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We introduce a new framework for understanding how cognitive systems (e.g., humans) learn from experience, based on the concept of representational capacity—the relative amount of representational resources devoted to encoding past experiences. Most paradigms in cognitive science have operated under the assumption that these resources are constrained, forcing cognitive systems to compress rich and noisy experiences to effectively generalize to new situations. We leverage recent advances in computer science to outline the implications of learning with excess capacity, or applying even more representational resources than needed to perfectly memorize all the details of one’s past experiences. In particular, we review evidence suggesting that excess capacity systems can exhibit many of the characteristics of human learning, such as the simultaneous ability to memorize individual experiences and generalize knowledge to new situations. We define and differentiate between constrained (not enough), sufficient (just enough), and excess (more than enough to perfectly capture all the details of one’s past experiences) capacity. We derive empirical properties of learning in each of these capacity regimes, and compare these predictions to effects documented for human learning. We highlight the broad implications of this framework for advancing theoretical and empirical work across cognitive, clinical, and developmental psychology.
Assess the impact of anticoagulation or antiplatelet medications on endoscopic ear surgery visibility and procedural progress.
Methods
A case–control retrospective chart review of patients on anticoagulation/antiplatelet undergoing endoscopic ear surgery from April 2018 to April 2023 was conducted. Surgical videos were blindly rated by two surgeons utilising the Modena Bleeding Scale during clips of key operative steps; scores and outcomes were compared. Equivalence analysis was performed using two one-sided tests with an equivalence range of plus-or-minus 0.4 Modena Bleeding Scale points.
Results
Fourteen cases were matched with 28 controls. Cases were more male (85.7 per cent; p < 0.01) and older (median: 54.9 years) than controls (median: 37.8; p < 0.01). Eleven cases (78.6 per cent) were on aspirin 81 mg, two (14.2 per cent) coumadin (4–6 mg) and one (7.1 per cent) aspirin 325 mg. No significant differences in Modena Bleeding Scale, blood loss, complications or outcomes were found.
Conclusion
This study revealed no significant difference in intra-operative visibility, progress, complications or outcomes with patients on anticoagulation/antiplatelet. Endoscopic ear surgery may be considered while on anticoagulation/antiplatelet.
The East Flanders Prospective Twin Survey, established in 1964, is one of the longest running twin birth registries with known placentation in the world. It operates across 13 maternity hospitals in East Flanders, Belgium, and has already registered 10,787 twin pairs and 318 triplet sets. Using a standardized protocol, EFPTS prospectively collects perinatal and biological data at birth, including detailed placental examination, systematic clinical documentation, and biobanking. Longitudinal follow-up and integration with national health and environmental databases enable linkage of early-life data to later-life phenotypes. Enrichment through nationwide datasets, such as the Study Centre for Perinatal Epidemiology, Child and Family health centers, environmental databases (based on land cover data and national monitoring stations), the Belgian National Register, and genomic reference data, further expands research opportunities. With over 60 years of experience, the EFPTS provides a uniquely rich and reliable framework for investigating the (epi)genetic and environmental determinants of health and disease.
This study aimed to compare the graft outcomes between endoscopic cartilage inlay myringoplasty with free perichondrial flap fold technique vs. raising the tympanomeatal flap technique for repairing large marginal perforation.
Methods
A total of 61 ears with marginal perforation were recruited and allocated to free perichondrial flap fold (n = 31) group and raising the tympanomeatal flap (n = 30) group using semi-random control trial. The graft success rate, hearing gain, operation time, visual analog scale score and post-operative complications were compared between the groups at six months.
Results
The mean operation time was 26.4 plus-or-minus 3.1 minutes in the free perichondrial flap fold group and 50.7 plus-or-minus 2.6 minutes in the raising the tympanomeatal flap group (p < 0.001). The graft success rate was 93.5 per cent in the free perichondrial flap fold group and 96.7 per cent in the raising the tympanomeatal flap group (p = 0.977) at post-operative six months.
