U... | lld:pubmed |
| pubmed-article:19277235 | pubmed:author | pubmed-author:KozakIgorI | lld:pubmed |
| pubmed-article:19277235 | pubmed:author | pubmed-author:HaoJiucangJ | lld:pubmed |
| pubmed-article:19277235 | pubmed:author | pubmed-author:FalkensteinIr... | lld:pubmed |
| pubmed-article:19277235 | pubmed:author | pubmed-author:SejnowskiTerr... | lld:pubmed |
| pubmed-article:19277235 | pubmed:issnType | Electronic | lld:pubmed |
| pubmed-article:19277235 | pubmed:volume | 106 | lld:pubmed |
| pubmed-article:19277235 | pubmed:owner | NLM | lld:pubmed |
| pubmed-article:19277235 | pubmed:authorsComplete | Y | lld:pubmed |
| pubmed-article:19277235 | pubmed:pagination | 196-204; discussion 204-5 | lld:pubmed |
| pubmed-article:19277235 | pubmed:dateRevised | 2009-11-18 | lld:pubmed |
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| pubmed-article:19277235 | pubmed:meshHeading | pubmed-meshheading:19277235... | lld:pubmed |
| pubmed-article:19277235 | pubmed:meshHeading | pubmed-meshheading:19277235... | lld:pubmed |
| pubmed-article:19277235 | pubmed:meshHeading | pubmed-meshheading:19277235... | lld:pubmed |
| pubmed-article:19277235 | pubmed:meshHeading | pubmed-meshheading:19277235... | lld:pubmed |
| pubmed-article:19277235 | pubmed:year | 2008 | lld:pubmed |
| pubmed-article:19277235 | pubmed:articleTitle | Analysis with support vector machine shows HIV-positive subjects without infectious retinitis have mfERG deficiencies compared to normal eyes. | lld:pubmed |
| pubmed-article:19277235 | pubmed:affiliation | Ophthalmic Informatics Laboratory, University of California at San Diego, USA. | lld:pubmed |
| pubmed-article:19277235 | pubmed:publicationType | Journal Article | lld:pubmed |
| pubmed-article:19277235 | pubmed:publicationType | Research Support, Non-U.S. Gov't | lld:pubmed |
| pubmed-article:19277235 | pubmed:publicationType | Research Support, N.I.H., Extramural | lld:pubmed |
| http://linkedlifedata.com/r... | pubmed:referesTo | pubmed-article:19277235 | lld:pubmed |
