2022
A research agenda to support the development and implementation of genomics-based clinical informatics tools and resources
Wiley K, Findley L, Goldrich M, Rakhra-Burris T, Stevens A, Williams P, Bult C, Chisholm R, Deverka P, Ginsburg G, Green E, Jarvik G, Mensah G, Ramos E, Relling M, Roden D, Rowley R, Alterovitz G, Aronson S, Bastarache L, Cimino J, Crowgey E, Del Fiol G, Freimuth R, Hoffman M, Jeff J, Johnson K, Kawamoto K, Madhavan S, Mendonca E, Ohno-Machado L, Pratap S, Taylor C, Ritchie M, Walton N, Weng C, Zayas-Cabán T, Manolio T, Williams M. A research agenda to support the development and implementation of genomics-based clinical informatics tools and resources. Journal Of The American Medical Informatics Association 2022, 29: 1342-1349. PMID: 35485600, PMCID: PMC9277642, DOI: 10.1093/jamia/ocac057.Peer-Reviewed Original Research
2018
A Novel Stakeholder Engagement Approach for Patient-centered Outcomes Research
Kim K, Khodyakov D, Marie K, Taras H, Meeker D, Campos H, Ohno-Machado L. A Novel Stakeholder Engagement Approach for Patient-centered Outcomes Research. Medical Care 2018, 56: s41-s47. PMID: 30074950, PMCID: PMC6143220, DOI: 10.1097/mlr.0000000000000790.Peer-Reviewed Original ResearchConceptsClinical Data Research NetworkPatient-centered outcomes researchEngagement of patientsOutcomes research studiesConditions of focusStakeholder advisory boardPatient-centered outcomes research studiesKawasaki diseaseHeart failurePatient advocatesPatientsClinical sitesOutcomes researchSignificant differencesHealth researchCliniciansResearch NetworkResearch prioritiesSetting of prioritiesEngagement strategiesAdvisory BoardFavorable opinionObesityEngagement principlesDisease
2013
Development of a Privacy and Security Policy Framework for a Multistate Comparative Effectiveness Research Network
Kim K, McGraw D, Mamo L, Ohno-Machado L. Development of a Privacy and Security Policy Framework for a Multistate Comparative Effectiveness Research Network. Medical Care 2013, 51: s66-s72. PMID: 23774516, DOI: 10.1097/mlr.0b013e31829b1d9f.Peer-Reviewed Original ResearchMeSH KeywordsComparative Effectiveness ResearchComputer SecurityConfidentialityHumansMulticenter Studies as TopicPolicyResearch Design
2010
Assessing the quality of annotations in asthma gene expression experiments
Lacson R, Mbagwu M, Yousif H, Ohno-Machado L. Assessing the quality of annotations in asthma gene expression experiments. BMC Bioinformatics 2010, 11: s8. PMID: 21044366, PMCID: PMC2967749, DOI: 10.1186/1471-2105-11-s9-s8.Peer-Reviewed Original Research
2004
Research on machine learning issues in biomedical informatics modeling
Ohno-Machado L. Research on machine learning issues in biomedical informatics modeling. Journal Of Biomedical Informatics 2004, 37: 221-223. PMID: 15465475, DOI: 10.1016/j.jbi.2004.07.004.Commentaries, Editorials and LettersA primer on gene expression and microarrays for machine learning researchers
Kuo W, Kim E, Trimarchi J, Jenssen T, Vinterbo S, Ohno-Machado L. A primer on gene expression and microarrays for machine learning researchers. Journal Of Biomedical Informatics 2004, 37: 293-303. PMID: 15465482, DOI: 10.1016/j.jbi.2004.07.002.Peer-Reviewed Reviews, Practice Guidelines, Standards, and Consensus StatementsConceptsNew algorithmSupervised learning modelUCI machineLearning modelMicroarray data analysisAlgorithmic developmentsTypes of dataMachineData setsMain challengesGene expression dataMain motivationAlgorithmData analysisBiomedical experimentsLarge numberExpression dataMicroarray dataResearchersRepositoryWebMicroarray experimentsNew waveDataSet