Nondestructive Detection of Codling Moth Infestation in Apples Using Pixel-Based NIR Hyperspectral Imaging with Machine Learning and Feature Selection

Codling moth (CM) (Cydia pomonella L.), a devastating pest, creates a serious issue for apple production and marketing in apple-producing countries. Therefore, effective nondestructive early detection of external and internal defects in CM-infested apples could remarkably prevent postharvest losses and improve the quality of the final product. In this study, near-infrared (NIR) hyperspectral reflectance imaging in the wavelength range of 900–1700 nm was applied to detect CM infestation at the pixel level for three organic apple cultivars, namely Gala, Fuji and Granny Smith. An effective region of interest (ROI) acquisition procedure along with different machine learning and data processing methods were used to build robust and high accuracy classification models. Optimal wavelength selection was implemented using sequential stepwise selection methods to build multispectral imaging models for fast and effective classification purposes. The results showed that the infested and healthy samples were classified at pixel level with up to 97.4% total accuracy for validation dataset using a gradient tree boosting (GTB) ensemble classifier, among others. The feature selection algorithm obtained a maximum accuracy of 91.6% with only 22 selected wavelengths. These findings indicate the high potential of NIR hyperspectral imaging (HSI) in detecting and classifying latent CM infestation in apples of different cultivars

Victimización (Bullying) según enfoque de género en adolescentes escolares de Huamanga y Sicuani

Introduction. School victimization is a current problem in Peru. Gender approach in analysis allows the adaptation of differentiated intervention strategies. Objective. To determine the risk factors for victimization according to gender approach in school adolescents from cities of Huamanga and Sicuani. Design. Analytical cross-sectional observational. Participants. 1160 students from first to fifth grade from two schools (private and public) in Huamanga and Sicuani. Intervention. Validated survey to identify victims of bullying. Analysis. Desciptive, chi-square, OR (95% CI) and multivariate logistic regression analysis. The SPSS vs. 15 program was used. Main outcome measures. Percentage and risk factors for school victimization. Results. 37.3% of students were found victims. In male gender, “has witnessed a violent act” 1.72 (1.122 - 2.636); in female gender “to live with one of parent” 1.682 (1.072 - 2.641); “live in Huamanga” 1.767 (1.119 - 2.790); and in both genders “having a physical defect” and “parents react with violence when they misbehave” were the most important risk factors. The most reported forms of victimization in both genders were “they gave you nicknames” and “you have been discriminated against”. Direct forms such as “they called you homosexual” and “you have been beaten” prevailed in men, and indirect forms in women. Conclusions. The school victimization is an important problem.  In female gender is related to individual and family characteristics and in male gender to school safety. The direct forms of victimization are related to male gender.Introducción. La victimización escolar es un problema vigente en el Perú. El enfoque de género en el análisis de sus características permitirá adaptar estrategias de intervención diferenciadas. Objetivo. Determinar los factores de riesgo de victimización según enfoque de género en adolescentes escolares de las ciudades de Huamanga y Sicuani. Diseño. Estudio observacional transversal analítico. Participantes. 1160 alumnos de primero a quinto de secundaria de dos colegios (privado y público) en Huamanga y Sicuani. Intervención. Encuesta validada para identificar víctimas de bullying. Análisis. Descriptivo, chi-cuadrado, OR (IC95%) y análisis multivariado de regresión logística. Se utilizó SPSS v. 15. Principales medidas de resultados. Porcentaje y factores de riesgo de victimización escolar. Resultados. El 37,3% de estudiantes fueron victimizados. En varones, “ha presenciado algún acto violento” 1,72 (1,122 – 2,636); en mujeres “vivir con uno de los padres” 1,682 (1,072 – 2,641); en “Huamanga” 1,767 (1,119 – 2,790); en ambos sexos “tener algún defecto físico” y “padres reaccionan con violencia cuando se portan mal” fueron los factores de riesgo más importantes. Formas de victimización más reportadas en ambos sexos fueron “te pusieron apodos” y “has sido discriminado”. Predominó en varones, las formas directas como “te llamaron homosexual” y “has sido golpeado”; y en mujeres las indirectas. Conclusiones. La victimización escolar es problema importante. En mujeres estuvo asociada con características individuales y familiares; y en varones con la seguridad escolar. Las formas directas de victimización se relacionaron con varones

Sequence, Structure, and Expression of Opsins in the Monochromatic Stomatopod <i>Squilla empusa</i>