Conclusion
The free perichondrial flap fold technique may achieve similar graft success rate and hearing improvement as raising the tympanomeatal flap technique for repairing large marginal perforations; however, it is simple, time-saving and minimal invasive technique.
In severe cases of depression and obsessive-compulsive disorder (OCD), clomipramine is sometimes administered parenterally. This systematic review aimed to investigate whether parenteral clomipramine is superior to oral clomipramine or other treatments, primarily in terms of reducing depressive/OCD symptoms within two weeks (CRD420250654029). Medline, Embase, the Cochrane Library, and PsycInfo were searched for relevant publications. Randomized controlled trials (RCTs) without a high risk of bias formed the primary basis for the conclusions. Meta-analyses were performed when applicable. Certainty of evidence was assessed according to GRADE. The literature search identified 4973 unique publications, whereof 14 RCTs contributed data regarding the question at issue in this systematic review. The evidence synthesis revealed that parenteral clomipramine may not be superior to oral administration in terms of reducing depressive symptoms within two weeks, but a clinically relevant effect cannot be excluded (low certainty of evidence; five RCTs including 70 patients; mean difference of change in Hamilton depression rating scale scores (meta-analysis based on three RCTs): −1.27 (95% confidence interval: −3.09 to 0.54; 2, I2 = 22%). Regarding patients with OCD, no conclusion could be drawn (very low certainty of evidence; two RCTs including 47 patients; meta-analysis not conducted due to heterogeneity). Regarding comparisons with other treatments, the available RCT (depression) did not allow for conclusions, or no RCTs (OCD) were available. Current evidence indicates that parenteral administration of clomipramine may not be favourable compared to oral administration, and RCTs with relevant comparisons such as electroconvulsive therapy and ketamine are lacking.
Despite the urgent need for support interventions for families facing parental life-threatening illness, research is limited – particularly in progressive neurological diseases. This scoping review aimed to systematically map existing interventions to inform the development of tailored support in the neurological context.
Methods
A scoping review was conducted, including articles published between 2013 and 2025, identified through searches in PubMed, CINAHL, PsycINFO, and Web of Science, along with manual screening of reference lists. Extracted data were systematically charted and descriptively summarized.
Results
Of 5172 articles, 15 were included, describing 6 unique interventions aimed at supporting children (0–25 years) and/or parents in families where a parent had a life-threatening illness. While cancer was the predominant diagnosis among ill parents, progressive neurological diseases, such as amyotrophic lateral sclerosis (ALS) and Huntington’s disease, were represented to a limited extent. The interventions targeted children (n = 4), parents in their parenting role (n = 4), or the entire family (n = 7) and were primarily based on psychosocial, psychoeducational, or peer support. Overall, the interventions were positively received by both children and parents and perceived as helpful in navigating their challenging life situations in various ways.
Significance of results
This review confirms a particular lack of knowledge and tailored support for families affected by progressive neurological diseases. While support interventions for other life-threatening illnesses are also limited, those that exist may offer valuable insights to inform the development of support within neurological care contexts. The findings underscore the need for early, proactive, and accessible approaches that address both individual and family needs across the disease trajectory, aligning with core principles of high-quality palliative care.
Evidence-based diet quality screeners that can be completed within a few minutes are suitable tools for evaluating diet quality in time-limited settings; however, no such tool has yet been developed in Japan. This study aimed to develop a screener to assess adherence to the Diet Quality Score for Japanese (DQSJ) and to describe its development process. The DQSJ is a 10-component index that was previously developed. The present study developed questions and assigned scores based on dietary data analysis and evidence on diet-health associations. Dietary data from 392 Japanese adults were analysed to identify the intake of food groups in the DQSJ. The mean intakes of 4-non-consecutive-day dietary records were described for each food group across the consumption frequencies in dietary questionnaires. Questions about sodium intake were derived from a sodium screener. Consequently, the DQSJ screener comprised 12 questions: two for red and processed meat, two for sodium and one for each of the other eight food groups (fruits, vegetables, whole grains, nuts, legumes, dairy, fish and sugar-sweetened beverages). The screener asked about the number of servings consumed for vegetables, dairy and sugar-sweetened beverages and the consumption frequencies for the other food groups. The maximum scores were assigned with consideration of optimal and feasible consumption for health outcomes. The total DQSJ was calculated by summing all item scores, resulting in a range of 0–30. The DQSJ screener has the potential to facilitate the assessment of diet quality in time-limited settings in Japan; the next step is to examine its validity.
