Types Of Frames Research Articles

Coverage matters: identifying and mitigating sampling frame issues in recreational fishing surveys

Abstract Surveys play an integral part in monitoring and maintaining sustainable recreational fisheries. For any probabilistic survey, the selection of a sampling frame (e.g., list of individuals or fishers) is an important decision because it influences the ability to provide unbiased estimates of recreational catch and effort. Undercoverage occurs when units of the target population (i.e., the population of interest) are missing from the frame population. This error can undermine the reliability of research advice generated from survey estimates. In this review, we: (i) define six sampling frame configurations that are commonly applied in probabilistic recreational fishing surveys; (ii) synthesise how coverage errors associated with each configuration have been addressed for marine recreational fisheries globally; (iii) outline approaches to identify and correct for coverage errors; and (iv) recommend how to future-proof coverage issues. In our six case studies, multiple types of undercoverage were identified and addressed to varying extents, depending on the characteristics of each fishery and type of sampling frame used. Generalised list frames (particularly phone lists) are arguably the most prone to undercoverage error. To assist in future-proofing surveys, we recommend: (1) considering coverage error during survey planning; (2) designing pilot surveys or scheduling concurrent surveys to evaluate and/or correct for potential bias; (3) recognising that coverage error often changes through time; (4) using technological or multi-frame approaches to mitigate coverage error; (5) considering model-based survey tools to correct for undercoverage; and (6) documenting the sampling frame and potential sources of coverage error in publications. These recommendations extend to inland recreational fisheries, commercial fishing surveys and fisheries-independent surveys. Graphical abstract

Outcome and process frames: Strategic renewal and capability reprioritization at the Federal Bureau of Investigation

AbstractResearch SummaryFraming is critical for leaders who must build support for strategic renewal. While research has concentrated on renewal that replaces one set of capabilities with another, we explore a distinctive challenge: how leaders persuade stakeholders to endorse the reprioritization of resources toward a capability set that must coexist with an existing one. Moreover, while research has focused on how leaders build employee support for renewal, we examine how to persuade those overseeing resource allocation. Our study analyzes Director Robert Mueller's 12‐year effort at the FBI—after the 9/11 terrorist attacks—to build up counterterrorism capabilities while maintaining existing law enforcement capabilities. We offer a novel distinction between outcome frames and process frames and discuss how each frame, sequenced properly, is relevant to strategic renewal.Managerial SummaryThis study examines how leaders can build support for strategic renewal when an organization must develop new capabilities while maintaining existing ones. We analyze how FBI Director Robert Mueller, in the wake of 9/11, used strategic communication—or framing—to persuade members of Congress overseeing the FBI's budget to support the development of new counterterrorism capabilities alongside its traditional law enforcement mandate. We highlight two types of frames: outcome frames (focused on what the organization seeks to achieve) and process frames (emphasizing how the organization operates). Our findings reveal that sequencing these types of frames is essential. By using outcome frames to address immediate concerns and shifting to process frames to resolve longer‐term tensions, leaders can build stakeholder support for complex resource reprioritization efforts.

Analyzing the fight for decency: Combining framing and emotional approaches to social movement theory

This article shows how two separate traditions of social movement studies can be combined to better understand the dynamics of collective action. It does so by integrating frame analysis with the emotional approach to social movements. It does so in studying the nationwide protests that took place in Slovakia in 2018, which forced the prime minister to resign. For frames to resonate with the public, they need to play on emotions. Although some scholars have pointed out that frames play on emotions, they have not offered any theory showing which emotions each type of frame needs to get resonance. In this article, we present a model that connects different emotions to different frames. This model can be applied to the study of all types of mass protests.

Rayleigh-type wave in thermo-poroelastic media with dual-phase-lag heat conduction

Purpose The purpose of this paper is to investigate the propagation of Rayleigh-type surface wave in a porothermoelastic half-space. This study addresses the impact of surface pores characteristics, specific heat, temperature, porosity, wave frequency, types of rock frame and types of pore fluids on the propagation characteristics of Rayleigh-type wave. Design/methodology/approach A secular equation is derived, based on the potential functions for both sealed and open surface pores boundary conditions at the stress-free insulated surface of the porothermoelastic medium. Findings Propagation characteristics (velocity, attenuation and particle motions) of Rayleigh wave are significantly influenced by boundary conditions (opened or sealed surface pores) and thermal characteristics of materials. Furthermore, the path of particles throughout the propagation of Rayleigh-type waves is identified as elliptical. Originality/value A numerical example is considered to examine the effect of thermal characteristics of materials on the existing Rayleigh wave’s propagation characteristics. Graphical analysis is used to evaluate the behavior of particle motion (such as elliptical) at both open and sealed surface of the porothermoelastic medium.

