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MaxCutPool: differentiable feature-aware Maxcut for pooling in graph neural networks
(Journal article; Tidsskriftartikkel, 2025)We propose a novel approach to compute the MAXCUT in attributed graphs, i.e., graphs with features associated with nodes and edges. Our approach works well on any kind of graph topology and can find solutions that jointly optimize the MAXCUT along with other objectives. Based on the obtained MAXCUT partition, we implement a hierarchical graph pooling layer for Graph Neural Networks, which is sparse, ... -
Unlocking the Potential of Marine Sidestreams in the Blue Economy: Lessons Learned from the EcoeFISHent Project on Fish Collagen
(Journal article; Tidsskriftartikkel; Peer reviewed, 2025-03-13)This review provides a general overview of collagen structure, biosynthesis, and biological properties, with a particular focus on marine collagen sources, especially fisheries discards and by-catches. Additionally, well-documented applications of collagen are presented, with special emphasis not only on its final use but also on the processes enabling sustainable and safe recovery from materials ... -
Data on Physical Properties of Sea Ice in the Northern Barents Sea and Adjacent Arctic Basin From the Nansen Legacy Project
(Journal article; Tidsskriftartikkel; Peer reviewed, 2025-03-17)Recent decline of sea ice in the Barents Sea represents a clear manifestation of the ongoing Arctic warming. This study presents a compilation of data sets on sea ice physics acquired during 2018–2022 during Nansen Legacy—a Norwegian multidisciplinary national research programme that focused on the northern Barents Sea. The data were acquired using a variety of methods such as sea ice coring, thickness ... -
Deep learning-based postoperative glioblastoma segmentation and extent of resection evaluation: Development, external validation, and model comparison
(Journal article; Tidsskriftartikkel; Peer reviewed, 2024-11-16)Background - The pursuit of automated methods to assess the extent of resection (EOR) in glioblastomas is challenging, requiring precise measurement of residual tumor volume. Many algorithms focus on preoperative scans, making them unsuitable for postoperative studies. Our objective was to develop a deep learning-based model for postoperative segmentation using magnetic resonance imaging (MRI). We ... -
På tide med et samerettsløft i akademia
(Journal article; Tidsskriftartikkel; Peer reviewed, 2025-03-10)Etter den enstemmige storkammerdommen i Fosen-saken (HR-2021-1975-S) for snart fire år siden, hvor Høyesterett kom til at staten hadde krenket rettighetene til to samiske reindriftssiidaer, ble det reist spørsmål om kunnskapen i same- og urfolksrett var god nok blant juristene som forvaltet konsesjonslovverket. Bestemmelsen som ble brutt var artikkel 27 i FNs konvensjon om sivile og politiske ... -
Single-shot quantitative differential phase contrast microscope using a single calcite beam displacer
(Journal article; Tidsskriftartikkel; Peer reviewed, 2024-11-06)This paper presents the development of a single-shot, partially spatially coherent quantitative differential phase contrast microscopy (Q-DPCM) system. The optical scheme comprises a polarizer, lenses, calcite beam displacer, and analyzer, which can be seamlessly integrated to an existing bright-field microscopy system, transforming it into a Q-DPCM system. It utilizes a partially spatially coherent ... -
An Investigation of the Barriers to Care of Adult Patients With a Tracheostomy in Intensive Care Units and General Wards: Secondary Analysis of Qualitative Interview Data
(Journal article; Tidsskriftartikkel, 2024-12-23)<p><i>Aims and Objectives</i> To investigate the barriers experienced by intensive care nurses and registered nurses and to provide optimal nursing for adult patients with a temporary tracheostomy in intensive care and general wards. <p><i>Background</i> Tracheostomy is widely used in intensive care units, around 20% of intensive care unit patients undergo tracheostomy insertions and expect high ... -
Den digitale vendingen: en casestudie om studenter og underviseres opplevelse av digital undervisning og kompetanse, sett i lys av UH-pedagogers profesjonelle ansvar
(Chapter; Bokkapittel, 2024-11-21)This chapter examines the “digital turn” in higher education, with a particular focus on the post-pandemic experiences of students and teachers. It evaluates whether institutions provide the necessary digital competencies and support systems for high-quality learning and preparation for a digitalized society, or if they are still transitioning toward this ideal. Utilizing a situated learning model ... -
Miocene ice sheet dynamics and sediment deposition in the central Ross Sea, Antarctica
(Journal article; Tidsskriftartikkel; Peer reviewed, 2024-10-09)Drill cores from the Antarctic continental shelf are essential for directly constraining changes in past Antarctic Ice Sheet extent. Here, we provide a sedimentary facies analysis of drill cores from International Ocean Discovery Program (IODP) Site U1521 in the Ross Sea, which reveals a unique, detailed snapshot of Antarctic Ice Sheet evolution between ca. 18 Ma and 13 Ma. We identify distinct ... -
Risk factors, prevention and treatment of weight gain associated with the use of antidepressants and antipsychotics: a state-of-the-art clinical review
