Digital Commons Network^™

Unified Dynamic User State Vector With Cross-State Conflict Resolution For Recommendation Ranking, Anonymous

Defensive Publications Series

Systems and methods are disclosed for recommendation ranking using a unified, explicitly decomposed user psychological state vector. A coordination layer loads per-user state values including mood, trust, cognitive mode, topic-indexed satiation, and topic-indexed curiosity, constructs explicit cross-state interaction features (including trust×curiosity, mood×satiation, mode×satiation, and trust×mood), and provides these to a ranking model to compute base scores for candidate items. A conflict resolution engine detects contradictory ranking actions implied by different state dimensions and applies a dominance hierarchy with cascading hard and soft constraints, including mood-based content suppression and trust-gated exploration as hard constraints and satiation discounting as a soft constraint. …

Parasocial Relationship Lifecycle Modeling For Creator Recommendations With Phase-Specific Ranking Strategies, Anonymous

Defensive Publications Series

Techniques are described for recommending creator content using parasocial relationship lifecycle modeling. Interaction data are used to compute signals for each user-creator pair including cross-topic engagement consistency, engagement differential versus other creators within the same topics, and catalog coverage. A pair may be classified as parasocial based on thresholding these signals. A state machine assigns a lifecycle phase selected from discovery, rising attachment, peak attachment, fatigue, recovery, and disengagement using engagement level and engagement trends over time. Per-request ranking applies phase-specific strategies and exposure limits, selects a diversity dimension between topic diversity and creator diversity based on whether the user …

Object Redaction For High-Resolution Images Using Geometrically Aligned Generative Patches, Mira Leung

Defensive Publications Series

Redacting objects from high-resolution, wide-aspect-ratio images, such as panoramas, can be challenging, as certain automated methods may introduce resolution degradation, unpredictable cropping, or visual artifacts. Systems and methods can utilize an iterative pipeline that combines object detection with constrained generative inpainting and geometric alignment. A process may, for example, identify and mask target objects, provide a version of the image with blurred masked areas to a generative model for inpainting, and then geometrically align the generative model's output to correct for distortions. The aligned output can be used as a patch, selectively compositing the generated content into the masked regions …

Are Combat Athletes Different Sleepers? A Pittsburgh Sleep Quality Index-Based Comparative Survey Across Athletic Populations, Zofia Tkocz, Małgorzata Hołda Dr, Michał Spieszny, Adam Zając, Robert Trybulski, Aleksandra Filip-Stachnik

Baltic Journal of Health and Physical Activity

Background: Sleep plays an important role in athletic performance, recovery, and cognitive function. The aim of this study was to compare sleep quality and selected sleep-related  variables in combat sports athletes and athletes from other sport disciplines . Materials and Methods: Ninety-eight competitive athletes participated in the study, including 52 combat sports athletes and 46 athletes  representing other sport disciplines. Sleep quality was assessed using the modified Pittsburgh Sleep Quality Index (PSQI) with a weekly recall period, global PSQI score and additional  variables, such as sleep duration, sleep latency, and habitual sleep-wake times, were analyzed using general linear models adjusted …

Regarding World(S): A Review Of Elisha Cohn’S Milieu: A Creaturely Theory Of The Contemporary Novel (2025) And Daniel Wright’S The Grounds Of The Novel (2024), Katarzyna Bartoszyńska

CLCWeb: Comparative Literature and Culture

No abstract provided.

World Literature According To Its Poster Children, Jernej Habjan

CLCWeb: Comparative Literature and Culture

Some of the most influential pronouncements on world literature have been made by the kind of authors who are most likely to emerge as representatives of world literature once we agree on a definition, including Goethe, the young Marx, Tagore, Gorky, Hesse, Kundera, and the distinguished signatories of the manifesto for a world-literature in French. Breaking out of this vicious circle by referring to the authority of pure theorists of world literature is not the solution, as this would only pull us into a new vicious circle where most of these theorists would mostly remind us of the names that …

A Crisis For Utopia: Jameson, The Collective, And The Future Of World Literature, Trevor Jackson

