Wafula, Valentine Bahati · Wafula, Valentine Bahati · Nyanchoka, Moriasi · et al.

30 KB

Completed PRISMA Extension for Scoping Reviews (PRISMA-ScR) checklist accompanying the protocol entitled "Heavy Rainfall and Flooding Effects on Maternal Health Service Delivery During Pregnancy and Childbirth in LMICs: A Scoping Review Protocol." The checklist documents compliance with PRISMA-ScR reporting standards and provides page references for all reporting items included in the protocol. The associated scoping review aims to map and synthesize evidence on how heavy rainfall and flooding affect access to and quality of maternal health service delivery during pregnancy and childbirth in LMICs

Quelch, Jenna

239 KB

Public policies are shaped not only by institutions and interests but also by interactions between policy construction and ideology, which define social problems, determine who is deserving, and set the boundaries of legitimate public provision. This study examines how these dynamics shape support for contested health services, asking how medicalization and social constructions of deservingness influence public attitudes. Using a survey experiment with 2,000 respondents in Canada, the analysis examines support for IVF, abortion, gender-affirming care, and HPV vaccination. Findings suggest that medicalization significantly increases perceived legitimacy for select services and support for public coverage, while constructions of deservingness mediate these effects. Policy feedback operates not only through institutional arrangements but also through how citizens perceive the boundaries of healthcare and the deservingness of recipients. The study advances research on policy feedback and health politics by showing how medicalization and social constructions shape public opinion and debates over medical necessity.

Wijaya, Dedy Rahman

12 KB

This experiment focuses on the analysis of green tea aroma using a set of gas sensors. Specifically, the gas sensors selected for this research are the TGS822, TGS2602, TGS2620, MQ138, MQ5, and MQ3. The experiment involved testing a total of 78 different tea samples (chops), with each sample being observed three times. To conduct the experiment, a tea chamber was utilized, capable of accommodating 125 grams of dry green tea. The tea chamber was connected to a sensor chamber through a hose and intake micro air pump. During data acquisition, air from the tea chamber flowed into the sensor chamber for a duration of 60 seconds. Once the airflow from the tea sample was complete, the gas sensors recorded the aroma data for 60 seconds, resulting in 60 data records. These records were then saved into a CSV file for further processing and labeling. The labeling process involved referencing the Indonesian National Standard (SNI) 3945:2016, which defines the quality parameters for green tea according to ISO 11287 Green tea - definition and basic requirements. The SNI 3945:2016 standard specifies both special requirements and general requirements for green tea quality assessment. Special requirements encompass aspects such as water content, soluble ash, ash alkalinity, crude fiber, polyphenols, metal contamination, and microbial contamination. On the other hand, general requirements cover the physical and organoleptic characteristics of the tea, including dryness, steeping water, and steeping dregs. To evaluate the quality of Gambung green tea, an organoleptic test was conducted by a tea tester. The results of this test were used to label the data set obtained from the e-nose. The data set had two labels: quality standard ("good" and "quality defect") for the discrete classification task, and organoleptic score, which combined ratings for dry appearance, brew color, taste, aroma, and dregs of brewing, for the continuous regression task. In summary, this study aimed to predict the quality standard and organoleptic score of green tea samples using gas sensor data. The gas sensors were selected based on their suitability for analyzing the tea's aroma. The labeled data set, obtained through experimentation and organoleptic testing, would serve as the basis for training models for classification and regression tasks.

Sullivan, Dennis · Sullivan, Dennis

332 KB

This working paper, originally composed in April 2009 as a course paper in international relations ethics at Boston University, is deposited as a documented precursor to the theoretical framework developed in Sullivan (2026a) [SSRN 6477741]. The paper advances three theoretical contributions subsequently operationalized empirically: (1) jus interpano as a distinct ethical-legal standard for humanitarian intervention elevated above conventional jus ad bellum requirements; (2) a structural analysis of the UN's legitimacy deficit using Hamilton's Federalist No. 15 to demonstrate that the UN lacks the troops, treasury, and executive authority required for genuine governance capable of enforcing R2P; and (3) a sovereignty-as-investment framework extending Krasner (1999) — asserting that sovereignty originates with individuals rather than states, is invested upward through successive governance levels with the expectation of returns, and that governments function as investment vehicles for a mutual fund of sovereignty accountable to their constituent individuals. This individual-centric reconception partially resolves R2P's legitimacy problem and anticipates the empirical argument of Sullivan (2026a) that the postwar normative architecture derives its conflict-suppression capacity from precisely these sovereignty-pooling mechanisms. Submitted to the Journal of Human Rights Special Issue on Humanitarianism and Responsibility, August 2011. Declined October 2011. The author was deployed to Afghanistan when the rejection arrived. Deposited June 2026, seventeen years after composition, as the intellectual genealogy of the sovereignty-as-investment framework is now empirically grounded in Sullivan (2026a).

