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Physicians write clinical notes with abbreviations and shorthand that are difficult to decipher. Abbreviations can be clinical jargon (writing “HIT” for “heparin induced thrombocytopenia”), ambiguous terms that require expertise to disambiguate (using “MS” for “multiple sclerosis” or “mental status”), or domain-specific vernacular (“cb” for “complicated by”). Here we train machine learning models on public web data to decode such text by replacing abbreviations with their meanings. We report a single translation model that simultaneously detects and expands thousands of abbreviations in real clinical notes with accuracies ranging from 92.1%-97.1% on multiple external test datasets. The model equals or exceeds the performance of board-certified physicians (97.6% vs 88.7% total accuracy). Our results demonstrate a general method to contextually decipher abbreviations and shorthand that is built without any privacy-compromising data.

OBJECTIVE To examine the intraocular pressure-lowering efficacy and safety of travoprost 0.004% and pilocarpine 1% in Chinese patients with primary angle-closure (PAC) and primary angle-closure glaucoma (PACG) after laser iridotomy in China. PATIENTS AND METHODS Thirty patients with PAC or PACG after laser iridotomy were randomized into this double-masked, parallel-group study. Qualified patients had a mean intraocular pressure (IOP) between 21 and 35 mm Hg; inclusive at 9 AM at eligibility visit and previously undergone laser peripheral iridotomy at least 30 days before screening visit. Patients were treated with travoprost 0.004% once daily or pilocarpine 1% 4 times daily for 12 weeks after appropriate washout of glaucoma medications. Efficacy and safety evaluations were conducted at weeks 4, 8, and 12. IOP measurements were performed at 9 AM and 4 PM at baseline and week 12 visits, except at the weeks 4 and 8, when the IOP measurement was undertaken respectively at 9 AM or 4 PM only. The degree and distribution of peripheral anterior synechiae was evaluated by gonioscopy at baseline and week 12, respectively. RESULTS Both the treatment groups showed statistically significant IOP reductions from baseline, except for the results of pilocarpine group at 4 PM in week 12. Travoprost demonstrated a statistically superior IOP reduction (7.6 mm Hg) compared with pilocarpine (1.9 mm Hg; P=0.04) at 4 PM over the 12-week period. There was no difference in peripheral anterior synechiae degree and distribution in week 12 from baseline for both treatment groups. No serious adverse event was found in both the groups. CONCLUSIONS Travoprost 0.004% once daily provides effective IOP-lowering efficacy with significantly greater IOP reduction from baseline when compared with pilocarpine 1% 4 times daily at 4 PM over the 12-week period. Travoprost 0.004% once daily is safe and well tolerated in PAC or PACG patients.

A highly sensitive and selective liquid chromatography–atmospheric pressure chemical ionization tandem mass spectrometry assay was developed and validated for simultaneous determination of epimeric budesonide (BUD) and fluticasone propionate (FP) in plasma. The drugs were isolated from human plasma using C18 solid-phase extraction cartridges, and epimeric BUD was acetylated with a mixture of 12.5% acetic anhydride and 12.5% triethylamine in acetonitrile to form the 21-acetyl derivatives following the solid-phase extraction. Deuterium-labelled BUD acetate with an isotopic purity >99% was synthesized and used as the internal standard. The assay was linear over the ranges 0.05–10.0 ng/ml for epimeric BUD, and 0.02–4.0 ng/ml for FP. The inter- and intra-day relative standard deviations were

A highly sensitive and selective method has been developed for the quantification of fluticasone propionate (FP) in human plasma. The drug was isolated from human plasma using C 18 solid-phase extraction cartridges. The analysis was based on high-performance liquid chromatography/atmospheric pressure chemical ionisation mass spectrometry (HPLC/APCI/MS), using the 22R epimer of budesonide (BUD) acetate, synthesised using acetic anhydride, as internal standard. The mass spectrometer was operated in APCI mode with selected ions at tune masses of 473.2 and 501.2 m / z , corresponding to the MH + of acetylated (22R)BUD and FP, respectively. The mobile phase used was a mixture of 50% ethanol in water with a flow rate of 0.45 ml min −1 . The system was optimised by tuning the capillary and tube lens with a concentrated solution of FP. The recovery of FP from human plasma was 86.3%. Linearity of response was obtained over the concentration range 0.2–4.0 ng ml −1 . The intra-assay and inter-assay variability were 6.3 and 2.9%, respectively. The lower limit of quantification was 0.2 ng ml −1 when a solid-phase extraction preceded the HPLC/APCI/MS.

Travoprost has been widely used for the treatment of patients with open-angle glaucoma (OAG) or ocular hypertension (OH). The aim of this study was to evaluate the intraocular pressure (IOP) lowering efficacy of travoprost 0.004% monotherapy in patients previously treated with other topical hypotensive medications, and in previously untreated patients.This open-label, 12-week study in 1651 adult patients with ocular hypertension or open-angle glaucoma who were untreated or required a change in therapy (due to either inadequate efficacy or safety issues) as judged by the investigator was conducted at 6 sites in China. Previously treated patients were instructed to discontinue their prior medications at the first visit. All the patients were dosed with travoprost 0.004% once-daily at 8 p.m. in both eyes for 12 weeks. Efficacy and safety evaluations were conducted at week 4 and 12. IOP measurements were performed at the same time of day at the follow-up visits.For patients transitioned to travoprost, mean IOP reductions from baseline in untreated and treated patients with different prior medications at week 12 were: latanoprost, (4.3 +/- 4.6) mmHg; beta-blocker, (6.3 +/- 4.0) mmHg; alpha-agonist, (7.5 +/- 4.3) mmHg; topical carbonic anhydrase inhibitors, (8.0 +/- 4.9) mmHg. All mean IOP changes from baseline were statistically significant (P0.001). No treatment-related serious adverse events were reported in this study.In patients treated with other hypotensive medications or untreated, the IOP reduction with travoprost was significant. The results of this study demonstrated the potential benefit of using travoprost as a replacement therapy in order to ensure adequate IOP control. Travoprost administered once daily was safe and well tolerated in patients with glaucoma or ocular hypertension.

A highly sensitive and selective method has been developed for the simultaneous quantification of 22R- and 22S-epimers of budesonide in human plasma. The drug was isolated from human plasma using C18 solid-phase extraction cartridges and was acetylated with a mixture of 12.5% acetic anhydride and 12.5% triethylamine in acetonitrile to form the 21-acetyl derivatives. Deuterium-labelled budesonide was synthesized and determined to have an isotopic purity > 99%. This was used as the internal standard. Epimers were quantified by automated liquid chromatography-atmospheric pressure chemical ionization mass spectrometry, operating in selected ion mode at m/z 473.2 and m/z 476.2. Linear responses were observed for both epimers over the range 0.25 to 10.0 ng/ml. The average recoveries of 22R- and 22S-epimers of budesonide from human plasma were 87.4% and 87.0%, respectively. The lower limit of quantification for each epimer was 0.25 ng/ml, corresponding to 50.0 pg of analyte on column. Within- and between-day coefficients of variation were 8.6% and 4.0%, respectively.