CLCWeb: Comparative Literature and Culture

Working with Fredric Jameson’s influential discussions of utopia and world literature, the essay suggests that the prospect of utopia is frightening and also possibly boring insofar as it threatens to drain away the already waning possibility of experience in a postmodern, globalized world. In this world, resentment of the present seems to go hand in hand with a nostalgia for a fictitious past, underscoring the difficulty of conceptualizing new social, cultural, and economic arrangements. Viewing world literature as a possible source of a new utopian thought, a utopia unlimited to its contemporary dystopian guises, the essay retraces Jameson’s pronouncements on …

An Arc Stretched Between East And West: World (Or Universal?) Literature In Maxim Gorky’S Publishing Utopias, Francesca Lazzarin

CLCWeb: Comparative Literature and Culture

The Vsemirnaia Literatura publishing house was founded in Petrograd by Maxim Gorky less than a year after the October Revolution. Aligned with the objectives of the new regime, its mission was to translate and publish a substantial body of European and Asian poetry and prose, thereby contributing to the broad cultural education of the emerging Soviet generations. These ambitions clearly reflect a key element of Gorky’s conception of culture as well: for Gorky, culture in its broadest sense (encompassing literature, art, music, and science) had the potential to unite humanity under the ideals of peace and harmony. Within this new …

Introduction: World Literature As World Crisis, Jernej Habjan

CLCWeb: Comparative Literature and Culture

No abstract provided.

A Robust Hybrid Security Framework: Integrating Multi-Layered Text Encryption With Barcode-Based Steganography, Mohamed Sayed, Talaat M. Wahbi, Farooq Abdalwahab Haboub

BAU Journal - Science and Technology

The widespread use of the Internet is causing increasing security concerns regarding online communications. One method for achieving secure communication between authorized parties is steganography. We herein employ multilevel technologies, including compression, encryption, barcoding, and steganography to secure a secret text message. Type I multilevel steganography is used with a two-level setup. The first level uses enhanced least significant bit (secure LSB-L1) image steganography; the output is a stego-image file, the cover is an image file, and the secret data in this level is English text. The output from the first level is encrypted using the RSA algorithm, and the …

Unmasking Twitter Bots: An Applied Machine Learning Approach, Rayane El Raba’A, Layal Abu Daher

BAU Journal - Science and Technology

The rapid growth of social networks has led to increased challenges, such as fraud, cyberbullying, and the spread of automated accounts (bots). Detecting anomalies within these networks is essential to maintaining security and trust. This study explored machine learning algorithms: Random Forest, XGBoost, Support Vector Machine (SVM), and Logistic Regression for anomaly detection in social networks, specifically focusing on Twitter bot identification, By applying AI-driven data mining techniques to a dataset of 37,438 Twitter bot accounts dataset, the research evaluates the effectiveness of these models in detecting unusual patterns. XGBoost achieved the highest accuracy (84.9%), with an ROA_AUC of 0.87, …

Can Gingival Crevicular Fluid Help In Diagnosing Pulp Inflammation? A Systematic Review, Wael Kassamany, Roula Abiad

BAU Journal - Science and Technology

This review aims to find if there’s a positive correlation between biological markers detected in human gingival crevicular fluid and pulp inflammation.

An electronic search of three databases; PubMed, EBSCOhost and Google Scholar was conducted using the keywords “tooth or teeth or pulp” AND “gingival crevice fluid or gingival crevicular fluid” for English articles published between the year 1990 and 2026. Information regarding study design, patients age range and gender distribution, sampling method used, types of biomarkers studied, assay test used, and key findings of each article were extracted and analyzed.

Biomarkers studied were substance P “SP”, neurokinin A “NKA”, …

Self-Updating Media Collections Using Query Embeddings, Ashwin Goyal, Nick Staubach

Defensive Publications Series

Media library applications allow users to organize their media such as photos and video into collections. Dynamic, self-updating collections are implemented in some applications, but are limited to narrow criteria such as a particular person label, a particular object type, etc. Current dynamic collection generation mechanisms do not support complex natural language criteria that a user may want to express, e.g., “all my photos after a workout; include screenshots from my fitness tracker.” This disclosure describes techniques that use a large language model (LLM) or other suitable model to transform complex user-specified criteria into a vector representation. Media assets in …

Progressive Contextual Augmentation Of Digital Media Using Implicit Prompts, Ashwin Goyal, Nick Staubach

Defensive Publications Series

Automatically surfacing content from media libraries can be highly useful, enabling users to effortlessly discover relevant contextual information and related data without having to perform manual searches. However, current methods usually require users to manually search for information, or rely on rigid rules that fail to capture the user's specific, current context. This disclosure describes techniques that automatically provide contextual information about media in a user’s library without requiring explicit prompts from the user. Media content items in a user’s gallery are weighted for their importance to the user. The metadata and content of an image (or other content item) …