Analysis of the seismic behavior and comparison of the behavior factor of steel structures braced with centered and eccentric bars

Purpose The study of structures subjected to seismic action is important in countries with high seismicity. However, observation of the damage caused to these structures shows that they absorb much greater forces. The explanation lies largely in the energy dissipation mechanism. In particular, the structure’s overall behavior coefficient is “q”. The purpose of this study is to provide a method for evaluating the behavior factor and the comparison between two types of bracing of metal structures. Design/methodology/approach The aim is to provide a method for evaluating the overall behavior coefficient of structures braced with a centered bar system and an eccentric bar system and to carry out a comparative study between them. The work was carried out on three structures. The authors then estimated an average value for the “q” coefficient and a plastic hinge formation sequence was presented for each type. Findings As a result, the breaking of all structures is achieved by plasticization of the bars for centered bar bracing and by the formation of plastic hinges in the seismic eccentricity sections and then in the beams for eccentric bracing. The mean values of the behavior factors for centered and eccentric bar bracing are of the order of 3.5 and 2.5, respectively. The study showed that we are within the range recommended by Eurocode-8 in accordance with an average level of ductility. Originality/value The comparison between the types of bracing studied and the portal frame type shows that eccentric bar bracing is intermediate to the other two. This confirms the reliability of the study and is more dissipative than centered bar bracing.

“WHY DOES THE AIR SIREN WORK?”: HOW TELEGRAM CHANNELS IN UKRAINE USE OPEN SOURCE DATA ABOUT MILITARY DANGER FOR CONSTRUCTING KNOWLEDGE ABOUT THE WAR

Wars have always been mediated. However, the tools and techniques for mediation, facilitation, and creation of knowledge about the war have significantly changed in the last decade with the fast growth of new media and technologies. Understanding the details of military operations by civilians has become possible nowadays with social media and digital technology that change people's perception of war. This research focuses on Ukrainian Telegram channels that position themselves as open-source intelligence (OSINT) investigators and provide detailed information for civilians on types of missiles or drones in the air during the ongoing attack. They use information from military and open sources to facilitate the war for the general public and mediate the attacks. The paper explores how those Telegram channels became essential players in military communication during the active phase of the war in Ukraine. It also discusses the emergence of a new digital industry of monitoring the air in Ukraine for war participation and mediation. The research uses a digital ethnographic observation method to explore the ten most popular Ukrainian Telegram channels that provide information about attacks and examine types of messages, framing, wording, and other information-specificities for participatory warfare and constructing knowledge about the war. Also, textual and visual analysis of the messages and comments allows us to identify patterns in the work of those Telegram channels. This paper is a work in progress.

Impact of Message Framing on Consumer Decision Making in FMCG Industry

Framing effect refers to the cognitive bias in which decisions are made depending upon how information is being presented. It is crucial for a marketer to acknowledge how communication translates into behavior, and how the presentation of information can affect purchase decision making. This study focused on the fast-moving consumer goods (FMCG) industry, an industry with huge potential and considerable risks. The study aimed to observe and analyze the effectiveness of message framing on affecting consumers purchase decision making. This study utilizes a survey as the primary data collection tool with a total of 385 respondents. Logistic regression is used to determine the effect of types of frames, content of messages, and focus of frames on purchase decision making. Results indicated that message framing is proven to be effective in affecting Indonesian purchase decision making in the FMCG Industry. Types of frames do not significantly affect the effectiveness of framing on Indonesian consumers in the FMCG industry. However, the content of message and focus of frames do contribute to consumers' purchase decision making. It is recommended that marketers should understand other relevant factors of message framing including current industry practice, personal connection, and combination of frame types, content of messages, and focus of frames.