(Journal article; Tidsskriftartikkel; Peer reviewed, 2024-09-23)Introduction - People with severe mental illness have poor cardiometabolic health. Commonly used antidepressants and antipsychotics frequently lead to weight gain, which may further contribute to adverse cardiovascular outcomes.<p> <p>Areas covered - We searched MEDLINE up to April 2023 for umbrella reviews, (network-)meta-analyses, trials and cohort studies on risk factors, prevention and treatment ... -
Cross-Cultural Comparison of the Strengths and Difficulties Self-Report Questionnaire in 12 Asian and European Countries
(Journal article; Tidsskriftartikkel; Peer reviewed, 2024-10-08)Objective - The self-report Strengths and Difficulties Questionnaire (SDQ) is widely used globally; hence, the validity of the intergroup comparisons is essential. This study examined the structure of the self-report SDQ in a large multinational adolescent sample, tested its measurement invariance across genders and countries, and compared youth mental health in 12 European and Asian countries.<p> ... -
Grain-scale feedback between deformation mechanisms and metamorphic reactions: Dissolution-precipitation processes in the lower crust (Kågen gabbros)
(Journal article; Tidsskriftartikkel; Peer reviewed, 2025-03-02)Strain localization within crustal shear zones involves intricate feedback between deformation mechanisms, metamorphic reactions and fluid circulation. Despite evidence that these high-deformation zones proceed at least partly through dissolution-precipitation creep, available creep laws so far only account for dislocation creep and/ or solid-state diffusion processes. Deciphering the role and ... -
Understanding metric-related pitfalls in image analysis validation
(Journal article; Tidsskriftartikkel; Peer reviewed, 2024-02-12)Validation metrics are key for tracking scientific progress and bridging the current chasm between artificial intelligence research and its translation into practice. However, increasing evidence shows that, particularly in image analysis, metrics are often chosen inadequately. Although taking into account the individual strengths, weaknesses and limitations of validation metrics is a critical ... -
Metrics reloaded: recommendations for image analysis validation
(Journal article; Tidsskriftartikkel; Peer reviewed, 2024-02-12)Increasing evidence shows that flaws in machine learning (ML) algorithm validation are an underestimated global problem. In biomedical image analysis, chosen performance metrics often do not reflect the domain interest, and thus fail to adequately measure scientific progress and hinder translation of ML techniques into practice. To overcome this, we created Metrics Reloaded, a comprehensive framework ... -
The business of exiting: How a fishing firm optimized its departure from an ITQ-regulated industry
(Journal article; Tidsskriftartikkel; Peer reviewed, 2025)This study investigates the economic trajectory of a small Norwegian fishing vessel company (the exit firm; EF) operating in an Individual Transferable Quota (ITQ) regulated fishery over 24 years, culminating in its sale. The paper addresses three research questions: investment and financing strategies, financial performance, and factors influencing the exit’s timing. The study shows that EF’s ... -
Diffusion Models with Cross-Modal Data for Super-Resolution of Sentinel-2 To 2.5 Meter Resolution
(Journal article; Tidsskriftartikkel; Peer reviewed, 2024-09-05)Diffusion models have obtained photo-realistic results on various super-resolution tasks. However, existing approaches typically require the availability of high-resolution and paired training data, which often is not readily available in many remote sensing scenarios. To enhance multi-spectral Sentinel 2 (S2) satellite images – at a ground sampling distance (GSD) ranging from 10m to 60m – without ... -
PTUS: Photo-Realistic Talking Upper-Body Synthesis via 3D-Aware Motion Decomposition Warping
(Journal article; Tidsskriftartikkel; Peer reviewed, 2024-03-24)Talking upper-body synthesis is a promising task due to its versatile potential for video creation and consists of animating the body and face from a source image with the motion from a given driving video. However, prior synthesis approaches fall short in addressing this task and have been either limited to animating heads of a target person only, or have animated the upper body but neglected the ... -
Simultaneous measurement of refraction and absorption with an integrated near-infrared Mach–Zehnder interferometer
(Journal article; Tidsskriftartikkel, 2024-05-22)Most integrated evanescent-field photonic sensors measure changes in either the real part or the imaginary part of the complex refractive index of the sample, i.e., refraction or absorption. Here we propose and experimentally demonstrate a near-infrared sensor based on a silicon nitride Mach-Zehnder interferometer which provides a direct measurement of the complex refractive index. Our architecture ... -
ExMap: Leveraging Explainability Heatmaps for Unsupervised Group Robustness to Spurious Correlations
(Journal article; Tidsskriftartikkel, 2024-09-16)Group robustness strategies aim to mitigate learned biases in deep learning models that arise from spurious correlations present in their training datasets. However, most existing methods rely on the access to the label distribution of the groups, which is time-consuming and expensive to obtain. As a result, unsupervised group robustness strategies are sought. Based on the insight that a trained ... -
Academia y circunstancia en la poesía de Juan del Valle y Caviedes
(Chapter; Bokkapittel, 2025)