Simple, Interpretable and Stable Method for Detecting Words with Usage Change across Corpora

International audienceThe problem of comparing two bodies of text and searching for words that differ in their usage between them arises often in digital humanities and computational social science. This is commonly approached by training word embeddings on each corpus, aligning the vector spaces, and looking for words whose cosine distance in the aligned space is large. However, these methods often require extensive filtering of the vocabulary to perform well, and-as we show in this work-result in unstable, and hence less reliable, results. We propose an alternative approach that does not use vector space alignment, and instead considers the neighbors of each word. The method is simple, interpretable and stable. We demonstrate its effectiveness in 9 different setups, considering different corpus splitting criteria (age, gender and profession of tweet authors, time of tweet) and different languages (English, French and Hebrew)

The global retinoblastoma outcome study : a prospective, cluster-based analysis of 4064 patients from 149 countries

DATA SHARING : The study data will become available online once all analyses are complete.BACKGROUND : Retinoblastoma is the most common intraocular cancer worldwide. There is some evidence to suggest that major differences exist in treatment outcomes for children with retinoblastoma from different regions, but these differences have not been assessed on a global scale. We aimed to report 3-year outcomes for children with retinoblastoma globally and to investigate factors associated with survival. METHODS : We did a prospective cluster-based analysis of treatment-naive patients with retinoblastoma who were diagnosed between Jan 1, 2017, and Dec 31, 2017, then treated and followed up for 3 years. Patients were recruited from 260 specialised treatment centres worldwide. Data were obtained from participating centres on primary and additional treatments, duration of follow-up, metastasis, eye globe salvage, and survival outcome. We analysed time to death and time to enucleation with Cox regression models. FINDINGS : The cohort included 4064 children from 149 countries. The median age at diagnosis was 23·2 months (IQR 11·0–36·5). Extraocular tumour spread (cT4 of the cTNMH classification) at diagnosis was reported in five (0·8%) of 636 children from high-income countries, 55 (5·4%) of 1027 children from upper-middle-income countries, 342 (19·7%) of 1738 children from lower-middle-income countries, and 196 (42·9%) of 457 children from low-income countries. Enucleation surgery was available for all children and intravenous chemotherapy was available for 4014 (98·8%) of 4064 children. The 3-year survival rate was 99·5% (95% CI 98·8–100·0) for children from high-income countries, 91·2% (89·5–93·0) for children from upper-middle-income countries, 80·3% (78·3–82·3) for children from lower-middle-income countries, and 57·3% (52·1-63·0) for children from low-income countries. On analysis, independent factors for worse survival were residence in low-income countries compared to high-income countries (hazard ratio 16·67; 95% CI 4·76–50·00), cT4 advanced tumour compared to cT1 (8·98; 4·44–18·18), and older age at diagnosis in children up to 3 years (1·38 per year; 1·23–1·56). For children aged 3–7 years, the mortality risk decreased slightly (p=0·0104 for the change in slope). INTERPRETATION : This study, estimated to include approximately half of all new retinoblastoma cases worldwide in 2017, shows profound inequity in survival of children depending on the national income level of their country of residence. In high-income countries, death from retinoblastoma is rare, whereas in low-income countries estimated 3-year survival is just over 50%. Although essential treatments are available in nearly all countries, early diagnosis and treatment in low-income countries are key to improving survival outcomes.The Queen Elizabeth Diamond Jubilee Trust and the Wellcome Trust.https://www.thelancet.com/journals/langlo/homeam2023Paediatrics and Child Healt

Inadvertent corneal pigmentation following cosmetic blepharopigmentation

Purpose: To present a case of inadvertent corneal pigmentation as a complication of cosmetic eyelid tattooing. Observations: A 63 year old woman presented with left eye redness and irritation 3 days after undergoing permanent eyeliner tattooing of her upper and lower eyelids. On ocular examination a black pigmentation of the nasal cornea in her left eye was observed, with associated conjunctival injection. Initial slit lamp attempts of pigment removal were unsuccessful. A surgical attempt to scrape the pigment in the stroma was only partially successful due to the penetration of pigment particles in between stromal lamellae. Microanalysis spectroscopy was performed on a specimen of pigment taken from the eyelashes in order to attain the chemical properties of the material and assist with further therapeutic strategy. The analysis revealed an organic inert nature of the material (mostly carbon and oxygen) and ruled out presence of dangerous components such as copper and lead. Due to minimal inflammatory reaction and the non-central location of the corneal pigmentation, the patient remained under close observation, treated with lubrication and no further interventions, until complete resolution by 6 weeks. Conclusions and importance: While the procedure of cosmetic blepharopigmentation is considered relatively safe, it bares many possible complications, ranging from mild dermal irritation to vision-threatening conditions. Our case of inadvertent keratopigmentation demonstrates the potential dangers of this procedure, and the importance of medical supervision and intervention in cases of complications. Vision preservation in this case was enabled by the midperipheral location of the pigment penetration. Keywords: Blepharopigmentation, Eyeliner tattoo, Keratopigmentation, Permanent makeu

An antimony(V) substituted Keggin heteropolyacid, H<SUB>4</SUB>PSbMo<SUB>11</SUB>O<SUB>40</SUB>: why is its catalytic activity in oxidation reactions so different from that of H<SUB>4</SUB>PVMo<SUB>11</SUB>O<SUB>40</SUB>?

n antimony(V) containing α-Keggin type acidic polyoxometalate, H4PSbMo11O40, was prepared by reacting NaMoO4, H3PO4 and Sb2O3 in the presence of aqua regia to appraise its reactivity compared to the well known vanadate analog, H4PVMo11O40. Characterization was by X-ray diffraction, MALDI-TOF MS, IR, UV–vis and 31P NMR spectroscopy. Catalytic redox reactions, such as oxidative dehydrogenation using O2 and N2O as terminal oxidants were studied and showed very different reactivity of H4PSbMo11O40 versus H4PVMo11O40. It was found by DFT calculations that in contrast to analogous H4PVMo11O40 where vanadium centered catalysis is observed, in H4PSbMo11O40 catalysis is molybdenum and not antimony centered