Zuckerman, Laurel · Zuckerman, Laurel

410 rows × 7 colsverified

5 text · 2 numeric

A support dataset containing Internet Archive Wayback Machine capture URLs for pages associated with artworks in the Museum of Modern Art (MoMA) online collection during 2015. The dataset was created as part of a longitudinal study of changes in publicly available provenance information between 2003 and 2025. The dataset serves as an audit trail and intermediate processing layer used to identify, verify, and retrieve historical versions of MoMA collection pages for subsequent provenance extraction and comparison.

Zuckerman, Laurel · Zuckerman, Laurel

462 rows × 15 colsverified

14 text · 1 numeric

This dataset contains the artworks listed in the Met Provenance Research Project (Archived 2005) and enhanced with additional information retrieved from a Wikidata query on the Accession Number. The dataset includes the following fields:(from Archive) Artist, Title, Url, Date creation, AccNum, (from Wikidata) item, itemLabel, inventory_number, creator, creatorLabel, inception, The_Met_object_ID .

Sheikh, Riyaz · Sheikh, Riyaz · Suhluli, Salem · et al.

417 KB

The files contains three dataset required in the research. 1) Raw data file 2) Measurement Model & 3) Structural Model

Mishra, Adesh · Mishra, Adesh

654 KB

Replication data and code for the paper "Sharpe Invariance of Static Hedge Ratios and Regime-Conditional Crude Hedging: Evidence from Indian Refiners." The archive reproduces all empirical results: the forecast-accuracy horse-race and Diebold-Mariano tests; the rolling-quantile and Markov-switching regime classifiers (K=2 and K=3); the nine-policy hedging backtest on monthly Brent priced in Indian rupees (January 2010 - December 2025); the bootstrap and cost-sensitivity analyses; and the strict walk-forward Markov classifier test. It contains the daily and monthly price panels (FRED), four regime-classifier outputs, the backtest engine and its outputs, four self-contained reproduction scripts, a requirements file, and a README with SHA-256 checksums and verification commands. The PPAC Indian Basket source file used for the basis validation is public but not redistributed; the README documents where to obtain it.

Rakib, Sakhawat Hossen · Rakib, Sakhawat Hossen · Imtiaz Bin Hamid, Nafiz · et al.

1.7 MB

This dataset contains 5,625 finite element simulation records generated using COMSOL Multiphysics 6.3 (RF Module, Electromagnetic Waves Frequency Domain interface) for a modified microstrip patch antenna (MPA) sensor designed for non-invasive electrolyte monitoring from sweat at 2.4 GHz. The sensor incorporates a circular analyte well and 45-degree chamfered stubs to enhance dielectric sensitivity. Simulations were conducted across three substrate materials (Rogers RO4003C, FR4, and Cellulose Paper/Whatman Grade 3) and five physiologically relevant NaCl concentrations (20, 40, 60, 80, and 100 mmol/L). Each record corresponds to a unique combination of five geometric and electrolyte input parameters: patch width (WP), patch length (LP), analyte well diameter (d_well), feed inset offset (xf), and NaCl concentration (c), sampled on a systematic grid of 5 x 5 x 5 x 3 levels per substrate and 5 concentration levels, yielding 1,875 records per substrate. The two output (target) variables per record are the minimum reflection coefficient (S11_min, in dB) and the resonant frequency at the S11 minimum (fr, in GHz), both extracted from the Asymptotic Waveform Evaluation (AWE) frequency sweep. The permittivity of the NaCl analyte complex at each concentration is modeled using the Cole-Cole dispersion parameters established by Peyman, Gabriel, and Grant (Bioelectromagnetics, 2007). The dataset was used to train and validate three machine learning regression models — Extreme Gradient Boosting (XGBoost), Support Vector Regression (SVR), and Gaussian Process Regression (GPR) — for surrogate-based optimization of sensor dimensions. XGBoost achieved the lowest prediction error: S11 RMSE of 0.81-1.14 dB and concentration RMSE of 1.31-1.82 mmol/L across the three substrates. The dataset is provided as a structured Excel workbook (XLSX) containing the full 5,625-record dataset, per-substrate subsets, summary statistics, a stratified 80/20 train-test split, XGBoost feature importance results, and model performance comparisons. The research targets clinical patient populations where continuous sweat electrolyte monitoring is medically significant, including palmar hyperhidrosis, chronic kidney disease (hemodialysis patients), motor paralysis, and congestive heart failure.

