cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18400593
title: Daten des Übersterblichkeitsberichts

description: Im Datensatz "Daten des Übersterblichkeitsberichts" des Robert Koch-Instituts werden wöchentliche Daten zur Übersterblichkeit in Deutschland bereitgestellt. Der Datensatz enthält Angaben zum Wochendatum und zur jeweiligen Gruppe (z. B. Altersgruppen, Geschlecht oder Region). Für jede Gruppe wird die beobachtete Sterbefallzahl den modellbasiert erwarteten Sterbefallzahlen gegenübergestellt.

Zur Bewertung von Abweichungen zwischen beobachteter und erwarteter Sterbefallzahl wird der z-Score berechnet, der zur Einordnung einer etwaigen Übersterblichkeit genutzt wird.

Der Datensatz dient der kontinuierlichen Überwachung von Sterbefallzahlen in Deutschland und ermöglicht die frühzeitige Erkennung von ungewöhnlich hohen Sterbefallzahlen in den betrachteten Gruppen.
DOI: 10.6084/m9.figshare.29371094
title: Proactive rehabilitation screening (PReS) – development and validation of a modified PReS tool to screen admitted patients needing in-hospital rehabilitation programs

description: To analyse the predictive performance of Proactive Rehabilitation Screening (PReS) tool in identifying hospitalised patients who require formal inpatient multidisciplinary rehabilitation program. A prospective observational cohort study was conducted in two Australian public hospitals. The aims were to (1) assess the original PReS tool’s ability to predict rehabilitation needs and (2) develop and validate a modified PReS tool. Regression analysis was used to re-estimate predictor weights. In the development cohort (<i>n</i> = 1600), 272 patients (17%) received rehabilitation. Using multivariate regression analysis, we identified five key variables (age, number of allied health sessions received in 5 days, assistance required to mobilise, new personal care impairment and discharge barriers) to modify the original PReS tool. The modified PReS scores were stratified into likelihood of rehabilitation: low (0–4), medium (5–13) and high (14–20). Performance was improved for medium likelihood when a rehabilitation clinician was included in decision making. This was validated in an independent cohort of 800 patients demonstrating good predictive performance: sensitivity of 81.1%, specificity of 88.0%, total accuracy 86.9%. The modified PReS tool can reliably identify patients at risk of needing rehabilitation using five easily obtained clinical variables, enabling timely evidence-based rehabilitation interventions to minimise disability. Identifying patients who require inpatient rehabilitation programs early is important to minimise disability.A simple screening tool was developed with only five easily obtained clinical variables to predict who needs rehabilitation.In a large sample this screening tool showed good predictive performance and is quick to administer. Identifying patients who require inpatient rehabilitation programs early is important to minimise disability. A simple screening tool was developed with only five easily obtained clinical variables to predict who needs rehabilitation. In a large sample this screening tool showed good predictive performance and is quick to administer.
DOI: 10.6084/m9.figshare.29371094.v1
title: Proactive rehabilitation screening (PReS) – development and validation of a modified PReS tool to screen admitted patients needing in-hospital rehabilitation programs

description: To analyse the predictive performance of Proactive Rehabilitation Screening (PReS) tool in identifying hospitalised patients who require formal inpatient multidisciplinary rehabilitation program. A prospective observational cohort study was conducted in two Australian public hospitals. The aims were to (1) assess the original PReS tool’s ability to predict rehabilitation needs and (2) develop and validate a modified PReS tool. Regression analysis was used to re-estimate predictor weights. In the development cohort (<i>n</i> = 1600), 272 patients (17%) received rehabilitation. Using multivariate regression analysis, we identified five key variables (age, number of allied health sessions received in 5 days, assistance required to mobilise, new personal care impairment and discharge barriers) to modify the original PReS tool. The modified PReS scores were stratified into likelihood of rehabilitation: low (0–4), medium (5–13) and high (14–20). Performance was improved for medium likelihood when a rehabilitation clinician was included in decision making. This was validated in an independent cohort of 800 patients demonstrating good predictive performance: sensitivity of 81.1%, specificity of 88.0%, total accuracy 86.9%. The modified PReS tool can reliably identify patients at risk of needing rehabilitation using five easily obtained clinical variables, enabling timely evidence-based rehabilitation interventions to minimise disability. Identifying patients who require inpatient rehabilitation programs early is important to minimise disability.A simple screening tool was developed with only five easily obtained clinical variables to predict who needs rehabilitation.In a large sample this screening tool showed good predictive performance and is quick to administer. Identifying patients who require inpatient rehabilitation programs early is important to minimise disability. A simple screening tool was developed with only five easily obtained clinical variables to predict who needs rehabilitation. In a large sample this screening tool showed good predictive performance and is quick to administer.
DOI: 10.5061/dryad.9cnp5hqmf
title: Code and data from: Experiential legacies of early-life dietary polyunsaturated fatty acid (PUFA) content on juvenile Walleye: Potential impacts from climate change

