Evaluating human-in-the-loop strategies for artificial intelligence-enabled translation of patient discharge instructions: a multidisciplinary analysis
Brewster, Ryan Cl; Tse, Gabe; Fan, Angela L; Elborki, Marwa; Newell, Maiah; Gonzalez, Priscilla; Hoq, Amitra; Chang, Crystal; Chowdhury, Maksud; Geeti, Adiba; Hana, Marlin; Hassan, Hoda; Ibrahim, Osama; Keseyan, Lucine; Li, Qing; Mamoon, Md; Nageye, Maymona; Ohannessian, Arthur; Eisenberg, Ilan Rozen; Sallam, Mohammad; Soto, Giordano Sosa; Su, Christina; Tachdjian, Raffi; Ray, Mondira; Lev, Hannah; Hron, Jonathan D; Shaar, Nate; Kuzma, Nicholas; Khan, Alisa
Machine translation supported by artificial intelligence (AI) may enhance linguistically-concordant care for patients speaking languages other than English. This assessment of free-text inpatient discharge instructions in Arabic, Armenian, Bengali, simplified Chinese, Somali, and Spanish compared linguist, clinician, and family caregiver evaluations of translations generated by (1) ChatGPT-4o, (2) professional linguists, and (3) human-in-the-loop (AI-generated, professional linguist post-edited). Likert scales (1-5; higher is better) evaluated linguistic and clinical characteristics of each translation. ChatGPT-4o exhibited variable performance relative to professional translations, with poorest ratings for digitally underrepresented languages (Armenian and Somali). Conversely, human-in-the-loop translations achieved comparable, often better, outcomes to professional translations for all languages, (e.g., Armenian mean overall quality: 3.9 [95% CI 3.7-4.2] vs. professional 3.6 [3.4-3.9], p = 0.01), were most frequently preferred (46.5% vs. 28.4%) and had shorter mean translation time (7.1 [5.4-8.8] vs. 16.8 [13.7-19.9] min, p < 0.001). Human-in-the-loop strategies may enable safe, efficient, equitable machine translation application in clinical practice.
PMCID:12552660
PMID: 41136708
ISSN: 2398-6352
CID: 5957552
Trends in Prevalence and Outcomes of Cannabis Use Among Chronic Obstructive Pulmonary Disease Hospitalizations: A Nationwide Population-Based Study 2005-2014
Gunasekaran, Kulothungan; Voruganti, Dinesh C; Singh Rahi, Mandeep; Elango, Kalaimani; Ramalingam, Sathishkumar; Geeti, Adiba; Kwon, Jeff
PMCID:8380787
PMID: 33998884
ISSN: 2378-8763
CID: 5770302
Can Transcutaneous CO2 Tension Be Used to Calculate Ventilatory Dead Space? A Pilot Study
Lakshminarayana, Pradeep H; Geeti, Adiba A; Darr, Umer M; Kaufman, David A
Dead space fraction (V d/V t) measurement performed using volumetric capnography requires arterial blood gas (ABG) sampling to estimate the partial pressure of carbon dioxide (PaCO2). In recent years, transcutaneous capnography (PtcCO2) has emerged as a noninvasive method of estimating PaCO2. We hypothesized that PtcCO2 can be used as a substitute for PaCO2 in the calculation of V d/V t. In this prospective pilot comparison study, 30 consecutive postcardiac surgery mechanically ventilated patients had V d/V t calculated separately using volumetric capnography by substituting PtcCO2 for PaCO2. The mean V d/V t calculated using PaCO2 and PtcCO2 was 0.48 +/- 0.09 and 0.53 +/- 0.08, respectively, with a strong positive correlation between the two methods of calculation (Pearson's correlation = 0.87, p < 0.05). Bland-Altman analysis showed a mean difference of -0.05 (95% CI: -0.01 to -0.09) between the two methods. PtcCO2 measurements can provide a noninvasive means to measure V d/V t, thus accessing important physiologic information and prognostic assessment in patients receiving mechanical ventilation.
PMCID:5027368
PMID: 27688911
ISSN: 2090-1305
CID: 2531032
Comparison of Mixed Oxidants to Ozone for Disinfection and Reduction of Health Risks from Recalcitrant Compounds
Holland,Jennifer; Hattier,Linda; Reimers,Robert S.; Englande,Andrew J.; Hu,Chih-Yang; Geeti,Adiba
Mixed oxidants generated by the Purizer Process were compared to ozone for the treatment of wastewater effluent for water reuse.Oxidation of methyl...
ORIGINAL:0017521
CID: 5774662
Innovative Approach for Aerosol and Odor Control at POTWs
Austin,Gordon C.; Dyson,Brian; Geeti,Adiba A.; Chaisa-At,Nittaya; Reimers,Robert S.; Bradford,Henry B.
This study was performed to sample for odors in the West Bank Sewage Treatment Plant (WBSTP), operated by the Sewerage and Water Board of New Orleans...
ORIGINAL:0017522
CID: 5774672
THE EFFICACY OF MIXED OXIDANTS TO DISINFECT AND POLISH PORTABLE AND WASTEWATER SYSTEMS
Holland,Jennifer E.; Reimers,Robert S.; Englande,Andrew J.; Geeti,Adiba; Liu,Aiguo
The efficacy of mixed oxidants was compared to ozone for the destruction of MTBE in DI water. Mixed oxidants are generated by the Purizer process, in...
ORIGINAL:0017523
CID: 5774682