2025
Artificial Intelligence Methods to Detect Heart Failure with Preserved Ejection Fraction (AIM-HFpEF) within Electronic Health Records: An equitable disease detection model
Wu J, Biswas D, Brown S, Ryan M, Bernstein B, To B, Searle T, Rizvi M, Fairhurst N, Kaye G, Baral R, Vijayakumar D, Mehta D, Melikian N, Sado D, Carr-White G, Chowienczyk P, Teo J, Dobson R, Bromage D, Lüscher T, Vazir A, McDonagh T, Webb J, Shah A, O’Gallagher K. Artificial Intelligence Methods to Detect Heart Failure with Preserved Ejection Fraction (AIM-HFpEF) within Electronic Health Records: An equitable disease detection model. European Heart Journal - Digital Health 2025, ztaf107. DOI: 10.1093/ehjdh/ztaf107.Peer-Reviewed Original ResearchElectronic health recordsPatients of non-White ethnicityNon-white ethnicitySocioeconomic deprivationHealth recordsNatural language processingHigh socioeconomic deprivationNon-white populationsRisk of deathHospital trustsLevels of morbidityDisease detection modelRisk scoreDiagnostic prediction modelHeart failure casesArtificial intelligence methodsMachine learning methodsDetection modelDerivation datasetLanguage processingHeart failureLearning methodsIntelligence methodsEthnicityRisk
2021
Social determinants of pertussis and influenza vaccine uptake in pregnancy: a national cohort study in England using electronic health records
Walker JL, Rentsch CT, McDonald HI, Bak J, Minassian C, Amirthalingam G, Edelstein M, Thomas S. Social determinants of pertussis and influenza vaccine uptake in pregnancy: a national cohort study in England using electronic health records. BMJ Open 2021, 11: e046545. PMID: 34155074, PMCID: PMC8217954, DOI: 10.1136/bmjopen-2020-046545.Peer-Reviewed Original ResearchConceptsPertussis vaccine uptakeVaccine uptakeNon-white ethnicityPregnant womenEligible pregnanciesSocial determinantsCohort studyNationwide population-based cohort studyClinical Practice Research DatalinkPopulation-based cohort studyGreater deprivationCare dataLow vaccine uptakeInfluenza vaccine uptakeSecondary care dataNational cohort studyPrimary care dataVaccine-preventable diseasesLow uptakeVaccine promotion strategiesElectronic health recordsInfluenza vaccinationMaternal ageSuccessive pregnanciesVaccination promotion
2020
1069 Posttraumatic Stress Disorder is Associated With Poorer Sleep Specific Quality of Life, but Not With Sleep Apnea
Holty J, Pandey A, Ho J. 1069 Posttraumatic Stress Disorder is Associated With Poorer Sleep Specific Quality of Life, but Not With Sleep Apnea. Sleep 2020, 43: a407-a407. DOI: 10.1093/sleep/zsaa056.1065.Peer-Reviewed Original ResearchObstructive sleep apneaApnea-hypopnea indexModerate-severe OSANon-white ethnicityMental component scorePosttraumatic stress disorderPittsburgh Sleep Quality IndexSleep apneaAssociated with apnea-hypopnea indexBeck Depression Inventory-IIAssociated with obstructive sleep apneaSuspected obstructive sleep apneaHigher Pittsburgh Sleep Quality IndexCurrent PTSDRestless sleepNeck circumference >PTSD ChecklistElectronic medical record reviewMultivariate regressionShort Form-12 Mental Component ScoreMedical record reviewStress disorderSleep CohortPittsburgh Sleep Quality Index scoreShort Form-12
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