System And Method For Interaction-Based Training Of Autonomous Agents, Eric Zavesky

Defensive Publications Series

A system and method for training autonomous agents through interaction-based validation is disclosed. The system includes a personality definition component that ingests behavioral specifications to synthesize personality parameters, and a training orchestration agent that conducts structured adversarial interactions with a trainee agent to validate behavioral alignment. An evaluation component detects systematic deviations through semantic analysis and pattern recognition across the interactions, distinguishing between isolated incidents and systematic misalignments. An interaction recording system captures the training exchanges for analysis, while a parameter refinement interface enables human oversight of behavioral modifications. The system addresses challenges in training agents to embody specific personality …

Dynamically Constructing Geographically Optimized Routing Graphs From Unstructured Multi-Modal Media, Nikita Agarwal

Defensive Publications Series

A geographically optimized routing graph is dynamically constructed from unstructured multi-modal media. A transcript is generated from audiovisual data of a media item. Words or phrases satisfying geographic spatial anchoring criteria are identified and associated with a first geographic location. Visual analysis operations are performed on corresponding video frames to identify a second geographic location. A modality conflict is detected based on differences between the first and second geographic locations. The conflict is resolved by applying deterministic weighting to generate resolved geographic locations. A routing graph is generated by sequencing the resolved geographic locations based on physical geographic proximity independent …

Mitigating Engagement Bias In Recommendation Architectures For Media Platforms, Acar Ary, Jason Sun, Ayush Patwari

Defensive Publications Series

In media recommendation architectures, engagement metrics such as comment participation probabilities are utilized to rank content. A limitation exists where media items with intentionally disabled comments are unfairly demoted. In these instances, a lack of engagement is processed as a lack of user interest. To address this deficiency, a boolean feature indicating a disabled comment status is generated. This boolean feature is subsequently crossed with a comment participation probability feature. Through this mathematical cross operation, a separate weight is established for scenarios where comments are disabled. Zero-engagement values are thereby processed differently when comment functionalities are unavailable. Consequently, engagement bias …

Low-Bandwidth Call Mode Using Audio-Derived Expression And Gesture Parameter Streaming, Anonymous

Defensive Publications Series

Techniques are described for a low-bandwidth call mode that replaces camera video transmission with streaming of audio-derived avatar animation parameters. During a real-time call, endpoints exchange capability information and negotiate an operating tier specifying parameter formats, update rates, and synchronization expectations. In response to user input or automatically upon degraded network conditions (e.g., low uplink bandwidth, loss, or jitter), a sender disables video frame transmission and processes speech audio in short windows using an on-device model to produce a time-stamped parameter stream including visemes and optionally expression and gesture parameters with confidence scores. The stream is adapted in rate, precision, …

Data-Driven Surface-Targeted Enforcement For Content Integrity Violations On Social Media Platforms, Umar Bakhsh

Defensive Publications Series

Techniques are described for enforcing content integrity violations on a social media platform using engagement-driven, surface-targeted actions. Engagement telemetry for a violating entity is analyzed to determine a distribution of connected engagement versus unconnected engagement attributable to recommendation-based distribution. Unconnected engagement is further attributed across multiple platform surfaces (e.g., short-form video, news feed, stories). An enforcement strategy is selected based on the engagement distribution, including selection of a soft enforcement action that removes or reduces recommendation distribution on one or more surfaces prioritized by their contribution to unconnected engagement. Enforcement effectiveness is measured by comparing engagement before and after enforcement, …

Tiered Expert Calibration Framework For Autonomous Large Language Model Assessment Systems, Anonymous

Defensive Publications Series

Systems and methods are described for automated content integrity assessment using a two-tier calibration and operation workflow. Domain experts encode assessment criteria into structured prompts, supply exemplar calibration cases spanning decision boundaries, review large language model (LLM) outputs, iteratively revise prompts to address systematic errors, and define post-assessment quality rules that capture known failure modes. After calibration, the LLM operates autonomously to label candidate instances for measurement, producing structured outputs that include a decision and a reasoning trace. Candidate instances may include entity pairs with multimodal content portfolios, with requests constructed under input constraints such as a maximum number of …