description: Climate-induced shifts in plankton blooms may alter fish recruitment by
 affecting the fatty acid composition of early-life diets and corresponding
 performance. Early-life nutrition may immediately affect survival but may
 also have a lingering influence on size and growth via experiential
 legacies. We explored the short- and longer-term performance consequences
 of different concentrations of polyunsaturated fatty acids (PUFA) for
 juvenile Walleye (Sander vitreus, Mitchill 1818). For the first 10 d of
 feeding, juveniles were provided Artemia enriched with: oleic acid (low
 PUFA), high docosahexaenoic acid and high eicosapentaenoic acid (high
 PUFA), or high PUFA and a form of vitamin E (high PUFA + E). After 10 d,
 all fish were fed a high-quality diet and reared for an additional 27 d.
 Juveniles fed either high PUFA diet were 1.15-fold larger (PUFA mean ± SD
 = 20.0 ± 3.3 mg; PUFA + E = 19.8 ± 3.3 mg) than those fed the low PUFA
 (17.3 ± 2.8 mg) diet after 10 d of feeding. After 27 days, juveniles
 initially fed the high PUFA diet were still 1.10-1.20-fold larger (PUFA =
 407.0 ± 61.6 mg; PUFA + E = 422.7 ± 58.7 mg) than those initially fed the
 low PUFA diet (356.5.0 ± 39.5 mg). Our findings demonstrate that fatty
 acid composition of juvenile Walleye diets has immediate and lingering
 size effects. As changes in climate continue to alter lower trophic
 levels, fish management and conservation may need to consider short- and
 long-term effects of temporal or spatial differences in early-life diet
 quality.
description: Data included are from experiments performed on Walleye larvae
 and juveniles during 2018. Data are contained in .csv files reflecting
 measures of performance (survivorship, swimbladder inflation, size,
 growth) and molecular composition of whole body tissues (fatty acids,
 alpha-tocopherol). These data are processed, analyzed, and visualized
 within the R scripts included. All analyses and plots within the
 manuscript "Experiential legacies of early-life dietary
 polyunsaturated fatty acid (PUFA) content on juvenile Walleye: Potential
 impacts from climate change" can be replicated with these data and R
 scripts.
description: The metadata file "README_Almeida_et_al_EFF_final.txt"
 contains general information about the R scripts and the data files,
 including definitions for the variables within the datafiles. Each R
 script file also includes brief metadata at the top of the script and
 comments throughout the script explaining the analyses and data
 manipulation.
DOI: 10.6084/m9.figshare.29224410
title: <i>“Rest recharges my energy”</i>; experiences and perceptions of rest in adults with long-term conditions and fatigue in rehabilitation: a qualitative study

