A Transfer Learning End-to-End ArabicText-To-Speech (TTS) Deep Architecture

Speech synthesis is the artificial production of human speech. A typical text-to-speech system converts a language text into a waveform. There exist many English TTS systems that produce mature, natural, and human-like speech synthesizers. In contrast, other languages, including Arabic, have not been considered until recently. Existing Arabic speech synthesis solutions are slow, of low quality, and the naturalness of synthesized speech is inferior to the English synthesizers. They also lack essential speech key factors such as intonation, stress, and rhythm. Different works were proposed to solve those issues, including the use of concatenative methods such as unit selection or parametric methods. However, they required a lot of laborious work and domain expertise. Another reason for such poor performance of Arabic speech synthesizers is the lack of speech corpora, unlike English that has many publicly available corpora and audiobooks. This work describes how to generate high quality, natural, and human-like Arabic speech using an end-to-end neural deep network architecture. This work uses just $\langle$ text, audio $\rangle$ pairs with a relatively small amount of recorded audio samples with a total of 2.41 hours. It illustrates how to use English character embedding despite using diacritic Arabic characters as input and how to preprocess these audio samples to achieve the best results

Impact of opioid-free analgesia on pain severity and patient satisfaction after discharge from surgery: multispecialty, prospective cohort study in 25 countries

Background: Balancing opioid stewardship and the need for adequate analgesia following discharge after surgery is challenging. This study aimed to compare the outcomes for patients discharged with opioid versus opioid-free analgesia after common surgical procedures.Methods: This international, multicentre, prospective cohort study collected data from patients undergoing common acute and elective general surgical, urological, gynaecological, and orthopaedic procedures. The primary outcomes were patient-reported time in severe pain measured on a numerical analogue scale from 0 to 100% and patient-reported satisfaction with pain relief during the first week following discharge. Data were collected by in-hospital chart review and patient telephone interview 1 week after discharge.Results: The study recruited 4273 patients from 144 centres in 25 countries; 1311 patients (30.7%) were prescribed opioid analgesia at discharge. Patients reported being in severe pain for 10 (i.q.r. 1-30)% of the first week after discharge and rated satisfaction with analgesia as 90 (i.q.r. 80-100) of 100. After adjustment for confounders, opioid analgesia on discharge was independently associated with increased pain severity (risk ratio 1.52, 95% c.i. 1.31 to 1.76; P < 0.001) and re-presentation to healthcare providers owing to side-effects of medication (OR 2.38, 95% c.i. 1.36 to 4.17; P = 0.004), but not with satisfaction with analgesia (beta coefficient 0.92, 95% c.i. -1.52 to 3.36; P = 0.468) compared with opioid-free analgesia. Although opioid prescribing varied greatly between high-income and low- and middle-income countries, patient-reported outcomes did not.Conclusion: Opioid analgesia prescription on surgical discharge is associated with a higher risk of re-presentation owing to side-effects of medication and increased patient-reported pain, but not with changes in patient-reported satisfaction. Opioid-free discharge analgesia should be adopted routinely

The effect of combined ultrasound-guided transverse thoracic muscle plane block and rectus sheath plane block on the peri-operative consumption of opioids in open heart surgeries with median sternotomy

ABSTRACTBackground Patients undergoing heart surgery with a midline sternotomy typically get intravenous opioids as their primary form of post-operative pain management. Due to its possible drawbacks, regional neuraxial anesthesia is still controversial. There have been reports on the impact of rectus sheath plane (RSP) block in conjunction with ultrasound-guided transverse thoracic muscle plane (TTP) block on postoperative pain following sternotomy.Aim Of The Study The efficiency of combining TTP and RSP blocks in lowering the targeted patients’ perioperative requirement for opioids, minimizing opioid adverse effects, and attaining a potential Fast-Tract Extubation.Patients And Methods 50 patients undergoing open cardiac surgery via median sternotomy were randomly assigned to one of two groups in this randomized, prospective, comparative trial. Group (B) got combined ultrasound-guided TTP and RSP blocks, while Group (S) received saline in the same planes before to the incision.Results There was no significant difference between the groups for the demographic information, postoperative opioid consumption, or VAS pain scores, however there was a very significant difference between the groups for intraoperative opioid intake and time to extubation.Conclusion Combining TTP and RSP blocks has improved fast-track extubation, decreased hemodynamic changes in response to surgical stress, and decreased intraoperative opioid usage. The blocks directed by routine pain score evaluation did not, however, have a significant impact on postoperative opioid use