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Isobel, from Congleton, will be performing as part of the Children In Need choir on Friday.

Aim/Purpose: This study presents a novel deep learning-based framework designed to enhance spontaneous micro-expression recognition by effectively increasing the amount and variety of data and balancing the class distribution to improve recognition accuracy. Background: Micro-expression recognition using deep learning requires large amounts of data. Micro-expression datasets are relatively small, and their class distribution is not balanced. Methodology: This study developed a framework using a deep learning-based model to recognize spontaneous micro-expressions on a person’s face. The framework also includes several technical stages, including image and data preprocessing. In data preprocessing, data augmentation is carried out to increase the amount and variety of data and class balancing to balance the distribution of sample classes in the dataset. Contribution: This study’s essential contribution lies in enhancing the accuracy of micro-expression recognition and overcoming the limited amount of data and imbalanced class distribution that typically leads to overfitting. Findings: The results indicate that the proposed framework, with its data preprocessing stages and deep learning model, significantly increases the accuracy of micro-expression recognition by overcoming dataset limitations and producing a balanced class distribution. This leads to improved micro-expression recognition accuracy using deep learning techniques. Recommendations for Practitioners: Practitioners can utilize the model produced by the proposed framework, which was developed to recognize spontaneous micro-expressions on a person’s face, by implementing it as an emotional analysis application based on facial micro-expressions. Recommendation for Researchers: Researchers involved in the development of a spontaneous micro-expression recognition framework for analyzing hidden emotions from a person’s face are playing an essential role in advancing this field and continue to search for more innovative deep learning-based solutions that continue to explore techniques to increase the amount and variety of data and find solutions to balancing the number of sample classes in various micro-expression datasets. They can further improvise to develop deep learning model architectures that are more suitable and relevant according to the needs of recognition tasks and the various characteristics of different datasets. Impact on Society: The proposed framework could significantly impact society by providing a reliable model for recognizing spontaneous micro-expressions in real-world applications, ranging from security systems and criminal investigations to healthcare and emotional analysis. Future Research: Developing a spontaneous micro-expression recognition framework based on spatial and temporal flow requires the learning model to classify optimal features. Our future work will focus more on exploring micro-expression features by developing various alternative learning models and increasing the weights of spatial and temporal features.

Interview: Imprisoned politician Josep Rull awaits trial for rebellion

THE IRISH TIMES

By GUY HEDGECOE

Decembre 20, 2018

In early November 2017, Josep Rull, the former Catalan minister for territory and sustainability, posted the following on his Twitter account: “If you see this tweet then I’ve been jailed for being loyal to the ballot box.”

More than 13 months later, Rull (50) is still in prison, although he was released on bail for several weeks earlier this year. He and 17 other pro-independence leaders are awaiting trial for their alleged role in Catalonia’s failed bid for independence last year and nine of them are in custody. At the beginning of December, Rull and three others – Jordi Sànchez, Jordi Turull and Joaquim Forn – began a hunger strike at Lledoners prison where they are being held.

Their protest is driven by the fact that they remain in jail even though their trial has no scheduled date. They also argue that the Spanish judiciary has deliberately blocked appeals they have made in order to prevent their complaints from reaching the European Court of Human Rights.

“I want my case – and those of my colleagues – to reach the European courts,” Rull told The Irish Times, in a written interview carried out via email. “But the Spanish courts put up obstacles because they fear being undermined by a truly impartial and independent judiciary.”

The Catalan government says Rull has lost 7kg since beginning the strike. Yet the quartet who are carrying out the action appear to have embarked on it with caution. Jordi Sànchez told a radio interviewer recently: “I don’t want to be the Catalan Bobby Sands.” He added: “We haven’t gone crazy. We’re not going to immolate ourselves.”

Reoffending

The supreme court says it was keeping Rull and the other prisoners in custody in order to prevent them from reoffending and from fleeing the country, as former Catalan president Carles Puigdemont and several others did.

The independence movement has sought to place the nine imprisoned leaders, who also include former Catalan vice-president Oriol Junqueras, at the centre of Spain’s ongoing territorial crisis. It argues they are political prisoners being punished for their views, not their actions.

Rull says that he is “in jail for fulfilling the mandate expressed by Catalan society in democratic elections: calling a referendum and applying its result”, a reference to the outlawed independence vote held in October 2017, during which police attacked many Catalans as they attempted to cast their vote.

As for the upcoming trial, Rull says that the guilt of the defendants is a foregone conclusion. If he is found guilty, he could face a jail sentence of up to 16 years for rebellion, sedition and misuse of public funds. Junqueras faces a possible 25-year sentence.

“Our trial does not have the objective conditions necessary to make it trustworthy,” Rull says, adding that after the verdict he will appeal to the European judiciary. “I want to take the opportunity to show how this trial is designed [by Spain] to serve as a lesson to those who want independence, with the aim of making them give up their desire for freedom.”