The richness of the stimulus: Constructional variation and development in child-directed speech

In a seminal study, Cameron-Faulkner et al. made two important observations about utterance-level constructions in English child-directed speech (CDS). First, they observed that canonical in/transitive sentences are surprisingly infrequent in child-direct speech (given that SVO word order is often thought to play a key role in the acquisition of English syntax). Second, they found that many CDS constructions are introduced by a lexical frame (such as Let’s. . ., There is . . ., or What do you . . .?). Using a much larger and more diverse dataset than Cameron-Faulkner et al., this study shows that CDS constructions vary with two important factors: (1) the interactive situation and (2) children’s age. While canonical in/transitive sentences are not particularly frequent in free toy play sessions, they are predominant in other social situations (e.g. during mealtimes and shared book reading sessions) and they increase in frequency as children get older. Furthermore, our data show that the different CDS constructions occur with different types of frames that vary in length and structure. Many CDS constructions include a short lexical frame consisting of one or two words, but questions are often introduced by extensive frames formed from a small set of lexical items that follow a power-law distribution. Considering these findings, we argue that the lexical and structural properties of CDS constructions are likely to facilitate the acquisition of English grammar and, in particular, the acquisition of questions.

Spraying Paint on Stonehenge: The Framing of Climate Change Protest by the Leading Anglophone Media

Abstract Anglophone mass media frequently cover climate change protest actions associated with damage to famous artifacts and heritage sites. The present article introduces a qualitative study whose purpose is to shed light on how the leading Anglophone mass media frame an incident of spraying paint on Stonehenge, a UNESCO-protected World Heritage Site in the United Kingdom (the UK), by two members of the environmental group Just Stop Oil. The study involved a corpus of news coverages of the incident by the leading Anglophone mass media. The corpus was analyzed using a qualitative framing methodology. The results of the framing analysis revealed that the incident of spraying paint on Stonehenge was communicated via several qualitatively different types of frames (e.g., A Disgraceful Act of Vandalism). The article further discusses the findings through the prism of an ecolinguistic approach to the media framing of contemporaneous climate change protest actions. The study’s conclusions indicate that climate change protest actions nowadays are increasingly related to culturally significant artifacts and, particularly, UNESCO-protected World Heritage Sites.

Perceptual Video Coding for Machines via Satisfied Machine Ratio Modeling.

Video Coding for Machines (VCM) aims to compress visual signals for machine analysis. However, existing methods only consider a few machines, neglecting the majority. Moreover, the machine's perceptual characteristics are not leveraged effectively, resulting in suboptimal compression efficiency. To overcome these limitations, this paper introduces Satisfied Machine Ratio (SMR), a metric that statistically evaluates the perceptual quality of compressed images and videos for machines by aggregating satisfaction scores from them. Each score is derived from machine perceptual differences between original and compressed images. Targeting image classification and object detection tasks, we build two representative machine libraries for SMR annotation and create a large-scale SMR dataset to facilitate SMR studies. We then propose an SMR prediction model based on the correlation between deep feature differences and SMR. Furthermore, we introduce an auxiliary task to increase the prediction accuracy by predicting the SMR difference between two images in different quality. Extensive experiments demonstrate that SMR models significantly improve compression performance for machines and exhibit robust generalizability on unseen machines, codecs, datasets, and frame types.

Resistance of eccentric braced steel frames against progressive collapse and overload factor

Due to the possibility of sudden removal of the main structural members, which are the results of various reasons such as fire and explosion, it is required to reduce the damage as much as possible via a comprehensive understanding of the structural behavior affected by members' failure. The degree of damage directly depends on the type of lateral and gravity load resisting system. The present study intends to explore progressive failure in nine six-story five-bay steel frames with three types of eccentric braced frames. These braced frames were performed by nonlinear time history analysis. The structural behavior and failure progress against the omission scenario of column and braces with different arrangements were analyzed. Then, since the preliminary analysis cannot predict the residual strength of frames against progressive failure, vertical incremental dynamic analysis is utilized to determine the overload factor. The results of the analysis showed that the removal of the middle columns set the stage for more critical situation compared to the corner columns. Also, if the removal scenario occurs in the higher stories, the probability of starting failure from the braces will be more than that of columns.

