Towards a standardized framework for AI-assisted, image-based monitoring of nocturnal insects.

Automated sensors have potential to standardize and expand the monitoring of insects across the globe. As one of the most scalable and fastest developing sensor technologies, we describe a framework for automated, image-based monitoring of nocturnal insects-from sensor development and field deployment to workflows for data processing and publishing. Sensors comprise a light to attract insects, a camera for collecting images and a computer for scheduling, data storage and processing. Metadata is important to describe sampling schedules that balance the capture of relevant ecological information against power and data storage limitations. Large data volumes of images from automated systems necessitate scalable and effective data processing. We describe computer vision approaches for the detection, tracking and classification of insects, including models built from existing aggregations of labelled insect images. Data from automated camera systems necessitate approaches that account for inherent biases. We advocate models that explicitly correct for bias in species occurrence or abundance estimates resulting from the imperfect detection of species or individuals present during sampling occasions. We propose ten priorities towards a step-change in automated monitoring of nocturnal insects, a vital task in the face of rapid biodiversity loss from global threats. This article is part of the theme issue 'Towards a toolkit for global insect biodiversity monitoring'.

Life partners' perceptions of the emotional, speech disruptive, and attitudinal correlates of stuttering.

PURPOSE: The purpose of the current investigation was to explore the extent to which the life partners (LPs) of people who stutter (PWS) perceive their loved ones' speech-situation specific emotional reaction, expectancy of speech disruption, and speech-related communication attitude. METHODS: Three subtests of the Behavior Assessment Battery (BAB): the Speech Situation Checklist - Emotional Reaction (SSC-ER), the Speech Situation Checklist - Speech Disruption (SSC-SD) and the Communication Attitude Test for Adults Who Stutter (BigCAT) were administered to 33 PWS and modified versions were administered to their LPs via Qualtrics Survey Software. Effect of relationship duration on subtest scores was considered. Perceived stuttering severity by the participant and their LP was also queried as part of a demographic questionnaire. RESULTS: PWS and their LPs rated BigCAT items in a similar way, while they rated certain SSC-ER and SSC-SD items differently. Importantly, between-group agreement was not affected by relationship duration. Among the PWS and LP, perceived stuttering severity influenced all BAB subtest scores. CONCLUSION: LPs of PWS appear to be in tune with the cognitive aspects of their partner's experience of stuttering. This has important clinical implications as it relates to active involvement of the family in speech intervention targeting fluency.

[Incidence of adverse events in hospitals. A retrospective study of medical records]. / Forekomsten af utilsigtede haendelser på sygehuse. En retrospektiv gennemgang af journaler.

INTRODUCTION: Over the past decade a number of studies on the incidence and preventability of adverse events in the health care have been published in the US, Australia and the UK. So far no similar study has been performed in Denmark. In order to determine whether foreign findings could be generalised to Danish health care, a pilot study on adverse events was carried out in Danish acute care hospitals. METHOD: Chart reviews were carried out on 1.097 acute care hospital admissions, sampled from the central Danish National Patient Register. The sample was truly proportional with no over-sampling of high-risks groups. Chart reviews was done in 17 different acute care hospitals, reviewing between 20 and 204 admissions per hospital. Adverse events was identified using a three-step procedure: 1) Nurse screening by 18 criteria identifying high-risk groups. 2) Independent reviews by pairs of consultants. 3) In case of disagreement between second step consultants, two additional independent reviews was performed by new consultants (internist and surgeon) followed by conference. All chart reviews were performed independent of medical specialty. All nurses and doctors were senior and experienced clinicians. RESULTS: In 114 admissions 176 Adverse Events (AEs) were identified. The prevalence of admissions with adverse events were 9.0% of all admissions. Preventability of adverse events was found in 46 of admissions (40.4% of AEs). The adverse events caused on average a 7.0 days prolonged hospital stay. Most adverse events resulted in minor, transient disabilities. Permanent disability or death in relation to adverse event were recorded in 30 admissions. DISCUSSION: The findings from the Danish Adverse Event Study are similar to the results found in Australia, United Kingdom and the United States. It is therefore recommended that further Danish research, is directed towards high-risk groups focussing on narratives and intervention and towards research in primary health care.

[Mental health among mentally disabled persons]. / Psykisk helse blant mennesker med psykisk utviklingshemning.

BACKGROUND: Mentally retarded persons have high prevalences of psychiatric disorders and often receive little professional help for them. MATERIAL AND METHODS: From a total of 48 mentally retarded inhabitants in a local community, 28 were selected on the basis of possible psychiatric problems. A psychiatrist diagnosed the persons and gave advice based on personal observation, contact with caregivers, and all available documentation. RESULTS: The estimated levels of functioning were adjusted for 19 persons. 32 new psychiatric diagnoses were detected. Milieu changes were recommended for 25 persons, and 26 changes in psychotropic medication were recommended. INTERPRETATION: Although the procedure is workintensive, the results justify the described approach.