Entity-Level Content Cloning Detection With Multi-Layered Eligibility Framework For Social Media Platforms, Anonymous

Defensive Publications Series

Techniques are described for detecting content cloning at an entity level on a social media platform. Content similarity signals across items are aggregated to compute portfolio-level overlap between a first entity and a second entity. Candidate entity pairs are generated and evaluated against configurable cloning criteria, such as a threshold fraction of the second entity’s portfolio reused from a single first entity. A multi-layered eligibility framework applies configurable checks using entity relationships and attributes, including administrative relationships, entity classification/categorization, partnership or affiliation status, and intent signals, to exclude legitimate sharing scenarios. Eligible high-confidence pairs may be processed through automated continuous …

Gambaran Penyebab Klaim Bpjs Rawat Inap Berstatus Pending Di Rumah Sakit Ciremai Kota Cirebon Tahun 2025, Jazim Shebrina Kharisma Sendy, Lina Khasanah, Bambang Karmanto, Maula Ismail Mohammad

Jurnal Ekonomi Kesehatan Indonesia

Pending claims involving BPJS Kesehatan remain a challenge in the healthcare financing system in Indonesia. This condition hinders the receipt of JKN funds by healthcare facilities. In general, pending claims arise due to inconsistencies in files, disease and/or action codes, or the determination of medical measures. The same problem also occurred at Tk. III Hospital 03.06.01 Ciremai, Cirebon City, with the continued discovery of pending inpatient BPJS claims in 2025. Based on these conditions, this study aims to describe the causes of pending inpatient BPJS claims based on administrative, coding, and medical aspects. This study aims to describe the causes …

Pendekatan Time-Driven Activity-Based Costing Dan Theoretical Framework Of Acceptability Untuk Estimasi Anggaran Layanan Home-Based Palliative Care Di Yogyakarta, Tatik Hariyanti, Firdaus Hafidz, Arif Budiarto

Jurnal Ekonomi Kesehatan Indonesia

Palliative care services delivered through a home care scheme in Indonesia are not yet included in the National Health Insurance (JKN) benefit package. Through a bridging guarantee scheme, since 2020 the Regional Government of the Special Region of Yogyakarta (DIY) has provided this service to the local population in accordance with applicable regulations. Therefore, a basis for budget allocation that considers the regional conditions of DIY is required. This study employed a mixed-methods approach with an explanatory sequential design, beginning with a quantitative study to estimate the prevalence of the population requiring palliative care services as well as the unit …

Analisis Pengelolaan Persediaan Obat Menggunakan Integrasi Abc–Fsn Dan Economic Order Quantity (Eoq) Di Rsud Haji Provinsi Jawa Timur, Rina Kartika Sari, Irwan Syahrir, Musa Gufron

Jurnal Ekonomi Kesehatan Indonesia

This study aims to analyze the performance of pharmaceutical inventory at RSUD Haji, East Java Province using an integrated ABC–FSN and Economic Order Quantity (EOQ) approach. A quantitative descriptive method was employed using secondary data from 560 drug items during January–December 2025. ABC analysis was used to identify the concentration of investment value, while FSN analysis was applied to evaluate drug movement patterns. Furthermore, EOQ was utilized to determine the optimal order quantity to minimize total inventory costs. The results show that the majority of inventory value is concentrated in category A (70.08%) and is dominated by fast-moving items (89.15%). …

Analisis Biaya Standar Pelayanan Minimal (Spm) Kesehatan Menggunakan Aplikasi Siscobikes Di Tingkat Kabupaten/Kota Di Indonesia, Purwa K. Sucahya, Resi Natalia Turnip, Lemi Kurniawan, Bondan Wicaksono Adhi, Iwan Supriyadi, Ni’Matun Nurlaela

Jurnal Ekonomi Kesehatan Indonesia

This research investigates the capacity of the Siscobikes (Health Costing System) application to forecast the financial requirements for the execution of Minimum Service Standards (SPM) within Indonesia’s health sector at the district and city levels.. The study utilized cross-sectional data from 166 districts/cities to ascertain the projected health financing requirements and juxtaposed these estimates with the actual budgetary allocations. The results show that each district/city requires approximately IDR 16 billion annually for SPM. Districts require around IDR 17 billion annually, while cities require approximately IDR 13 billion. Substantial regional disparities are observed: Eastern Indonesia has the highest per capita needs …

