2020
Development and Validation of a Machine Learning Individualized Treatment Rule in First-Episode Schizophrenia
Wu C, Luedtke A, Sadikova E, Tsai H, Liao S, Liu C, Gau S, VanderWeele T, Kessler R. Development and Validation of a Machine Learning Individualized Treatment Rule in First-Episode Schizophrenia. JAMA Network Open 2020, 3: e1921660. PMID: 32083693, PMCID: PMC7043195, DOI: 10.1001/jamanetworkopen.2019.21660.Peer-Reviewed Original ResearchConceptsFirst-episode schizophreniaAntipsychotic medicationPrescribed antipsychotic medicationTreatment success rateTreatment successSchizophrenic disordersFirst-episodeSuccess rateSchizophreniaProbability of treatment successTaiwan National Health Insurance Research DatabaseNational Health Insurance Research DatabaseHealth Insurance Research DatabaseEstimating treatment successValidation sampleIndividualized treatment rulesMedicationPrognostic studyPatientsInvestigated biomarkersClinical implementationDischarge diagnosisClinical observationsDemographic dataPragmatic trial
2016
Impact of universal health coverage on urban–rural inequity in psychiatric service utilisation for patients with first admission for psychosis: a 10-year nationwide population-based study in Taiwan
Chiang C, Chen P, Huang L, Kuo P, Tung Y, Liu C, Chen W. Impact of universal health coverage on urban–rural inequity in psychiatric service utilisation for patients with first admission for psychosis: a 10-year nationwide population-based study in Taiwan. BMJ Open 2016, 6: e010802. PMID: 26940114, PMCID: PMC4785302, DOI: 10.1136/bmjopen-2015-010802.Peer-Reviewed Original ResearchMeSH KeywordsAdolescentAdultAmbulatory CareDatabases, FactualFemaleHealthcare DisparitiesHumansKaplan-Meier EstimateLogistic ModelsMaleMental Health ServicesMiddle AgedNational Health ProgramsPatient AdmissionPsychotic DisordersRetrospective StudiesRural PopulationTaiwanUniversal Health InsuranceUrban PopulationYoung AdultConceptsUniversal health coverageService utilisationUrban-rural residenceUrban-rural inequalitiesHealth coverageUrban patientsEmergency departmentImplementation of universal health coverageImpacts of universal health coverageNationwide population-based studyQuality of careTaiwan National Health Insurance Research DatabaseNational Health Insurance Research DatabaseRural-dwelling patientsHealth Insurance Research DatabasePopulation-based studyUrban-rural differencesPopulation coverage ratePsychiatric outpatient servicesMedical claims recordsNationwide cohort of patientsRisk of readmissionRural patientsUrban-rural gapPsychiatric readmission