The Effect of Seeing Paintings or Photojournalistic Images Depicting Refugees on Their Infrahumanisation

Abstract Images are powerful cultural agents that can inform, shape and change the attitudes and behaviours of viewers. The ways in which marginalised groups are depicted in photographs shape people's attitudes towards them. For example, viewing photojournalistic images portraying refugees in large rather than small groups results in the infrahumanisation of refugees. However, the impact of artworks vs photojournalistic images depicting refugees on their infrahumanisation remains a key and unexplored topic. In this pre-registered study, we investigated whether viewing different types of visual images (e.g., paintings vs photographs) of refugees using distinct visual framings (e.g., large or small groups) influences viewers' infrahumanisation of refugees and the intensity and valence of the viewers' felt emotions. Contrary to our predictions, no evidence was found for an effect of visual framing (large vs small groups) and different image types (paintings vs photos) portraying refugees on their infrahumanisation. Moreover, and in line with our predictions, photojournalistic images were evaluated as more emotionally intense than paintings, whereas paintings rather than photojournalistic images engaged more positive emotions, demonstrating that different types of images involve distinct affective responses. Furthermore, exploratory findings revealed that increased positive appraisals of photojournalistic images depicting small groups rather than large groups led to greater humanisation of refugees. This suggests that positive emotions can decrease the infrahumanisation of marginalized groups, particularly when these are evoked by photojournalistic images. Overall, these findings shed new light on the effects of audience exposure to different forms of visual representation and their social and emotional consequences.

Review of the NRC Canada studies on fire resistance of floor assemblies: Results, design guidelines and research gaps

AbstractThe National Research Council Canada conducted two major fire resistance studies on floor assemblies over the past two decades. Despite the publication of the experimental results, there is a lack of suggested guidelines for design practitioners and gaps for future research. Thus, this paper comprehensively reviews the fire resistance results of 85 full‐scale floor tests, suggests design guidelines, and identifies research gaps. These efforts aim to enhance the understanding and support the potential improvement of the fire performance of floor assemblies. The review of the results covers the impact of various design parameters on the fire resistance of floor assemblies, such as framing type and spacing, insulation type, subfloor configuration, resilient channel spacing, number of gypsum board layers, and screw spacing from the board edge. Although the interaction of these factors is complex, some of them play significant roles in determining the overall fire resistance of floor assemblies. For instance, rock and cellulose insulation outperformed glass fibre, a wider resilient channel spacing lowered fire resistance, whilst an increased distance of screws from the board edge improved the fire resistance. More importantly, detailed explanations are provided for the influences these parameters exert on fire resistance. Following this detailed examination of the results, design guidelines are provided for practitioners' consideration. A comparison is made between the experimental results and predictions from the component additive methods in the Canadian and Euro Codes, demonstrating that both methods yield conservative results. Finally, this paper concludes by identifying research gaps and providing recommendations for future investigations, including the necessity of experimental studies on floor assemblies with new design configurations and the promising role of machine learning in fire resistance evaluation.

Transmission of MRSA, ESBL E. coli, and C. difficile within a tertiary care hospital and across surrounding facilities in Japan: a molecular epidemiological study with the PCR-based Open-reading frame typing.

To determine the regional impact of transmission of multidrug-resistant organisms (MRDOs) and Clostridioides difficile (C. difficile) among a tertiary care hospital and surrounding facilities including long-term care facilities (LTCFs). Retrospective cohort study. Patients admitted to a tertiary care hospital from July 2019 to July 2021 were recruited if their clinically collected cultures grew the following pathogens: Methicillin-resistant Staphylococcus aureus (MRSA), Extended-Spectrum Beta-Lactamase (ESBL) producing Enterobacterales, Pseudomonas aeruginosa with difficult-to-treat resistance, Carbapenem-resistant Enterobaterales, Vancomycin-resistant Enterococci, and C. difficile. Patient characteristics including admission and discharge pathway were collected. For the isolates of MRSA, ESBL-producing Escherichia coli (E. coli), and C. difficile, a molecular epidemiological analysis was conducted, utilizing the PCR-based Open-Reading Frame Typing (POT) method. Three hundred-five patients were identified with a total of 332 culture specimens of the target pathogens. The top three were 132 MRSA isolates (43.3%, out of 305), 97 ESBL E. coli (31.8%), and 32 ESBL Enterobacterales (non-E. coli) (10.5%). The target pathogens were more detectable within 3 days among patients admitted from LTCFs or other hospitals than those admitted from home (Odds Ratio 4.6, 95% confidence interval 2.8-7.6, p-value < 0.001). The molecular epidemiological analysis suggested the transmissions of MRSA, ESBL E. coli and C. difficile occurred 52 out of 111 patients within the in-hospital environment, and 7 out of 128 within the prehospital environment, respectively. MDROs/C. difficile transmission is prevalent within a tertiary care hospital and further complicated by its inter-facility transmission across surrounding LTCFs and hospitals in Japan.

