2023
Achieving Value by Risk Stratification With Machine Learning Model or Clinical Risk Score in Acute Upper Gastrointestinal Bleeding: A Cost Minimization Analysis
Shung D, Lin J, Laine L. Achieving Value by Risk Stratification With Machine Learning Model or Clinical Risk Score in Acute Upper Gastrointestinal Bleeding: A Cost Minimization Analysis. The American Journal Of Gastroenterology 2023, 119: 371-373. PMID: 37753930, PMCID: PMC10872988, DOI: 10.14309/ajg.0000000000002520.Peer-Reviewed Original ResearchUpper gastrointestinal bleedingCost-minimization analysisGastrointestinal bleedingUsual careTriage strategiesAcute upper gastrointestinal bleedingClinical risk scoreLow-risk patientsHealthcare payer perspectiveMinimization analysisRisk assessment toolRisk stratificationEmergency departmentPayer perspectiveRisk scoreBleedingAssessment toolCareRisk assessment modelMachine-learning strategiesPatientsCumulative savings
2021
ACG Clinical Guideline: Upper Gastrointestinal and Ulcer Bleeding
Laine L, Barkun AN, Saltzman JR, Martel M, Leontiadis GI. ACG Clinical Guideline: Upper Gastrointestinal and Ulcer Bleeding. The American Journal Of Gastroenterology 2021, 116: 899-917. PMID: 33929377, DOI: 10.14309/ajg.0000000000001245.Peer-Reviewed Reviews, Practice Guidelines, Standards, and Consensus StatementsConceptsUpper gastrointestinal bleedingEndoscopic therapyGastrointestinal bleedingHigh-dose proton pump inhibitor therapyOvert upper gastrointestinal bleedingOral proton pump inhibitorsProton pump inhibitor therapyRed blood cell transfusionAbsolute ethanol injectionWeeks of therapyBlood cell transfusionLow-quality evidenceLow-risk patientsManagement of patientsProton pump inhibitorsArgon plasma coagulationActive spurtingErythromycin infusionTC-325Cell transfusionRecurrent bleedingRecurrent ulcersUlcer bleedingEndoscopic hemostasisGRADE approach
2019
Validation of a Machine Learning Model That Outperforms Clinical Risk Scoring Systems for Upper Gastrointestinal Bleeding
Shung DL, Au B, Taylor RA, Tay JK, Laursen SB, Stanley AJ, Dalton HR, Ngu J, Schultz M, Laine L. Validation of a Machine Learning Model That Outperforms Clinical Risk Scoring Systems for Upper Gastrointestinal Bleeding. Gastroenterology 2019, 158: 160-167. PMID: 31562847, PMCID: PMC7004228, DOI: 10.1053/j.gastro.2019.09.009.Peer-Reviewed Original ResearchConceptsUpper gastrointestinal bleedingHospital-based interventionsComposite endpointScoring systemRockall scoreGastrointestinal bleedingClinical riskConsecutive unselected patientsLow-risk patientsClinical scoring systemRisk-scoring systemExternal validation cohortCharacteristic curve analysisInternal validation setOutpatient managementUnselected patientsValidation cohortEmergency departmentMedical CenterGreater AUCPatientsAbstractTextCurve analysisEndpointAUC
2002
Stratifying the risk of NSAID-related upper gastrointestinal clinical events: Results of a double-blind outcomes study in patients with rheumatoid arthritis
Laine L, Bombardier C, Hawkey CJ, Davis B, Shapiro D, Brett C, Reicin A. Stratifying the risk of NSAID-related upper gastrointestinal clinical events: Results of a double-blind outcomes study in patients with rheumatoid arthritis. Gastroenterology 2002, 123: 1006-1012. PMID: 12360461, DOI: 10.1053/gast.2002.36013.Peer-Reviewed Original ResearchConceptsUpper GI eventsClinical upper GI eventsSelective cyclooxygenase-2 inhibitorHigh-risk patientsGI eventsRisk factorsCyclooxygenase-2 inhibitorClinical characteristicsRheumatoid arthritisClinical eventsNonsteroidal anti-inflammatory drugsClinical GI eventsRisk of NSAIDUpper GI complicationsLow-risk patientsSevere rheumatoid arthritisPatients' clinical characteristicsRheumatoid arthritis patientsAbsolute risk reductionLow-risk subgroupsAnti-inflammatory drugsIndividual risk factorsRisk of eventsGI complicationsNonselective NSAIDs