Machine learning (ML) can distinguish cases with psychotic disorder from healthy controls based on magnetic resonance imaging (MRI) data, but it is not yet clear which MRI metrics are the most informative for case-control ML, or how ML algorithms relate to the underlying biology. We analyzed multimodal MRI data from 2 independent case-control studies of psychotic disorders (cases, n= 65, 28; controls, n= 59, 80) and compared ML accuracy across 5 selected MRI metrics from 3 modalities. Cortical thickness, mean diffusivity, and fractional anisotropy were estimated at each of 308 cortical regions, as well as functional and structural connectivity between each pair of regions. Functional connectivity data were also used to classify nonpsychotic siblings of cases (n= 64) and to distinguish cases from controls in a third independent study (cases, n= 67; controls, n= 81). In both principal studies, the most informative metric was functional MRI connectivity The areas under the receiver operating characteristic curve were 88% and 76%, respectively. The cortical map of diagnostic connectivity features (ML weights) was replicable between studies (r= .27, p < .001); correlated with replicable case-control differences in functional MRI degree centrality and with a prior cortical map of adolescent development of functional connectivity; predicted intermediate probabilities of psychosis in siblings; and was replicated in the third case-control study. ML most accurately distinguished cases from controls by a replicable pattern of functional MRI connectivity features, highlighting abnormal hubness of cortical nodes in an anatomical pattern consistent with the concept of psychosis as a disorder of network development. ML most accurately distinguished cases from controls by a replicable pattern of functional MRI connectivity features, highlighting abnormal hubness of cortical nodes in an anatomical pattern consistent with the concept of psychosis as a disorder of network development. Bariatric and metabolic surgery is increasing in Asia to address the growing obesity epidemic. Literature is scarce regarding this surgery in vegetarian patients. We aim to survey surgeons regarding their practices and experiences with the vegetarian population. The regional bariatric and metabolic surgery society distributed a multi-national electronic questionnaire to surgeon members. The questionnaire was in the English and Chinese languages. Fifty-six bariatric and metabolic surgeons responded to the questionnaire (response rate 40.6%). Twenty-two respondents (48.9%) have vegetarian patients in their case volume. Patients mostly consume a vegetarian diet for religious (66.7%) and health (66.7%) reasons. More than 60% of surgeons are unsure of micronutrient deficiency status amongst these patients. Over half of the respondents (58.8%) reported that their vegetarian patients do not take multivitamins or vitamin supplements. Significant proportions of respondents (44.4-61.1%) were unsure of the iron, vitamin B12, vitamin D, zinc, and folic acid deficiency status of these patients. Only 38.9% of respondents routinely prescribe multivitamin supplementation. Vegetarian bariatric patients in East and South-East Asia are an under-recognized patient cohort at risk of micronutrient deficiencies. There is a knowledge gap among regional surgeons in long-term nutritional assessment and management. Vegetarian bariatric patients in East and South-East Asia are an under-recognized patient cohort at risk of micronutrient deficiencies. There is a knowledge gap among regional surgeons in long-term nutritional assessment and management. Assessment of patients' wellbeing in the post anaesthesia care unit and how much each disturbance influences it. Furthermore, assessment of the incidence of the correlated disturbances and whether there are gender-specific aspects. Observational anonymised survey with a validated questionnaire in a university hospital in central Europe. Incidence rates of wellbeing and disturbances in the post anaesthesia care unit. The patients' most frequently reported early postsurgical disturbances (n=349) were i) dry mouth (35.4%), ii) pain in the surgical area (12.7%) and iii) hunger (12.2%). Every other disturbance was below 10% (e.g. nausea). Subjective wellbeing was reported by 57.2% of our patients. There were weak correlations between wellbeing and physical discomfort, pain in the surgical area, sleepiness and nausea. The strongest correlation was with physical discomfort. Female patients showed more feelings of cold, nausea and headache. Even in hospitals repeatedly certified in pain management, a high percentage of patients still claim early postoperative discomfort. We see the necessity for an increased focus on this topic and the need for investigations regarding patients' perception. The most frequent claims were related to pain in the surgical area and a dry mouth. Even in hospitals repeatedly certified in pain management, a high percentage of patients still claim early postoperative discomfort. We see the necessity for an increased focus on this topic and the need for investigations regarding patients' perception. The most frequent claims were related to pain in the surgical area and a dry mouth. The risk of recurrence in papillary thyroid carcinoma (PTC) is likely related to the amount of tumour in the metastatic lymph node (LN). Therefore, the current TNM classification (N0/N1) make it necessary to find a method to quantify the LN metastasis (LNM). https://www.selleckchem.com/products/cpi-0610.html We propose that the quantitative molecular assay One-Step Nucleic-Acid Amplification (OSNA), which measures the number of cytokeratin-19 (CK-19) mRNA copies as a marker of LNM, could play this role. Our objective was to describe the characteristics of the LNs from PTC, and to compare the morphological characteristics that have been claimed as criteria for metastatic burden with OSNA. Prospective study of LNs from 42 patients. All of the LNs were measured, weighed and analysed by OSNA and also by imprint cytology. A total of 573 LNs were included, 187 (32.6%) of them were OSNA-positives. The global consistency between cytology and OSNA was 87.4%. Significant differences were observed in the CK-19 copy number between the LNMs<0.2cm and those >3cm, as well as between those from 0.