Most stomatopod crustaceans have complex retinas in their compound eyes, with up to 16 spectral types of photoreceptors, but members of the superfamily Squilloidea have much simpler retinas, thought to contain a single photoreceptor spectral class. In the Atlantic stomatopod Squilla empusa, microspectrophotometry shows that all photoreceptors absorb light maximally at 517 nm, indicating that a single visual pigment is present in all photoreceptors in the retina. However, six distinct, but partial, long wavelength sensitive (LWS) opsin transcripts, which encode the protein component of the visual pigment, have been previously isolated through RT-PCR. In order to investigate the spectral and functional differences among S. empusa's opsins, we used RT-PCR to complete the 3' end of sequences for five of the six expressed opsins. The extended sequences spanned from the first transmembrane (TM1) helix to the 3' end of the coding region. Using homology-based modeling, we predicted the three-dimensional structure of the amino acid translation of the S. empusa opsins. Based on these analyses, S. empusa LWS opsins share a high sequence identity in TM regions and in amino acids within 15 Å of the chromophore-binding lysine on TM helix 7 (TM7), suggesting that these opsins produce spectrally similar visual pigments in agreement with previous results. However, we propose that these spectrally similar opsins differ functionally, as there are non-conservative amino acid substitutions found in intracellular loop 2 (ICL2) and TM5/ICL3, which are critical regions for G-protein binding, and substitutions in extracellular regions suggest different chromophore attachment affinities. In situ hybridization of two of the opsins (Se5 and Se6) revealed strong co-expression in all photoreceptors in both midband and peripheral regions of the retina as well as in selected ocular and cerebral ganglion neuropils. These data suggest the expression of multiple opsins-likely spectrally identical, but functionally different-in multiple types of neuronal cells in S. empusa. This suggests that the multiple opsins characteristic of other stomatopod species may have similar functional specialization

The scientific and societal uses of global measurements of subsurface velocity

© The Author(s), 2019. This article is distributed under the terms of the Creative Commons Attribution License. The definitive version was published in Szuts, Z. B., Bower, A. S., Donohue, K. A., Girton, J. B., Hummon, J. M., Katsumata, K., Lumpkin, R., Ortner, P. B., Phillips, H. E., Rossby, H. T., Shay, L. K., Sun, C., & Todd, R. E. The scientific and societal uses of global measurements of subsurface velocity. Frontiers in Marine Science, 6, (2019): 358, doi:10.3389/fmars.2019.00358.Ocean velocity defines ocean circulation, yet the available observations of subsurface velocity are under-utilized by society. The first step to address these concerns is to improve visibility of and access to existing measurements, which include acoustic sampling from ships, subsurface float drifts, and measurements from autonomous vehicles. While multiple programs provide data publicly, the present difficulty in finding, understanding, and using these data hinder broader use by managers, the public, and other scientists. Creating links from centralized national archives to project specific websites is an easy but important way to improve data discoverability and access. A further step is to archive data in centralized databases, which increases usage by providing a common framework for disparate measurements. This requires consistent data standards and processing protocols for all types of velocity measurements. Central dissemination will also simplify the creation of derived products tailored to end user goals. Eventually, this common framework will aid managers and scientists in identifying regions that need more sampling and in identifying methods to fulfill those demands. Existing technologies are capable of improving spatial and temporal sampling, such as using ships of opportunity or from autonomous platforms like gliders, profiling floats, or Lagrangian floats. Future technological advances are needed to fill sampling gaps and increase data coverage.This work was supported by the National Science Foundation, United States, Grant Numbers 1356383 to ZBS, OCE 1756361 to ASB at the Woods Hole Oceanographic Institution, and 1536851 to KAD and HTR; the National Oceanographic and Atmospheric Administration, United States, Ocean Observations and Monitoring Division and Atlantic Oceanographic and Meteorological Laboratory to RL; Royal Caribbean Cruise Ltd., to PBO; the Australian Government Department of the Environment and Energy National Environmental Science Programme and Australian Research Council Centre of Excellence for Climate Extremes to HEP; and the Gulf of Mexico Research Initiative Grant V-487 to LS

Ten-year mortality, disease progression, and treatment-related side effects in men with localised prostate cancer from the ProtecT randomised controlled trial according to treatment received

