Classifying clinical notes with pain assessment using machine learning
Fodeh SJ, Finch D, Bouayad L, Luther SL, Ling H, Kerns RD, Brandt C. Classifying clinical notes with pain assessment using machine learning. Medical & Biological Engineering & Computing 2017, 56: 1285-1292. PMID: 29280092, PMCID: PMC6014866, DOI: 10.1007/s11517-017-1772-1.Peer-Reviewed Original ResearchConceptsPain care qualityPain assessmentClinical notesChronic painMusculoskeletal diagnosesSignificant public health problemCharacteristics of patientsIntensity of painType of painPublic health problemPain sitesPain complaintsPatient reportsPainPatientsHealth problemsCare qualityFiscal year 2011Health recordsMillions of peopleComplete dataClinical applicationDiagnosisDemographic variablesWide spectrumDrug Counselor Responses to Patients’ Pain Reports: A Qualitative Investigation of Barriers and Facilitators to Treating Patients with Chronic Pain in Methadone Maintenance Treatment
Beitel M, Oberleitner L, Kahn M, Kerns RD, Liong C, Madden LM, Ginn J, Barry DT. Drug Counselor Responses to Patients’ Pain Reports: A Qualitative Investigation of Barriers and Facilitators to Treating Patients with Chronic Pain in Methadone Maintenance Treatment. Pain Medicine 2017, 18: 2152-2161. PMID: 28177509, DOI: 10.1093/pm/pnw327.Peer-Reviewed Original ResearchConceptsOpioid use disorderMethadone maintenance treatmentChronic painDrug counselorsMaintenance treatmentTreatment needsUse disordersMedical providersCo-occurring chronic painMethadone maintenance treatment programPain management referralsChronic noncancer painPatient-related barriersMethadone-maintained patientsTreatment of patientsMaintenance treatment programPatients' treatment needsNoncancer painMedication regimensPain managementManagement referralsTreatment adherencePatient improvementPatient reportsPain