Crises In The Nigerian Defence Sector In The Post-Civil War Period, Hussaini Jibrin

Zamani: A Journal of African Historical Studies

History has it that post-war period in any country in the world appeared to be with many challenges of re-planning the defence system. It involves the reconstruction of pre-war institutions that are destroyed during the war for onward growth and development. Contrary to this tradition, this article explores that, in 1970 while Nigerians were celebrating about the end of the Nigerian civil war, fresh crises emerged in the country’s defence sector. Thus, General Yakubu Gowon’s government redirected its focus on addressing the crises. The crises are numerous, however, this article dwells on four only. These are demobilization exercise in the …

Historicising Nyerere’S Presidency In The Nyakyusa Mythical Narratives, Ignas Fedeo

Zamani: A Journal of African Historical Studies

Julius K Nyerere, the founding President of Tanzania, held office from 1962 to 1985. Much has been written about Nyerere's presidency, with the literature generally falling into two categories: strong advocacy for his decisions, actions, and ideas, and pointed criticism against him. Using narrative and new historicism theories, this article examines the recreation of the history of Nyerere’s presidency in local narratives, specifically Nyakyusa myths. The myths were collected using the oral history interviews from Kyela and Busokelo districts in Tanzania. The Nyakyusa believe that Nyerere was endowed with immense mystical powers, some of which embedded in his stick and …

Collaboration In The Spread Of Missionary Christianity In Africa: The Case Of The Apostolic Church Of Nigeria, Caleb Abiodun Adeleye, Oluwasegun Peter Aluko

Zamani: A Journal of African Historical Studies

This article explores the significance of collaboration in the spread of missionary Christianity in Africa through a historical study of The Apostolic Church of Nigeria (TACN). It examines how the partnership between British missionaries and Nigerian leaders produced a hybrid mission model that combined Western ecclesiastical structure with African spirituality. Drawing on historical records, church documents, and existing scholarship, the article adopts a narrative–analytical method to trace how figures such as Pastors George Perfect, Idris J Vaughan and DO Odubanjo negotiated issues of theology, finance and cultural identity. The study finds that collaboration initially fostered institutional growth and doctrinal development …

Variabel Dan Model Prediktor Perdarahan Varises Esofagus Berulang Pada Pasien Sirosis Hati Di Rsupn Dr. Cipto Mangunkusumo, Ifani Media Sari, Juferdy Kurniawan, Kemal Fariz Kalista, Aulia Rizka, Eka Ginanjar, Sally Aman Nasution, Leonard Nainggolan Md. Internal Medicine, Tropic-Infection Spesialist, Sukamto Koesnoe

Jurnal Penyakit Dalam Indonesia

Introduction. Liver cirrhosis is a chronic condition associated with severe complications, including esophageal variceal bleeding, which carries high morbidity and mortality rates. Approximately 60% of patients with cirrhosis experience recurrent bleeding within one year, with a mortality rate of 20–60% within six weeks after the initial bleeding episode. Therefore, identifying predictors of recurrent bleeding is essential for improving preventive strategies. This study aimed to identify predictors of recurrent esophageal variceal bleeding in patients with liver cirrhosis and to develop a predictive model.

Methods. This retrospective study included 220 patients with liver cirrhosis and a history of esophageal variceal …

Profil Biomarker Apolipoprotein B Dan Lipid Terhadap Skor Syntax Pada Pasien Sindrom Koroner Kronik, Muhammad Novran Chalik, Erwin Sukandi, Taufik Indrajaya, Ferry Usnizar, Syamsu Indra, Imran Saleh, Rukiah Chodilawati, Irfannuddin Irfannuddin

Jurnal Penyakit Dalam Indonesia

Introduction. Apolipoproteins are structural components of plasma lipoproteins that are involved in lipoprotein metabolism and lipid transport, reflecting the number of circulating atherogenic particles. The degree of coronary artery stenosis can be assessed by calculating the Synergy between PCI with TAXUS/paclitaxel-eluting stent and Cardiac Surgery (SYNTAX) score, which is an angiographic scoring system used to evaluate the complexity of coronary artery lesions. This study aimed to investigate the profile of apolipoprotein B and lipids, as well as their correlation with the SYNTAX score in patients with chronic coronary syndrome.

Methods. An observational analytic study with a cross-sectional design …