description: To explore and understand the experiences and perceptions of rest among adults experiencing fatigue alongside a long-term condition (LTC) and healthcare professionals (HCPs). This qualitative study used convenience and snowball sampling. Semi-structured interviews were conducted with 23 adults with LTCs experiencing fatigue and four HCPs. Data were audio-recorded, transcribed, and analysed using thematic analysis with inductive approach. Four themes were identified: (1) operationalisation of rest, (2) rest as a practiced skill, (3) rest as a tool for optimising functioning, and (4) barriers. Both participants with lived experience and HCPs viewed rest as reducing activities, connecting with nature, and disengaging from responsibilities. Both groups valued rest for managing energy, symptoms, and activities. Barriers included impact of expectations on persons with LTC, environmental, and interpersonal factors, as well as responsibilities and lack of resting skills. Lived-experience participants noted physical symptoms, while HCPs highlighted “all-or-nothing” thinking as a significant barrier Rest in chronic fatigue management involved reducing activity, restorative practices, connecting with nature, and disengaging from responsibilities. Identifying truly restorative activities was challenging. Both adults with LTC and HCPs recognised effective rest as a strategic tool for energy management, symptom control, and activity participation. Rest is an important component for effectively managing fatigue and optimising activity levels in rehabilitation.Rest is a skill that requires practice and experimentation and viewing it as restorative rather than merely inactivity can help patients embrace it as a valuable tool for well-being in rehabilitation.Our findings highlight the need to prioritise restorative rest alongside physical activity in fatigue management and interventions like activity pacing. Rest is an important component for effectively managing fatigue and optimising activity levels in rehabilitation. Rest is a skill that requires practice and experimentation and viewing it as restorative rather than merely inactivity can help patients embrace it as a valuable tool for well-being in rehabilitation. Our findings highlight the need to prioritise restorative rest alongside physical activity in fatigue management and interventions like activity pacing.
DOI: 10.6084/m9.figshare.29224410.v1
title: <i>“Rest recharges my energy”</i>; experiences and perceptions of rest in adults with long-term conditions and fatigue in rehabilitation: a qualitative study

description: To explore and understand the experiences and perceptions of rest among adults experiencing fatigue alongside a long-term condition (LTC) and healthcare professionals (HCPs). This qualitative study used convenience and snowball sampling. Semi-structured interviews were conducted with 23 adults with LTCs experiencing fatigue and four HCPs. Data were audio-recorded, transcribed, and analysed using thematic analysis with inductive approach. Four themes were identified: (1) operationalisation of rest, (2) rest as a practiced skill, (3) rest as a tool for optimising functioning, and (4) barriers. Both participants with lived experience and HCPs viewed rest as reducing activities, connecting with nature, and disengaging from responsibilities. Both groups valued rest for managing energy, symptoms, and activities. Barriers included impact of expectations on persons with LTC, environmental, and interpersonal factors, as well as responsibilities and lack of resting skills. Lived-experience participants noted physical symptoms, while HCPs highlighted “all-or-nothing” thinking as a significant barrier Rest in chronic fatigue management involved reducing activity, restorative practices, connecting with nature, and disengaging from responsibilities. Identifying truly restorative activities was challenging. Both adults with LTC and HCPs recognised effective rest as a strategic tool for energy management, symptom control, and activity participation. Rest is an important component for effectively managing fatigue and optimising activity levels in rehabilitation.Rest is a skill that requires practice and experimentation and viewing it as restorative rather than merely inactivity can help patients embrace it as a valuable tool for well-being in rehabilitation.Our findings highlight the need to prioritise restorative rest alongside physical activity in fatigue management and interventions like activity pacing. Rest is an important component for effectively managing fatigue and optimising activity levels in rehabilitation. Rest is a skill that requires practice and experimentation and viewing it as restorative rather than merely inactivity can help patients embrace it as a valuable tool for well-being in rehabilitation. Our findings highlight the need to prioritise restorative rest alongside physical activity in fatigue management and interventions like activity pacing.
DOI: 10.5061/dryad.hhmgqnkjw
title: Population and single dopamine neuron activity during classical conditioning

