2024
ODD: A Benchmark Dataset for the Natural Language Processing Based Opioid Related Aberrant Behavior Detection.
Kwon S, Wang X, Liu W, Druhl E, Sung M, Reisman J, Li W, Kerns R, Becker W, Yu H. ODD: A Benchmark Dataset for the Natural Language Processing Based Opioid Related Aberrant Behavior Detection. Annual Meeting 2024, 2024: 4338-4359. PMID: 39224833, PMCID: PMC11368170.Peer-Reviewed Original ResearchBenchmark datasetsState-of-the-art natural language processing modelsNatural language processing modelsState-of-the-artLanguage processing modelsAberrant behaviorDetection datasetMacro-average areaBehavior detectionPrecision recall curveDiagnosed opioid dependencePerformance improvementRecall curveDatasetProcess modelExperimental resultsCentral nervous system-relatedOpioid dependenceNervous system-relatedMedication changesOpioidBenchmarksPrescription Opioid Dose Change Prior to Fatal Opioid-Detected Overdose.
Kazemitabar M, Howell B, Becker W, Lin H, Grau L, Heimer R, D'Onofrio G, Hawk K, Fiellin D, Black A. Prescription Opioid Dose Change Prior to Fatal Opioid-Detected Overdose. Journal Of Studies On Alcohol And Drugs 2024 PMID: 38775307, DOI: 10.15288/jsad.24-00026.Peer-Reviewed Original ResearchPrescribed opioidsOpioid dose changesRapid dose increaseNon-HispanicOverdose deathsToxicological resultsNon-prescription opioidsBlack non-HispanicMorphine equivalentsOpioid therapyWhite non-HispanicDose changesDaily doseMean ageDispensed opioidsPrescription opioidsPrescribing patternsOpioidDose increaseOpioid overdose crisisIncreasing dosesStudy investigated patternsEffect of timeEffects of ageSecondary analysis
2023
NIH HEAL Common Data Elements (CDE) implementation: NIH HEAL Initiative IDEA-CC
Adams M, Hurley R, Siddons A, Topaloglu U, Wandner L, Adams M, Arnsten J, Bao Y, Barry D, Becker W, Fiellin D, Fox A, Ghiroli M, Hanmer J, Horn B, Hurlocker M, Jalal H, Joseph V, Merlin J, Murray-Krezan C, Pearson M, Rogal S, Starrels J, Bachrach R, Witkiewitz K, Vasquez A. NIH HEAL Common Data Elements (CDE) implementation: NIH HEAL Initiative IDEA-CC. Pain Medicine 2023, 24: 743-749. PMID: 36799548, PMCID: PMC10321760, DOI: 10.1093/pm/pnad018.Peer-Reviewed Original ResearchConceptsClinical trialsClinical Trials NetworkCDE programsChronic painSecondary data analysisPainTrials NetworkDisease statesOpioidData standardsGeographical codingClinical researchHealing initiationData elementsNational InstituteTrialsDisordersFederal investmentInterventionStandard processDisorder researchSurveyed librariesCDELeveraging toolsNetwork alignment