5 research outputs found

    Improving quality of care and outcome at very preterm birth: the Preterm Birth research programme, including the Cord pilot RCT

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    BACKGROUND:Being born very premature (i.e. before 32 weeksā€™ gestation) has an impact on survival and quality of life. Improving care at birth may improve outcomes and parentsā€™ experiences. OBJECTIVES:To improve the quality of care and outcomes following very preterm birth. DESIGN:We used mixed methods, including a James Lind Alliance prioritisation, a systematic review, a framework synthesis, a comparative review, qualitative studies, development of a questionnaire tool and a medical device (a neonatal resuscitation trolley), a survey of practice, a randomised trial and a protocol for a prospective meta-analysis using individual participant data. SETTING:For the prioritisation, this included people affected by preterm birth and health-care practitioners in the UK relevant to preterm birth. The qualitative work on preterm birth and the development of the questionnaire involved parents of infants born at three maternity hospitals in southern England. The medical device was developed at Liverpool Womenā€™s Hospital. The survey of practice involved UK neonatal units. The randomised trial was conducted at eight UK tertiary maternity hospitals. PARTICIPANTS:For prioritisation, 26 organisations and 386 individuals; for the interviews and questionnaire tool, 32 mothers and seven fathers who had a baby born before 32 weeksā€™ gestation for interviews evaluating the trolley, 30 people who had experienced it being used at the birth of their baby (19 mothers, 10 partners and 1 grandmother) and 20 clinicians who were present when it was being used; for the trial, 261 women expected to have a live birth before 32 weeksā€™ gestation, and their 276 babies. INTERVENTIONS:Providing neonatal care at very preterm birth beside the mother, and with the umbilical cord intact; timing of cord clamping at very preterm birth. MAIN OUTCOME MEASURES:Research priorities for preterm birth; feasibility and acceptability of the trolley; feasibility of a randomised trial, death and intraventricular haemorrhage. REVIEW METHODS:Systematic review of Cochrane reviews (umbrella review); framework synthesis of ethics aspects of consent, with conceptual framework to inform selection criteria for empirical and analytical studies. The comparative review included studies using a questionnaire to assess satisfaction with care during childbirth, and provided psychometric information. RESULTS:Our prioritisation identified 104 research topics for preterm birth, with the top 30 ranked. An ethnographic analysis of decision-making during this process suggested ways that it might be improved. Qualitative interviews with parents about their experiences of very preterm birth identified two differences with term births: the importance of the staff appearing calm and of staff taking control. Following a comparative review, this led to the development of a questionnaire to assess parentsā€™ views of care during very preterm birth. A systematic overview summarised evidence for delivery room neonatal care and revealed significant evidence gaps. The framework synthesis explored ethics issues in consent for trials involving sick or preterm infants, concluding that no existing process is ideal and identifying three important gaps. This led to the development of a two-stage consent pathway (oral assent followed by written consent), subsequently evaluated in our randomised trial. Our survey of practice for care at the time of birth showed variation in approaches to cord clamping, and that no hospitals were providing neonatal care with the cord intact. We showed that neonatal care could be provided beside the mother using either the mobile neonatal resuscitation trolley we developed or existing equipment. Qualitative interviews suggested that neonatal care beside the mother is valued by parents and acceptable to clinicians. Our pilot randomised trial compared cord clamping after 2 minutes and initial neonatal care, if needed, with the cord intact, with clamping within 20 seconds and initial neonatal care after clamping. This study demonstrated feasibility of a large UK randomised trial. Of 135 infants allocated to cord clamping ā‰„ā€‰2 minutes, 7 (5.2%) died and, of 135 allocated to cord clamping ā‰¤ā€‰20 seconds, 15 (11.1%) died (risk difference ā€“5.9%, 95% confidence interval ā€“12.4% to 0.6%). Of live births, 43 out of 134 (32%) allocated to cord clamping ā‰„ā€‰2 minutes had intraventricular haemorrhage compared with 47 out of 132 (36%) allocated to cord clamping ā‰¤ā€‰20 seconds (risk difference ā€“3.5%, 95% CI ā€“14.9% to 7.8%). LIMITATIONS:Small sample for the qualitative interviews about preterm birth, single-centre evaluation of neonatal care beside the mother, and a pilot trial. CONCLUSIONS:Our programme of research has improved understanding of parent experiences of very preterm birth, and informed clinical guidelines and the research agenda. Our two-stage consent pathway is recommended for intrapartum clinical research trials. Our pilot trial will contribute to the individual participant data meta-analysis, results of which will guide design of future trials. FUTURE WORK:Research in preterm birth should take account of the top priorities. Further evaluation of neonatal care beside the mother is merited, and future trial of alternative policies for management of cord clamping should take account of the meta-analysis. STUDY REGISTRATION:This study is registered as PROSPERO CRD42012003038 and CRD42013004405. In addition, Current Controlled Trials ISRCTN21456601. FUNDING:This project was funded by the National Institute for Health Research (NIHR) Programme Grants for Applied Research programme and will be published in full in Programme Grants for Applied Research; Vol. 7, No. 8. See the NIHR Journals Library website for further project information

    Automatic Gender Identiļ¬cation in Speech Recognition by Genetic Algorithm

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    Automatic gender classiļ¬cation is a system to classify the gender using speech signal developed for speech encoding, analysis, synthesis and gender identiļ¬cation. Generally generation of gender recognition system can be broadly in two levels namely front-end system and back-end system. The function of the front-end system is to represent by a set of vectors called feature such as pitch, short time energy (STE), energy entropy (EE), zero crossing rate (ZCR). The back-end system is also referred to classiļ¬er, and it includes to develop a gender model to recognize the gender from speech signal. In our existing system uses fuzzy logic and neural network approach does not produced the exact required result for gender classiļ¬cation due to complexity of training network. To overcome this problem various evolutionary algorithms like Genetic Algorithm (GA) is applied in gender classiļ¬cation. This work here applies GA to select the features that are responsible for gender identiļ¬cation. The implementation result shows the performance of the proposed method in gender identiļ¬cation
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