Mbembo Likongo, Léon Martin

124 KB

Ce jeu de données rassemble deux découpages techniques réalisés à partir des films Le Crocodile du Botswanga et Le Dîner de cons. Les documents présentent une analyse plan par plan des séquences filmiques, en décrivant notamment le numéro du plan, la scène, l’action, le type de plan, les mouvements de caméra, le son, le décor ou lieu, la lumière, les personnages, la durée estimée et les dialogues. Ces données ont été constituées dans un cadre pédagogique et scientifique pour soutenir l’analyse audiovisuelle, la sémiotique filmique, l’étude du découpage technique et l’enseignement des méthodes d’analyse des œuvres cinématographiques.

Merino, Romina

24 KB

It is not known what factors influence Latin American students´ choice of the National University of La Matanza, as a house of Higher Education, in order to carry out their Higher Education career, as well as, it is also unknown whether the different university policies channel their needs. The aim of this research was to quantitatively highlight the evolution of the number of Latin American students enrolled in undergraduate programs at the UNLaM, in the period 2000-2020, as well as to establish the factors that determined the choice of the university, examining the existing agreements in Latin America, that affect the field of Higher Education and promote academic mobility. The methodological approach is based on quantitative and documentary analysis, using as an instrument, a survey carried out on the population of active Latin American students at UNLaM. As a result, it has been identified that the integration processes in Latin America have mostly included education in the scope of their agreements, but the depth of this issue is still scarce. In addition, at UNLaM, there has been an increase in the number of Latin American students among its student body, mainly of Brazilian origin, who opt to pursue careers belonging to the Department of Health Sciences, particularly in Medicine

Ardabili, Farzad · Vratar, Leon · Vratar, Leon · et al.

1.0 MB

During the last few decades, business philosophy has shifted from marketing orientation to Relationship Marketing Orientation (RMO). Service oriented organizations, such as banks, increasingly apply RMO to enhance their brand management practices, such as brand loyalty and brand image. The main purpose of this study is to investigate the influence of relationship marketing orientation and its dimensions (trust, bonding, communication, shared values, empathy and reciprocity) on the Brand Equity in Saderat Bank. Data were collected from 339 customers across various branches of Saderat Bank in Ardabil, Iran. Confirmatory factor analysis and structural equation modeling were used to analyze the measurements and relationships among the variables. The findings of this study demonstrate that RMO has a positive effect on the brand equity of Saderat Bank. Specifically, dimensions including trust, bonding, empathy, and reciprocity have direct and significant effects on brand equity, with the effect of trust being significantly higher. However, communication and shared values showed no significant effects on brand equity. The findings of this study offer practical applications for enhancing the brand equity of banks and other financial institutions, particularly Islamic banks, by exploring the cultural variation of relationship marketing.

Li, Qin · Li, Qin · Bond, Robert · et al.

245 KB

This folder contains the replication files for the paper entitled "The limited effects of social media use on misperceptions."