In 250 men (21·4 (sd 2·9) years; BMI 24·2 (sd 3·0) kg·m–2) commencing arduous military training during winter, we investigated the effect of 12 weeks of vitamin D supplementation on lower body (pelvic girdle, sacrum, coccyx and lower limb) overuse musculoskeletal injury risk in a randomised, placebo-controlled trial. Participants received either simulated sunlight (1·3 × standard erythemal dose in T-shirt and shorts, three times per week for 4 weeks and then once per week for 8 weeks), oral vitamin D3 (1000 IU · d–1 for 4 weeks and then 400 IU · d–1 for 8 weeks) or placebo for each intervention. Serum vitamin D metabolites and bone metabolism biomarkers were measured at baseline, week 5 and week 12. At baseline, 29 % of participants were vitamin D sufficient (25-hydroxyvitamin D ≥ 50 nmol·L–1). Vitamin D supplementation achieved vitamin D sufficiency in 95 % of participants after 4 weeks. During 6 months of training and subsequent 3 years of military service, 100 lower body overuse musculoskeletal injuries were diagnosed by clinicians. Frailty models indicated no difference in injury risk between vitamin D and placebo during military training (HRplacebo:vitamin D = 1·23 (95 % CI 0·57, 2·66), P = 0·597) or military service (HRplacebo:vitamin D = 0·94 (95 % CI 0·60, 1·46), P = 0·782). Both safe simulated sunlight and oral vitamin D3 were effective in achieving and maintaining vitamin D sufficiency in almost all. There was no clear evidence that vitamin D affects the risk of lower body overuse musculoskeletal injury during 6 months of military training or subsequent 3 years of military service.
This study reports the first rediscovery and redescription of Euclinostomum lauroi in more than 40 years, based on an adult specimen recovered from the oesophagus of a great white pelican (Pelecanus onocrotalus) in Lake Tana, Ethiopia. An integrative taxonomic approach combining detailed morphological examination and molecular analyses (ITS rDNA and COI mtDNA) was employed. Scanning electron microscopy revealed additional features, including the fine surface morphology of the cirrus and genital opening. The same host individual harboured 2 Clinostomum species, C. phalacrocoracis and C. tilapiae, for which updated morphological redescriptions are provided. The record of C. tilapiae represents a new geographical record for Ethiopia. These findings expand current knowledge of African clinostomid diversity and identify Lake Tana as an important hotspot of trematode biodiversity. The newly generated morphological and molecular data refine species boundaries within Euclinostomum and Clinostomum and support the use of integrative approaches to resolve persistent taxonomic uncertainties in clinostomid systematics.
In endocardial mapping of premature ventricular complexes of intramural or epicardial origin, we must be aware that pure origin and exit do not always coincide. In this study, we describe a case of endocardial mapping for epicardial-side premature ventricular complexes of pure origin using the time difference between bipolar and unipolar potentials.
There is currently no consensus on the optimal mapping technique for atrioventricular nodal re-entry tachycardia ablation.
Objective:
This, the first of its kind, prospective randomised trial compared procedural characteristics and ablation outcomes between an anatomic approach for atrioventricular nodal re-entry tachycardia ablation and an approach guided by low voltage signals, local activation time, and the propagation wave collision.
