2024
Detection of Gastrointestinal Bleeding with Large Language Models to Aid Quality Improvement and Appropriate Reimbursement
Zheng N, Keloth V, You K, Kats D, Li D, Deshpande O, Sachar H, Xu H, Laine L, Shung D. Detection of Gastrointestinal Bleeding with Large Language Models to Aid Quality Improvement and Appropriate Reimbursement. Gastroenterology 2024 PMID: 39304088, DOI: 10.1053/j.gastro.2024.09.014.Peer-Reviewed Original ResearchElectronic health recordsOvert gastrointestinal bleedingGastrointestinal bleedingRecurrent bleedingMachine learning modelsHealth recordsClinically relevant applicationsNursing notesLanguage modelAcute gastrointestinal bleedingQuality improvementLearning modelsDetection of gastrointestinal bleedingReimbursementIdentification of clinical conditionsSeparate hospitalsQuality measuresHospitalBleedingClinical conditionsPatient managementEarly identificationPatientsReimbursement codesCoding algorithm
2022
American College of Gastroenterology-Canadian Association of Gastroenterology Clinical Practice Guideline: Management of Anticoagulants and Antiplatelets During Acute Gastrointestinal Bleeding and the Periendoscopic Period
Abraham NS, Barkun AN, Sauer BG, Douketis J, Laine L, Noseworthy PA, Telford JJ, Leontiadis GI. American College of Gastroenterology-Canadian Association of Gastroenterology Clinical Practice Guideline: Management of Anticoagulants and Antiplatelets During Acute Gastrointestinal Bleeding and the Periendoscopic Period. The American Journal Of Gastroenterology 2022, 117: 542-558. PMID: 35297395, PMCID: PMC8966740, DOI: 10.14309/ajg.0000000000001627.Peer-Reviewed Reviews, Practice Guidelines, Standards, and Consensus StatementsConceptsDirect oral anticoagulantsP2Y12 receptor inhibitorsAcute gastrointestinal bleedingProthrombin complex concentrateSecondary preventionAcetylsalicylic acidGastrointestinal bleedingPCC administrationReceptor inhibitorsTemporary interruptionEndoscopy settingTarget patientsGastroenterology Clinical Practice GuidelineFresh frozen plasma administrationAdministration of idarucizumabManagement of anticoagulantsDual antiplatelet therapyAcute GI bleedingGrading of RecommendationsClinical practice guidelinesFresh frozen plasmaAcute GIASA monotherapyPeriendoscopic managementAntiplatelet therapyAmerican College of Gastroenterology-Canadian Association of Gastroenterology Clinical Practice Guideline: Management of Anticoagulants and Antiplatelets During Acute Gastrointestinal Bleeding and the Periendoscopic Period
Abraham NS, Barkun AN, Sauer BG, Douketis J, Laine L, Noseworthy PA, Telford JJ, Leontiadis GI. American College of Gastroenterology-Canadian Association of Gastroenterology Clinical Practice Guideline: Management of Anticoagulants and Antiplatelets During Acute Gastrointestinal Bleeding and the Periendoscopic Period. Journal Of The Canadian Association Of Gastroenterology 2022, 5: 100-101. PMID: 35368325, PMCID: PMC8972207, DOI: 10.1093/jcag/gwac010.Peer-Reviewed Reviews, Practice Guidelines, Standards, and Consensus StatementsDirect oral anticoagulantsAcute gastrointestinal bleedingProthrombin complex concentrateSecondary preventionAcetylsalicylic acidGastrointestinal bleedingPCC administrationReceptor inhibitorsTemporary interruptionEndoscopy settingTarget patientsGastroenterology Clinical Practice GuidelineFresh frozen plasma administrationAdministration of idarucizumabManagement of anticoagulantsDual antiplatelet therapyAcute GI bleedingGrading of RecommendationsClinical practice guidelinesFresh frozen plasmaAcute GIASA monotherapyPeriendoscopic managementAntiplatelet therapyGI bleedingManagement of Patients on Anticoagulants and Antiplatelets During Acute Gastrointestinal Bleeding and the Peri-Endoscopic Period: A Clinical Practice Guideline Dissemination Tool
Barkun AN, Douketis J, Noseworthy PA, Laine L, Telford JJ, Abraham NS. Management of Patients on Anticoagulants and Antiplatelets During Acute Gastrointestinal Bleeding and the Peri-Endoscopic Period: A Clinical Practice Guideline Dissemination Tool. The American Journal Of Gastroenterology 2022, 117: 513-519. PMID: 35354773, DOI: 10.14309/ajg.0000000000001688.Peer-Reviewed Reviews, Practice Guidelines, Standards, and Consensus Statements