Recent controversies

A string of recent controversies within the Spanish judiciary – including some affecting the supreme court – has helped fuel such criticism, despite the insistence of the central government and others that the trial will be fair.

Yet while the hunger strike seeks to draw international attention to the Catalan issue, it also seems to have underlined divisions within the independence movement. The four prisoners carrying out the protest are all members of the Together for Catalonia (JxCat) parliamentary group, whose relationship with the Catalan Republican Left (ERC), which represents four of the other prisoners, has been deteriorating.

On Wednesday, five former Catalan presidents, including Carles Puigdemont, were among those who appealed to the hunger strikers to call off their action in order to safeguard their health.

Rull, however, denies that the strike could make relationships within the independence movement worse.

“The movement is broad and diverse,” he says. “It’s not necessary for us all to do the same thing because we all respect the peaceful actions of others.”  

Yet the movement’s unity is clearly under pressure and the Catalan president, Quim Torra of JxCat, is struggling to balance the political demands of his post with the need to remain popular among grassroots activists. His recent praise for the Slovenian route to independence, which saw dozens of people killed in 1991, has been seen as a mistake by many, including some allies.

Unimpressed

But Rull insists that blame for the lack of improvement in relations between Madrid and Catalonia lies squarely with Spain’s Socialist prime minister, Pedro Sánchez. His efforts to reduce tensions by taking a series of measures aimed at normalising the relationship with the region have left pro-independence Catalans unimpressed.

“[The] Spanish government should take much bolder steps in order to be able to embark on an effective process of political dialogue, which is the only way of finding solutions to the conflict,” Rull says.

Yet it is the political right that appears to have been emboldened, demanding that Sánchez reintroduce direct rule in Catalonia. Meanwhile, the leader of the conservative Popular Party (PP), Pablo Casado, has dismissed the hunger strike as a “high-protein diet”.

Reckless response

There is speculation in many quarters that if Spain’s political turmoil continues, resulting in a reckless response to the Catalan crisis by Madrid, it could benefit the independence movement, which already casts itself as the victim of an undemocratic state.

“There are, without a doubt, pro-independence Catalans who think like that, but I’m not one of them,” says Rull.

“Anyway, the ones who benefit most from the tensions between Catalonia and Madrid are not the Catalan [pro-independence] parties but rather the Spanish parties which share the vision of Spain that the Franco regime had.”

© 2018 irishtimes.com

The Boston Red Sox need an ace above all other things before the 2025 campaign, but they could use multiple veteran pitching additions. Boston's rotation is relatively young and inexperienced. Tanner Houck and Kutter Crawford are both 28 years old and Brayan Bello is only 25. Lucas Giolito is expected to join Boston's rotation in 2025, as he was meant to do last year before his UCL repair surgery.

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Holiday Inn Express Aberdeen Airport - 41 GBP on Oct 3, 4, 10, 11, 17, 18 of 2025 https://www.ihg.com/holidayinnexpress/hotels/us/en/aberdeen/abzig/hoteldetail Image: Image:

Holiday Inn Express: Antrim - M2, Jct.1 - As low as 13,000 Points or 49GBP per night at the end of the schedule (late October 2025). Usually an average of 30123 points per night or 112.30 GBP per night. ...

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The new collection is inspired by the countryside and includes eight distinct patterns. 

Inspired by this thread (https://www.flyertalk.com/forum/communitybuzz/2173647-lupine-racing-baltic-brutal-race-2-9-august-2025-a.html) from JapesUK for the August Baltic Brutal race to Tallinn, and the wonderful trip report...

The post Official Development Assistance: Global Innovation Fellowships (Expressions of interest must be submitted by 6 Nov) was curated by information for practice.

Current Directions in Psychological Science, Ahead of Print. Conspiracy theories have been treated mostly as a homogeneous phenomenon in empirical research. However, to fully understand their causes and consequences, a multifaceted approach to conspiracy theories would be useful. Here, we propose an organizational framework with three facets (groups, ideology, and status) to conceptualize conspiracy theories. […]

The post Conspiracy Theories: Groups, Ideology, and Status as Three Distinct Bases for Expressions in Society was curated by information for practice.

The post CfP: Patient preferences in psychotherapy (Deadline for expressions of interest: Oct 31) was curated by information for practice.

The post Call for expressions of interest: Director – IDPC Board of Directors (Deadline 1 Nov) was curated by information for practice.

The post Call for expression of interest: National Centre for Research Methods (NCRM) was curated by information for practice.

The post NIHR Global Health Mentoring Programme Research PILOT – Mentor Expression of Interest was curated by information for practice.

French artist JR gave a wonderfully detailed tour of the L’Observatoire Suite he designed for the Venice Simplon Orient Express.