Exploring construal level matching effects: focusing on descriptive norms and temporal framing in environmental cause-related communication contexts

PurposeTo enhance the effectiveness of environmental cause-related marketing (CRM) message design, this study identifies two key factors: descriptive social norms (provincial vs general) and temporal framing (near-future vs distant-future). Drawing upon construal level theory, it examined the synergy between the type of social norms and suitable temporal framing, matched at similar construal levels, to optimize CRM’s impact by positively influencing consumer purchase intentions and engagement in environmentally sustainable behaviors.Design/methodology/approachA full factorial 2 × 2 online experiment was conducted.FindingsThe findings showed that aligning message elements at a low level of construal significantly increases message persuasiveness, enhancing purchase intentions and pro-environmental behaviors. Conversely, matching elements at high levels of construal does not necessarily lead to synergistic effects. Notably, misaligned message elements – where one operates at a higher construal level and the other at a lower level – can generate cognitive resistance, potentially leading to adverse backlash effects. Messages that paired provincial norms with distant future framing were deemed least persuasive, resulting in diminished purchase intentions and pro-environmental behaviors.Originality/valueThis study refines approaches in environmental CRM by illustrating that descriptive social norms alone do not achieve desired impacts. It emphasizes aligning message elements at a low construal level to boost effectiveness and synergistic outcomes. The research also highlights a need to critically reassess matching effects at higher construal levels, thus enriching environmental CRM message strategies.

What is the embodied CO2 cost of getting building design wrong?

Today, carbon and cost-efficient construction are well matched. However, in the future, as steel production is increasingly done from recycled scrap in electric arc furnaces (EAFs) and concrete mix design is improved, the current balance of CO[Formula: see text] impacts and costs can be altered. When this happens, structural designers need to update their design strategies, and incentives must be put in place to retain the alignment between environmental impact and cost. Here, I assess the potential of carbon taxation to improve the structural design. I also assess the discrepancy in embodied carbon outcomes if construction costs remain constant, but the embodied carbon of materials is varied. Finally, I look at the effect of an early-stage design tool, PANDA, on embodied carbon outcomes of real projects. I find that carbon taxes need to be extremely high to have an effect, and that this effect is limited to certain types of frames. Embodied carbon in construction can become disconnected from costs if the embodied carbon of materials varies heterogeneously. Finally, novel design tools can help designers substantially improve the embodied carbon of their design. This happens despite the absence of a significant monetary incentive to that effect.This article is part of the discussion meeting issue 'Sustainable metals: science and systems'.

Intertextual frames: features and types of intertextual frames (on the material of fictional texts)

Since its initial conceptualisation, the term 'intertextuality' has been the subject of considerable discussion and analysis. However, there are several aspects of intertextuality that have yet to be extensively examined. This study is devoted to the examination of intertextual frames, which represent a significant yet understudied area within the field of intertextuality. The focus of this research is an investigation into the distinctive characteristics of intertextual frames, conducted through a frame analysis of literary works. The principal objective of this study is to provide substantiation for the characteristics of intertextual frames and their diverse manifestations. The dearth of research on this topic not only underscores its significance but also constrains the number of studies that can serve as a foundation for further investigation. This paper draws upon the study conducted by M. E. Panagiotidou as a primary source. It is important to note, however, that the methodology employed in this study differs significantly from that used in the seminal study. Moreover, this study can be divided into two distinct parts: theoretical and practical. In addition to the theoretical information pertaining to the utilisation of the term, the paper presents an analysis of the potential intertextual frames that may exist for the Russian poet S. A. Yesenin's poem, 'A Letter to Sister'. This study diverges from existing research in that it investigates the potential for intertextual frames to emerge between a native speaker and a non-native language user. Furthermore, the originality of the study is underscored by an investigation of the diverse attributes that shape the formation of intertextual frames. The findings have implications for a multitude of academic disciplines, including linguistics, comparative linguistics, translation studies, text linguistics, and cognitive linguistics. It is anticipated that this study will pave the way for further research on this topic.