Background The ProtecT trial reported intention-to-treat analysis of men with localised prostate cancer randomly allocated to active monitoring (AM), radical prostatectomy, and external beam radiotherapy. Objective To report outcomes according to treatment received in men in randomised and treatment choice cohorts. Design, setting, and participants This study focuses on secondary care. Men with clinically localised prostate cancer at one of nine UK centres were invited to participate in the treatment trial comparing AM, radical prostatectomy, and radiotherapy. Intervention Two cohorts included 1643 men who agreed to be randomised and 997 who declined randomisation and chose treatment. Outcome measurements and statistical analysis Analysis was carried out to assess mortality, metastasis and progression and health-related quality of life impacts on urinary, bowel, and sexual function using patient-reported outcome measures. Analysis was based on comparisons between groups defined by treatment received for both randomised and treatment choice cohorts in turn, with pooled estimates of intervention effect obtained using meta-analysis. Differences were estimated with adjustment for known prognostic factors using propensity scores. Results and limitations According to treatment received, more men receiving AM died of PCa (AM 1.85%, surgery 0.67%, radiotherapy 0.73%), whilst this difference remained consistent with chance in the randomised cohort (p = 0.08); stronger evidence was found in the exploratory analyses (randomised plus choice cohort) when AM was compared with the combined radical treatment group (p = 0.003). There was also strong evidence that metastasis (AM 5.6%, surgery 2.4%, radiotherapy 2.7%) and disease progression (AM 20.35%, surgery 5.87%, radiotherapy 6.62%) were more common in the AM group. Compared with AM, there were higher risks of sexual dysfunction (95% at 6 mo) and urinary incontinence (55% at 6 mo) after surgery, and of sexual dysfunction (88% at 6 mo) and bowel dysfunction (5% at 6 mo) after radiotherapy. The key limitations are the potential for bias when comparing groups defined by treatment received and changes in the protocol for AM during the lengthy follow-up required in trials of screen-detected PCa. Conclusions Analyses according to treatment received showed increased rates of disease-related events and lower rates of patient-reported harms in men managed by AM compared with men managed by radical treatment, and stronger evidence of greater PCa mortality in the AM group. Patient summary More than 95 out of every 100 men with low or intermediate risk localised prostate cancer do not die of prostate cancer within 10 yr, irrespective of whether treatment is by means of monitoring, surgery, or radiotherapy. Side effects on sexual and bladder function are better after active monitoring, but the risks of spreading of prostate cancer are more common

Functional and quality of life outcomes of localised prostate cancer treatments (prostate testing for cancer and treatment [ProtecT] study)

Objective To investigate the functional and quality of life (QoL) outcomes of treatments for localised prostate cancer and inform treatment decision-making. Patients and Methods Men aged 50–69 years diagnosed with localised prostate cancer by prostate-specific antigen testing and biopsies at nine UK centres in the Prostate Testing for Cancer and Treatment (ProtecT) trial were randomised to, or chose one of, three treatments. Of 2565 participants, 1135 men received active monitoring (AM), 750 a radical prostatectomy (RP), 603 external-beam radiotherapy (EBRT) with concurrent androgen-deprivation therapy (ADT) and 77 low-dose-rate brachytherapy (BT, not a randomised treatment). Patient-reported outcome measures (PROMs) completed annually for 6 years were analysed by initial treatment and censored for subsequent treatments. Mixed effects models were adjusted for baseline characteristics using propensity scores. Results Treatment-received analyses revealed different impacts of treatments over 6 years. Men remaining on AM experienced gradual declines in sexual and urinary function with age (e.g., increases in erectile dysfunction from 35% of men at baseline to 53% at 6 years and nocturia similarly from 20% to 38%). Radical treatment impacts were immediate and continued over 6 years. After RP, 95% of men reported erectile dysfunction persisting for 85% at 6 years, and after EBRT this was reported by 69% and 74%, respectively (P < 0.001 compared with AM). After RP, 36% of men reported urinary leakage requiring at least 1 pad/day, persisting for 20% at 6 years, compared with no change in men receiving EBRT or AM (P < 0.001). Worse bowel function and bother (e.g., bloody stools 6% at 6 years and faecal incontinence 10%) was experienced by men after EBRT than after RP or AM (P < 0.001) with lesser effects after BT. No treatment affected mental or physical QoL. Conclusion Treatment decision-making for localised prostate cancer can be informed by these 6-year functional and QoL outcomes

Correction to: Cluster identification, selection, and description in Cluster randomized crossover trials: the PREP-IT trials

An amendment to this paper has been published and can be accessed via the original article