description: We trained naive or trained mice to associate odor cues with outcome
 (water, air puff or no outcome), and recorded dopamine cell body activity
 in the vetral tegmental area (VTA), dopamine axon activity in the ventral
 striatum (VS) or dopamine release in VS with optic fiber fluorometry
 (photometry). In different set of mice, single dopamine neuron activiy was
 recorded with 2-photon microscope. In some of these mice, we reversed
 odor-outcome contingency so that an odor that was associated with no
 outcome or air puff became associated with water reward. Licking pattern
 was also recorded.
description: Fiber-fluorometry  The noise from the power
 line in the voltage signal was cleaned by removing 58-62Hz signals through
 a band stop filter. Z-score was calculated from signals in an entire
 session smoothed with moving average of 50 ms. To average data using
 different sessions, signals were normalized as follows. The global change
 of signals within a session was corrected by linear fitting of signals and
 time and subtracting the fitted line from signals. The baseline activity
 for each trial (F0<sub>each</sub>) was calculated by averaging
 activity between -1 to 0 sec before a trial start (odor onset for odor
 trials and water onset for free water trials), and the average baseline
 activity for a session was calculated by averaging
 F0<sub>each</sub> of all trials
 (F0<sub>average</sub>). dF/F was calculated as (F -
 F0<sub>each</sub>)/F0<sub>average</sub>. dF/F was
 then normalized by dividing by average responses to free water (0 to 1 sec
 from water onset).  2-photon imaging
 Acquired images were preprocessed in the following manner: 1)
 movement correction was performed using phase correlation image
 registration implemented in Suite2P<sup>59</sup>; 2)
 region-of-interest (ROI) selection was performed manually from the mean
 and standard deviation projections of a subset of frames from the entire
 acquisition, as well as a movie of the frames used to build those
 projections; 3) Neuropil decontamination was performed with
 FISSA<sup>60</sup> using four regions around each ROI. The
 decontaminated signal extracted from these regions was then flattened (to
 correct for drifts caused by photobleaching), and z-scored across the
 entire session. The preprocessed and z-scored fluorescence were resampled
 to 30 Hz and used for further analysis. The first one was used to
 calculate ∆F/F0 in which F0 was the mean fluorescence before odor
 delivery. When the z-scored fluorescence was used for analysis, the mean
 z-score value before odor delivery was subtracted.
DOI: 10.5281/zenodo.18400455
title: The Role of Explainable Artificial Intelligence (XAI) in Enhancing Customer Trust in Automated Retention Strategies A Systematic Literature Review
DOI: 10.5281/zenodo.18400454
title: The Role of Explainable Artificial Intelligence (XAI) in Enhancing Customer Trust in Automated Retention Strategies A Systematic Literature Review
DOI: 10.14469/hpc/15643
title: N12, C3v G = -656.612855 (6N2 = -657.30699) DG 72.6

description: Gaussian 16 (C01) calculation
DOI: 10.14469/hpc/15646
title: N12, Cs -656.617560 (6N2 = -657.30699)

description: Gaussian 16 (C01) calculation
DOI: 10.5061/dryad.f4qrfj6zb
title: Morphogenetic forces planar polarize LGN/Pins in the embryonic head during Drosophila gastrulation

description: Spindle orientation is often achieved by a complex of Partner of
 Inscuteable (Pins)/LGN, Mushroom Body Defect (Mud)/Nuclear Mitotic
 Apparatus (NuMa), Gαi, and Dynein, which interacts with astral
 microtubules to rotate the spindle. Cortical Pins/LGN recruitment serves
 as a critical step in this process. Here, we identify Pins-mediated planar
 cell polarized divisions in several of the mitotic domains of the early
 Drosophila embryo. We found that neither planar cell polarity pathways nor
 planar polarized myosin localization determined division orientation;
 instead, our findings strongly suggest that Pins planar polarity and force
 generated from mesoderm invagination are important. Disrupting Pins
 polarity via overexpression of a myristoylated version of Pins caused
 randomized division angles. We found that disrupting forces through
 chemical inhibitors, depletion of an adherens junction protein, or
 blocking mesoderm invagination disrupted Pins planar polarity and spindle
 orientation. Furthermore, directional ablations that separated mesoderm
 from mitotic domains disrupted spindle orientation, suggesting that forces
 transmitted from mesoderm to mitotic domains can polarize Pins and orient
 division during gastrulation. To our knowledge, this is the first in vivo
 example where mechanical force has been shown to polarize Pins to mediate
 division orientation.
DOI: 10.5061/dryad.rn8pk0pdc
title: Data for: Sierra Nevada mixed-conifer regeneration response to repeated burning varies by species

