Reflectance spectroscopy with operator difference for determination of behenic acid in edible vegetable oils by using convolutional neural network and polynomial correction.

A novel polynomial correction method, order-adaptive polynomial correction (OAPC), was proposed to correct reflectance spectra with operator differences, and convolutional neural network (CNN) was used to develop analysis model to predict behenic acid in edible oils. With application of OAPC, CNN performed well with coefficient of determination of correction (R2cor) of 0.8843 and root mean square error of correction (RMSEcor) of 0.1182, outperforming partial least squares regression, support vector regression and random forest with OAPC, as well as the cases without OAPC. Based on 16 effective wavelengths selected by combination of bootstrapping soft shrinkage, random frog and Pearson's correlation, CNN and OAPC exhibited excellent performance with R2cor of 0.9560 and RMSEcor of 0.0730. Meanwhile, only 5% correction samples were selected by Kennard-Stone for OAPC. Overall, the proposed method could alleviate the impact of operator differences on spectral analysis, thereby providing potential to correct differences from measurement instruments or environments.

[Application of low tension Roux-y sigmoid neobladder in urine diversion].

OBJECTIVE: To assess the therapeutic effects of low tension, anti-reflux Roux-y sigmoid neobladder. METHODS: A total of 21 patients (7 male and 14 female) were included, aged 43-87 years. All cases received radical cystectomy and low tension Roux-y sigmoid neobladder procedure for invasive bladder cancer were included in this study. The period of follow-up was from 8 to 79 months (the average was 36 months). Evaluations included urinary flow rate, post voiding residual and filling cystometry. RESULTS: The mean maximum urinary flow rate, the voiding time and the post voiding residual were 28.1 ml/s (21.4-38.4 ml/s), 17 s(9-28 s) and 0 ml respectively. The cystometric capacity was 480 m1 (350-560 ml). The volume of desire to void was 330 ml (120-410 ml). The bladder pressure was from 14.2 to 18.6 cm H2O (the average bladder pressure was 16.4 cm H2O) at high filling volumes. The maximum voiding pressure was 45.0 cm H2O (23.6-63.4 cm H2O). CONCLUSIONS: The Roux-y sigmoid neobladder has an adequate capacity at low pressure with a satisfactory continence, and it is an effective method for continent urinary diversion.