Amuchie, Max Nwabueze · Amuchie, Max

1.3 MB

The Trinity of State Decay (TSD) makes a specific theoretical claim: state decay in the Global South is not an institutional malfunction but a sovereignty event — the structural decoupling of juridical statehood from empirical authority into two rival orders. This claim departs from failed state theory, hybrid governance theory, and conventional fragility frameworks, all of which operate at the national aggregate and cannot account for the coexistence of functional and decoupled sovereignty within the same juridical unit. The TSD holds that this decoupling produces an Institutional Mirage, which performs authority without possessing it, and a Shadow Order, which governs without formal legitimacy, sustained between them by the Money-Land-Mind dynamic — the mechanism through which financial, territorial, and normative authority are progressively displaced from the formal state to rival structures. The unit of analysis is the zone rather than the state: decoupling is always partial before it is total, always zonal before it is national. Recovery is possible but strictly sequential: protection must precede compliance, compliance must precede territorial credibility, and territorial credibility must precede institutional function. Any inversion produces relapse. Drawing on a theoretical genealogy spanning African political thought, postcolonial theory, classical political theory, comparative politics, political economy, institutional economics, and the hybrid governance literature, the TSD offers a generalisable framework for analysing sovereign fragmentation across the Global South. The framework's empirical operationalisation — including quantitative measurement of decoupling depth and recovery sequencing — is developed in the companion Decoupling Sovereignty Index (DSI), Part 2 of this special working paper series.

Macedo, Gabriel · Chen, Yuchen · Sara Lipshutz

3.9 MB

Female animals often have ornaments such as conspicuous coloration. However, the evolution of female ornamentation and its contribution to sexual dimorphism are understudied relative to male ornamentation. We addressed this knowledge gap by investigating plumage ornamentation of Tyranni (Suboscines) in relation to sociosexual selection, the differential reproductive success resulting from competition for mates and other socially limited resources (e.g., territories, nest sites). We hypothesized that greater ornamentation is associated with stronger sociosexual selection in females and males, and that sexual dichromatism emerges when selection pressures differ between sexes. We tested associations of ornamentation and sexual dichromatism with territoriality, mating system, parental care, nest type, migratory behavior, and climatic seasonality. We found that females and males show similarly high ornamentation (elaborate monochromatism) in accordance with strong and shared sociosexual selection pressures, for instance in territorial, non-migratory, monogamous species with biparental care, and species nesting in cavities. In contrast, males show higher ornamentation than females in migratory and polygynous species with female-only parental care and in more seasonal climates, and females show higher ornamentation than males in species with long term pair bonds and in territorial non-migratory species living in closed habitats. Our findings suggest that when the sexes share sociosexual selection pressures, they show similar ornamentation, whether elaborate or inconspicuous. Conversely, sexual dimorphism is greater when males face stronger sociosexual selection pressures than females. Our study provides a framework for testing how sociosexual selection shapes female traits, which is key to understanding the evolution of sex differences and similarities.

Campião, Alice Silvestre · Puglisi, Marina · Puglisi, Marina

1010 KB

Purpose, Nature, and Scope of the Data Set Purpose: To ensure transparency and enable reproducibility of the scoping review "Usage-Based Theory and the Gestalt Language Processor: An Integrative Perspective on Language Processing." It provides the complete data and documentation needed to verify the review process and findings. Nature: The data set consists of the search strategy, screening logs, and a detailed extraction sheet. It documents the process from identifying 12,104 records to including 43 studies, with variables such as study type and primary theory (UBT/GLP) coded for analysis. Scope: It encompasses all data from the review process, including search documentation for major databases, aggregated screening statistics, and fully coded data for the 43 included studies on language development in children with typical development or autism

Wang, Hsu Yumin

147 KB

How do citizens in authoritarian regimes respond when state promises go unfulfilled? In many such regimes, leaders enact pro-labor legislation to signal responsiveness, yet actual enforcement often remains weak. This research note provides the first experimental evidence regarding how enforcement gaps in pro-labor legislation shape mass political attitudes under authoritarian rule. Drawing on a preregistered survey experiment in China, I show that the absence of enforcement significantly erodes political support: unmet expectations surrounding labor rights produce a measurable decline in trust in government. Partial enforcement, in contrast, generates markedly less negative public reactions—an effect that appears to operate through citizens’ perceptions of its material benefits. A follow-up study incorporating a list experiment to detect preference falsification replicates the core findings. By examining mass reactions to varying levels of labor rights enforcement in authoritarian contexts, this study advances our understanding of authoritarian legitimation strategies and clarifies the conditions under which cooptation can sustain public support.

Santini, Daniel

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Cities with full Fare-Free Public Transport in operation in Brazil. Spreadsheet organized from the survey and monitoring of official information from municipalities, news and interviews. Updated April, 2026

von Pfister, Jonas · von Pfister, Jonas · Goritz, Nicolai · et al.

3.4 MB

This dataset contains the codebook and final variables created for the analysis of determinants and contextual dimensions of policy implementation performance.