description: Fire-exclusion has acted as a major perturbation on dry conifer forests in
 the western U.S., increasing tree density and, in mixed-conifer forests,
 the dominance of shade-tolerant species. Restoration efforts aim to
 reverse these effects by reducing stand density, restoring relative
 proportions of tree species, and reintroducing recurrent fire, but there
 are limited long-term data on the effects of repeated burning on tree
 regeneration. We analyzed two decades of seedling and overstory data from
 the Teakettle Experimental Forest in the southern Sierra Nevada,
 California, USA to determine how thinning and repeated burning affect
 seedling establishment and overstory recruitment. The treatments included
 three levels of thinning (no thin, understory thin, overstory thin)
 crossed with two levels of burning (burn, no burn). Treatments were
 replicated three times in 4 ha treatment units. Seedlings were surveyed at
 gridpoints within the treatment units for the pre-treatment period
 (1999-2000), following the first-entry burn (2004-2006), at 10 years
 post-treatment (2011-2012), and before (2016-2017) and after (2018-2020)
 the second-entry burn. We analyzed seedling response using mixed models.
 Across treatments, pine seedling densities remained much lower than
 shade-tolerant seedling densities. We found that repeated burns led to
 modest increases in sugar pine (Pinus lambertiana) and substantial
 increases in incense-cedar (Calocedrus decurrens) seedling densities four
 years post-burn. No significant differences in seedling densities among
 repeated burning treatments were detected for Jeffrey pine (P. jeffreyi)
 or white fir (Abies concolor). We used overstory stem map data and
 seedling data to estimate recruitment into the mid-story and found that
 estimates of natural mid-story recruitment were much higher among white
 fir and incense-cedar than pines, even following treatments. 
description: These data were collected using a gridded treatment unit system
 where seedling data within treatments were collected using circular plots.
 Thinning treatments were implemented in 2000 and 2001 and the original
 burn treatment in 2001. The second-entry burn was implemented in
 2017.
DOI: 10.57724/cndp_20250113_microant_mpe
title: Microplastics in penguin and excrements, 2025
DOI: 10.5281/zenodo.15492728
title: Supplementary Code and Data: Connectivity determines the capability of sparse neural network quantum states

description: This archive contains code, pretrained models, and data for reproducing results in: Connectivity determines the capability of sparse neural networkquantum states. All hyperparameters and experiment configurations are described in the accompanying paper.
DOI: 10.5281/zenodo.15492729
title: Supplementary Code and Data: Connectivity determines the capability of sparse neural network quantum states

description: This archive contains code, pretrained models, and data for reproducing results in: Connectivity determines the capability of sparse neural networkquantum states. All hyperparameters and experiment configurations are described in the accompanying paper.
DOI: 10.5061/dryad.gtht76hpt
title: Intermittent bulk release of human cytomegalovirus: associated data

description: Human Cytomegalovirus (HCMV) can infect a variety of cell types by using
 virions of varying glycoprotein compositions. It is still unclear how this
 diversity is generated, but spatio-temporally separated envelopment and
 egress pathways might play a role. So far, one egress pathway has been
 described in which HCMV particles are individually enveloped into small
 vesicles and are subsequently exocytosed continuously. However, some
 studies have also found enveloped virus particles inside multivesicular
 structures but could not link them to productive egress or degradation
 pathways. We used a novel 3D-CLEM workflow allowing us to investigate
 these structures in HCMV morphogenesis and egress at high spatio-temporal
 resolution. We found that multiple envelopment events occurred at
 individual vesicles leading to multiviral bodies (MViBs), which
 subsequently traversed the cytoplasm to release virions as intermittent
 bulk pulses at the plasma membrane to form extracellular virus
 accumulations (EVAs). Our data support the existence of a novel bona fide
 HCMV egress pathway, which opens the gate to evaluate divergent egress
 pathways in generating virion diversity.
description: Details on data acquisition and processing can be found in the
 original publication.
description: Some microscopy raw data are in the proprietary format of the
 microscope manufacturer. However, all files can be opened with an
 up-to-date version of Fiji/ImageJ, using the BioFormats
 importer.