[International] :
South Korea, the United States and eight other countries have expressed “grave concerns” about the deployment of North Korean troops to Russia, saying Pyongyang’s direct support for Moscow’s war in Ukraine would be a “dangerous” expansion of the conflict. The top diplomats of ten countries and ...

[more...]

Did you feel the earth move? Mini-earthquake recorded on Shropshire/Staffordshire border  Express & Star

Sorghum, a short-day tropical plant, has been adapted for temperate grain production, in particular through the selection of variants at the MATURITY loci (Ma1–Ma6) that reduce photoperiod sensitivity. Ma3 encodes phytochrome B (phyB), a red/far-red photochromic biliprotein photoreceptor. The multi-domain gene product, comprising 1178 amino acids, autocatalytically binds the phytochromobilin chromophore to form the photoactive holophytochrome (Sb.phyB). This study describes the development of an efficient heterologous overproduction system which allows the production of large quantities of various holoprotein constructs, along with purification and crystallization procedures. Crystals of the Pr (red-light-absorbing) forms of NPGP, PGP and PG (residues 1–655, 114–655 and 114–458, respectively), each C-terminally tagged with His6, were successfully produced. While NPGP crystals did not diffract, those of PGP and PG diffracted to 6 and 2.1 Å resolution, respectively. Moving the tag to the N-terminus and replacing phytochromobilin with phycocyanobilin as the ligand produced PG crystals that diffracted to 1.8 Å resolution. These results demonstrate that the diffraction quality of challenging protein crystals can be improved by removing flexible regions, shifting fusion tags and altering small-molecule ligands.

Bacterial ABC toxin complexes (Tcs) comprise three core proteins: TcA, TcB and TcC. The TcA protein forms a pentameric assembly that attaches to the surface of target cells and penetrates the cell membrane. The TcB and TcC proteins assemble as a heterodimeric TcB–TcC subcomplex that makes a hollow shell. This TcB–TcC subcomplex self-cleaves and encapsulates within the shell a cytotoxic `cargo' encoded by the C-terminal region of the TcC protein. Here, we describe the structure of a previously uncharacterized TcC protein from Yersinia entomophaga, encoded by a gene at a distant genomic location from the genes encoding the rest of the toxin complex, in complex with the TcB protein. When encapsulated within the TcB–TcC shell, the C-terminal toxin adopts an unfolded and disordered state, with limited areas of local order stabilized by the chaperone-like inner surface of the shell. We also determined the structure of the toxin cargo alone and show that when not encapsulated within the shell, it adopts an ADP-ribosyltransferase fold most similar to the catalytic domain of the SpvB toxin from Salmonella typhimurium. Our structural analysis points to a likely mechanism whereby the toxin acts directly on actin, modifying it in a way that prevents normal polymerization.

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The new bereavement gift registry empowers mourners to voice their needs and gives supporters the chance to provide them with a gift they truly need

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The Message: Don't Keep it to Yourself – Share It

TeeStitch Apparel introduces its eco-friendly streetwear collection, offering exclusive global artist designs on sustainable, 100% organic cotton garments.

When investigating how we frame technology in the design process,... more

Although JavaScript regexes used to be underpowered compared to other modern flavors, numerous improvements in recent years mean that’s no longer true. Steven Levithan evaluates the history and present state of regular expressions in JavaScript with tips to make your regexes more readable, maintainable, and resilient.

Get 20-60% off Logo Package Express with our exclusive discount coupon code. This Adobe Illustrator extension automates the exporting & sorting of logo files.

Agricultural growth key to accelerated poverty reduction in Bangladesh (Financial Express)

Senior research fellow and country representative, Akhter Ahmed writes in an op-ed for the Financial Express (Bangladesh) that the country “has witnessed substantial economic growth over the past decade, with an average annual gross domestic product (GDP) growth of 6.6 per cent between 2016 and 2022. Notably, the country experienced a 3.4 per cent increase in GDP in 2020, making Bangladesh one […]

The post Agricultural growth key to accelerated poverty reduction in Bangladesh (Financial Express) appeared first on IFPRI.

Proteomics analysis reveals the differential protein expression of female and male adult Toxocara canis using Orbitrap Astral analyzer  Infectious Diseases of Poverty - BioMed Central

Decrypting the molecular basis of cellular drug phenotypes by dose-resolved expression proteomics  Nature.com

Optimizing differential expression analysis for proteomics data via high-performing rules and ensemble inference  Nature.com

The Illinois Department of Transportation (IDOT), the Chicago Transit Authority (CTA), and the Chicago Metropolitan Planning Agency (CMAP) are partnering to create a unified approach and advance progress on this critical multi-modal corridor with a commitment to improving mobility, accessibility and quality of life for motorists, transit riders, residents and corridor communities.