Methods:
A randomised, prospective, multi-centre clinical trial was performed at 5 paediatric cardiac centres. 3D mapping was used on all patients. After atrioventricular nodal re-entry tachycardia confirmation, patients were randomly assigned to either an anatomic-based approach or to a 3D mapping technique that assessed for low voltage, activation time, and propagation wave collision to select the initial ablation site. Patient and procedural characteristics were collected with up to a 2-year post-procedure follow-up.
Results:
In all, 70 patients were randomised: 37 within the voltage-propagation wave approach and 33 in the anatomic approach group. There was no significant difference between patient demographics or follow-up duration between groups. No significant difference was seen between duration of procedure, success rate, complications, or recurrences between techniques. There was a trend toward fewer ablation applications to initial success with the voltage-propagation technique (median of 2 vs 5). Conversely, there were significantly more total lesions placed for the voltage-propagation group. Typical atrioventricular nodal re-entry tachycardia trended towards fewer lesions to success and fewer recurrences than ablations for atypical atrioventricular nodal re-entry tachycardia or jump/echo.
Conclusion:
Both techniques demonstrated an excellent acute success rate and a low recurrence rate. Voltage-propagation mapping trended toward fewer ablations to initial success and did not prolong the procedure time. This paediatric study suggests that both a traditional anatomical technique and a voltage-propagation technique can provide excellent clinical outcomes, especially for typical atrioventricular nodal re-entry tachycardia.
Neuropsychological (NP) tests are multi-domain in execution. Reliance on a single score representing specific domains obscures the detection of subtle cognitive changes and increases risk of inaccurate assessment. Rooted in the Boston Process Approach (BPA), the Framingham Heart Study (FHS) captures multi-dimensional errors and process features within and across NP tests. We examined these BPA variables in community-dwelling older adults.
Methods:
We analyzed data from 2363 dementia-free participants aged 60 and above. Exploratory and confirmatory factor analyses used Kemeny covariance structures. Measurement invariance was estimated across age, sex, and education groups. We assessed the impact of demographics on latent factors, and the ability of these factors to predict future conversion to all-cause dementia. We trained machine learning (ML) models to compare NP and BPA data.
Results:
Participants were older adults (mean age 71.5 ± 8.7 years), primarily female (54.2%), and non-Hispanic White (96.5%). The bifactor model was the only model with adequate fit (CFI = 0.96, RMSEA = 0.03). General and specific factors captured ability for accurate and strategic responses, test-specific variance, and nuanced executive and semantic processes distributed across tests. Higher general ability and stronger verbatim story recall were associated with a reduced likelihood of developing all-cause dementia (general: OR = 0.15, 95% CI [0.12–0.86]; recall: OR = 0.24, 95% CI [0.23–0.90]) over a median of 5.2 years. With NP/BPA data, ML models identified >99% of 222 converters.
Conclusions:
This study highlights the strengths of NP/BPA data. Multidimensional cognitive features may enhance sensitivity to early changes predictive of incipient dementia.
To evaluate left ventricular geometry, haemodynamic load, and inflammatory markers with multisystem inflammatory syndrome in children.
Methods:
This retrospective study included paediatric patients with a prior diagnosis of multisystem inflammatory syndrome in children who underwent follow-up echocardiography, ambulatory blood pressure monitoring, and laboratory assessments.
Results:
Thirty patients (mean age 12.9 ± 5.0 years; 18 boys) were evaluated, including eight (26.7%) who had required an ICU stay during the acute phase. The median interval since the diagnosis of multisystem inflammatory syndrome in children was 48 months (interquartile range 47–50). Body mass index was positively correlated with left ventricular end-diastolic diameter (r = 0.577, p = 0.001), left ventricular end-systolic diameter (r = 0.522, p = 0.002), interventricular septal thickness (r = 0.565, p = 0.001), posterior wall thickness (r = 0.610, p < 0.001), and left ventricular mass (r = 0.594, p = 0.001). Body mass index z-score correlated with interleukin-6 (r = 0.415, p = 0.023), while lymphocyte count correlated inversely with left ventricular end-diastolic diameter (r = −0.559, p = 0.001) and left ventricular mass (r = −0.631, p < 0.001). Multivariate analysis identified lymphocyte count as the only independent predictor of left ventricular end-diastolic diameter [β = −0.492, 95% confidence interval = −0.589 to −0.078, p = 0.013].