Molecular epidemiology and clinical characteristics of Staphylococcus aureus bacteremia in Japanese adults

IntroductionStaphylococcus aureus bacteremia (SAB), especially when caused by methicillin-resistant S. aureus (MRSA), is of considerable clinical importance. In recent years, the proportion of MRSA among S. aureus has decreased, and a relative increase in the proportion of methicillin-susceptible S. aureus (MSSA) has been observed. It is therefore necessary to consider both MRSA and MSSA when assessing the microbiological and clinical significance of SAB. Materials and methodsWe included SAB cases from the Nara Medical University Hospital between January 2015 and February 2017. We performed drug susceptibility testing, toxicity gene analysis, multilocus sequence typing (MLST), and polymerase chain reaction-based open reading frame typing (POT) of stored strains to integrate clinical and bacteriological characteristics. ResultsThere were 90 cases during the experimental period (42 MRSA and 48 MSSA), with 30-day mortality rates of 19 % for MRSA and 10.4 % for MSSA. Deaths were more frequently complicated by septic shock and disseminated intravascular coagulation. MLST studies showed that ST8, ST764, ST1, and ST15 were prevalent in the MRSA group, whereas ST5, ST188, and ST12 were prevalent in MSSA. Infective endocarditis cases had a long time from onset to the initiation of effective antimicrobials and were all MSSA. MLST and POT results correlated well, and POT appeared to have better discriminatory power. ConclusionsThe severity and mortality of SAB, along with the microbiological characteristics of causative isolates, vary by location and time. Continued studies integrating clinical and microbiological investigations are thus needed.

Seismic behavior of base isolated precast frame

The performance of the base-isolated precast frame is examined for both near-field and far-field earthquakes. For comparison, the corresponding base isolated monolithic frame is analyzed. The frames are isolated using a friction pendulum system (FPS), which is appropriately designed to take up the vertical load coming on the frames. The same isolators are provided for the monolithic and precast frames. Two types of precast frames are considered, namely frames with emulated and non-emulated connections. An ensemble of 7 different earthquakes is used for each type of earthquake to obtain the average responses, which include maximum base shear, maximum acceleration, maximum top story displacement, and maximum inter-story drift ratio (MIDR). SAP2000 is used for the non-linear time history analysis of the frames for different earthquakes. The studies are made for three levels of PGA, namely 0.4 g, 0.6 g, and 0.8 g. The study shows that a significant reduction in base shear, top story displacement and MIDR is achieved by base isolating the precast frames. However, the corresponding base isolated monolithic frame offers more reductions in response especially for MIDR. Of the two types of precast frames, the one with emulated connection shows marginally higher reductions of response as compared to the non-emulated connection. Further, the percentage reductions in responses in main shock and after shock remain almost the same for all cases.

The translatome of glioblastoma.

Glioblastoma (GB), the most common and aggressive brain tumor, demonstrates intrinsic resistance to current therapies, resulting in poor clinical outcomes. Cancer progression can be partially attributed to the deregulation of protein translation mechanisms that drive cancer cell growth. In this study, we present the translatome landscape of GB as a valuable data resource. Eight patient-derived GB sphere cultures (GSCs) were analyzed using ribosome profiling and messenger RNA (mRNA) sequencing. We investigated inter-cell-line differences through differential expression analysis at both the translatome and transcriptome levels. Translational changes post-radiotherapy were assessed at 30 and 60 min. The translation of non-coding RNAs (ncRNAs) was validated using in-house and public mass spectrometry (MS) data, whereas RNA expression was confirmed by quantitative PCR (qPCR). Our findings demonstrate that ribosome sequencing provides more detailed information than MS or transcriptional analyses. Transcriptional similarities among GSCs correlate with translational similarities, aligning with previously defined subtypes such as proneural and mesenchymal. Additionally, we identified a broad spectrum of open reading frame types in both coding and non-coding mRNA regions, including long non-coding RNAs (lncRNAs) and pseudogenes undergoing active translation. Translation of ncRNAs into peptides was independently confirmed by in-house data and external MS data. We also observed that translational regulation of histones (downregulated) and splicing factors (upregulated) occurs in response to radiotherapy. These data offer new insights into genome-wide protein synthesis, identifying translationally regulated genes and alternative translation initiation sites in GB under normal and radiotherapeutic conditions, providing a rich resource for GB research. Further functional validation of differentially expressed genes after radiotherapy is needed. Understanding translational control in GB can reveal mechanistic insights and identify currently unknown biomarkers, ultimately enhancing the diagnosis and treatment of this aggressive brain cancer.