2021
Acute gastrointestinal bleeding: proposed study outcomes for new randomised controlled trials
Jensen DM, Barkun A, Cave D, Gralnek IM, Jutabha R, Laine L, Lau JYW, Saltzman JR, Soetikno R, Sung JJY. Acute gastrointestinal bleeding: proposed study outcomes for new randomised controlled trials. Alimentary Pharmacology & Therapeutics 2021, 54: 616-626. PMID: 34288017, PMCID: PMC9385213, DOI: 10.1111/apt.16483.Peer-Reviewed Reviews, Practice Guidelines, Standards, and Consensus StatementsConceptsAcute gastrointestinal bleedingGastrointestinal bleedingPrimary endpointRed blood cell transfusionRelevant outcomesHealth care resource utilisationLength of hospitalisationSerious adverse eventsTrial of patientsBlood cell transfusionPeer-reviewed fundingMeaningful primary endpointCell transfusionAcute bleedingAdverse eventsComposite outcomeSecondary outcomesFuture RCTsNew RCTsPrimary outcomeHemostatic outcomesClinical trialsCommon causeOutcome measuresGI sourceNeural network predicts need for red blood cell transfusion for patients with acute gastrointestinal bleeding admitted to the intensive care unit
Shung D, Huang J, Castro E, Tay JK, Simonov M, Laine L, Batra R, Krishnaswamy S. Neural network predicts need for red blood cell transfusion for patients with acute gastrointestinal bleeding admitted to the intensive care unit. Scientific Reports 2021, 11: 8827. PMID: 33893364, PMCID: PMC8065139, DOI: 10.1038/s41598-021-88226-3.Peer-Reviewed Original ResearchConceptsAcute gastrointestinal bleedingRed blood cell transfusionBlood cell transfusionGastrointestinal bleedingHigh-risk patientsCell transfusionRed blood cellsPatient cohortIntensive Care III (MIMIC-III) critical care databaseIntensive care unit staySevere acute gastrointestinal bleedingPacked red blood cellsBlood cellsCommon gastrointestinal causesLaboratory test featuresTime-updated dataIntensive care unitValidation patient cohortCritical care databaseLarge urban hospitalMedical Information MartInternal validation setGastrointestinal causesUnit stayCare unitEarly identification of patients with acute gastrointestinal bleeding using natural language processing and decision rules
Shung D, Tsay C, Laine L, Chang D, Li F, Thomas P, Partridge C, Simonov M, Hsiao A, Tay JK, Taylor A. Early identification of patients with acute gastrointestinal bleeding using natural language processing and decision rules. Journal Of Gastroenterology And Hepatology 2021, 36: 1590-1597. PMID: 33105045, DOI: 10.1111/jgh.15313.Peer-Reviewed Original ResearchConceptsNatural language processingElectronic health recordsLanguage processingNLP algorithmSystematized NomenclatureReal timeAcute gastrointestinal bleedingBidirectional Encoder RepresentationsDecision rulesEHR-based phenotyping algorithmsGastrointestinal bleedingRisk stratification scoresEncoder RepresentationsData elementsPhenotyping algorithmStratification scoresHealth recordsAlgorithmPhenotyping of patientsEmergency department patientsTime of presentationRisk stratification modelED reviewDeploymentExternal validation
2019
Machine Learning to Predict Outcomes in Patients with Acute Gastrointestinal Bleeding: A Systematic Review
Shung D, Simonov M, Gentry M, Au B, Laine L. Machine Learning to Predict Outcomes in Patients with Acute Gastrointestinal Bleeding: A Systematic Review. Digestive Diseases And Sciences 2019, 64: 2078-2087. PMID: 31055722, DOI: 10.1007/s10620-019-05645-z.Peer-Reviewed Original ResearchConceptsClinical risk scoreUpper gastrointestinal bleedingGastrointestinal bleedingOutcomes of mortalityRisk scoreSystematic reviewOvert gastrointestinal bleedingAcute gastrointestinal bleedingPrognosis Studies toolRisk of biasFull-text studiesCurrent risk assessment toolsRisk assessment toolHospital stayHemostatic interventionRisk stratificationInclusion criteriaPrognostic performanceHigh riskIndependent reviewersConference abstractsLower riskMedian AUCPatientsMortality