Conclusions:
Four years after multisystem inflammatory syndrome in children, ventricular enlargement appears to reflect physiological scaling rather than persistent hypertrophy, supporting the need for continued long-term surveillance in this population.
Assessment for children with acquired brain injury (ABI) often includes measures of preinjury functioning; however, there is limited understanding of how social determinants of health (SDOH) are associated with preinjury measures. This study investigated the association of the Area Deprivation Index (ADI) with measures of preinjury functioning.
Methods:
196 caregivers of children with ABI completed the Adaptive Behavioral Assessment System-3rd Edition (ABAS-III), and 188 children with ABI completed the Wide Range Achievement Testing-4th Edition or 5th Edition word reading subtest (WRAT-Word Reading). Two linear regressions were performed: 1) ADI × WRAT-Reading and 2) ADI × ABAS-III.
Results:
The ADI demonstrated significant associations with the ABAS-III and WRAT-Reading scores. Children in lower deprivation areas demonstrated higher preinjury functioning and word reading scores.
Conclusions:
These findings have implications for recovery from brain injury, considerations for incorporating social determinants of health into neuropsychological evaluations, and implications for clinician interpretation of a child’s testing.
Our study evaluated a large language model (gpt-4o-mini) for surgical site infection (SSI) adjudication, achieving 100% sensitivity but 69.4% specificity. While reducing the manual screening workload by 66%, the agent generated many false positives, underscoring the need for refined models to improve specificity without compromising accuracy.
Pneumocystis jirovecii pneumonia is a serious opportunistic infection in immunocompromised individuals. Despite recognized person-to-person transmission and healthcare-associated outbreaks, optimal infection control strategies remain unclear. The COVID-19 pandemic led to the implementation of universal masking and physical distancing in hospitals, providing a unique setting to observe P. jirovecii transmission under stringent “droplet precaution”-like conditions. This study investigated healthcare-associated P. jirovecii transmission between June 2020 and November 2021.
Design:
Retrospective cohort study.
Setting:
One tertiary-care hospital in Montréal, QC, Canada.
Patients:
All patients with P. jirovecii pneumonia at our institution during that period.
Methods:
Cases were identified via laboratory data and chart review. P. jirovecii-positive samples underwent genotyping using multilocus sequence typing. A transmission map was constructed based on shared genotypes and spatiotemporal overlap of hospital visits within a defined window of potential exposure.
Results:
Twenty-eight P. jirovecii pneumonia cases were identified. Genotyping succeeded at providing a distinct sequence type (ST) in 21 cases, revealing 7 patients with shared genotypes (3 with ST52, 2 with STX7, 2 with ST19). The transmission map of 12 patients with shared or unknown genotypes revealed 34 same-day and 34 within-one-day contacts, exclusively within outpatient clinics and imaging facilities. Three spatiotemporal clusters of plausible healthcare-associated transmission were identified despite universal masking.
Conclusion:
The occurrence of plausible healthcare-associated P. jirovecii transmission despite stringent universal masking suggests that traditional “droplet precautions” alone may be insufficient to prevent spread, supporting airborne transmission. Infection prevention strategies may need to be expanded in high-risk settings and should account for airborne transmission.
The Woven EndoBridge (WEB) device has emerged as a promising option for treating wide-neck bifurcation aneurysms. This multicenter study aimed to evaluate the impact of postoperative aspirin (ASA) use on clinical and angiographic outcomes in patients treated with the WEB device.
Methods:
We conducted a retrospective multicenter study across 10 academic institutions, analyzing patients with ruptured or unruptured intracranial aneurysms treated with the WEB device.
Results:
A total of 225 patients were included, with 163 (72.4%) receiving postoperative ASA and 62 (27.6%) in the no antiplatelet (No AP) group. Before propensity score matching (PSM), the ASA group demonstrated significantly higher rates of excellent functional outcomes (mRS 0−1: 84% vs. 70%, p = 0.031) and lower mortality (3.3% vs. 13%, p = 0.014). Retreatment rates were also significantly lower in the ASA group (8.6% vs. 23%, p = 0.005). After PSM, 120 patients remained (74 ASA, 46 No AP). Retreatment rates remained significantly lower in the ASA group (5.4% vs. 24%, p = 0.003), whereas the other outcomes did not reach statistical significance after matching.
Conclusion:
Postoperative aspirin use following WEB device treatment for intracranial aneurysms was associated with significantly lower retreatment rates, without compromising functional outcomes or mortality rates. These findings support the potential role of aspirin in enhancing aneurysm stability. Further prospective studies are needed to confirm.
The interaction between 25-hydroxyvitamin D [25(OH)D] and physical activity (PA) in influencing hypertension remains underexplored. This study aimed to examine their independent and joint associations with hypertension risk among 5327 participants aged ≥ 50 years from the English Longitudinal Study of Ageing. Participants were categorised by 25(OH)D status (sufficient, ≥ 50 nmol/l; insufficient, ≥ 30 to < 50 nmol/l; deficient, < 30 nmol/l) and self-reported PA levels. Multivariable logistic regression, adjusting for the season of measurement and sociodemographic confounders, showed that sufficient 25(OH)D (OR = 0·66, 95 % CI 0·56, 0·78) and higher PA (OR = 0·82, 95 % CI 0·71, 0·94) were independently associated with reduced hypertension prevalence. In joint analyses, the group combining higher PA and sufficient 25(OH)D exhibited the lowest odds of hypertension (OR = 0·55, 95 % CI 0·43, 0·70) compared with the lower PA and deficient group. A significant synergistic interaction was identified, indicating that the combined protective effect of these factors was greater than the sum of their individual associations. These results were corroborated by Mendelian randomisation analysis, which identified inverse causal associations between genetically predicted 25(OH)D, vigorous PA and hypertension risk across independent datasets. These findings emphasise that vitamin D sufficiency acts in synergy with an active lifestyle to enhance cardiovascular protection. This relationship underscores the critical importance in nutritional science of integrating micronutrient status with PA to develop more effective, multifaceted lifestyle-based strategies for hypertension management in middle-aged and older populations.
Metabolic dysfunction-associated fatty liver disease (MAFLD) is emerging as the leading cause of chronic liver disease worldwide, with a spectrum ranging from simple steatosis to advanced fibrosis and cirrhosis. Its pathogenesis is multifactorial and involves genetic, metabolic, and gut microbiota factors. Gut microbiota, through the gut-liver axis, plays a crucial role in the progression of MAFLD. Here, we investigated the association between DI-GM, a novel metric reflecting diet-microbiota interactions, MAFLD, and liver fibrosis, with a focus on the mediating role of vitamins. Using data from 13,498 participants across seven NHANES cycles (2007–2018), we found that higher DI-GM scores, indicative of a healthier gut microbiota-promoting diet, were associated with a reduced prevalence of MAFLD (OR = 0.93, 95% CI = 0.88–0.99) and high-risk liver fibrosis (OR = 0.94, 95% CI = 0.90–0.98) in fully adjusted models. Notably, the relationship between DI-GM and MAFLD and the risk of liver fibrosis is largely mediated by specific vitamins and carotenoids, with vitamin C and cis-β-carotene emerging as key mediators. These findings suggest that dietary interventions targeting the gut microbiota and vitamin supplementation could offer new strategies for the prevention and management of MAFLD. Our study provides the first comprehensive evidence linking DI-GM to MAFLD and the risk of liver fibrosis, highlighting the potential of diet and nutrition to modulate metabolic liver diseases. Future research should focus on elucidating the underlying mechanisms and validating these findings through prospective studies and clinical trials.