Algae Senate — Data S2: Assembled Senate graphs and transformations
August, 2026 • Dataset
Nelson, David R., Salehi-Ashtiani, Kourosh
Supporting Data S2 for "Searched-text length confounds substring screening in algal and cyanobacterial literature-graph extraction." This collection contains the assembled JSON graph outputs for all f…
Supporting Data S2 for "Searched-text length confounds substring screening in algal and cyanobacterial literature-graph extraction." This collection contains the assembled JSON graph outputs for all five extraction tracks: Senate-A, Senate-B, Senate-C, Senate-Cc, and Senate-Cq. Each track provides an entity catalog, relationship records, and entity provenance, together with grounded, high-confidence, normalized, and scored graph views; name canonicalization and abbreviation or embedding merge records; relation mappings; grounding reports; graph-quality summaries; and transformation reports. The Senate-Cc track is the fixed downstream substrate used for candidate enumeration, and its source-text-screened state contains 256,677 entities and 2,208,495 relationships, each linked to a source-document identifier. Contents are enumerated in the accompanying 101-file manifest and checksum record. These are model-derived graph records and deterministic transformations; inclusion in a graph does not establish biological validity.Companion Code S1: doi:10.5281/zenodo.22975324.
knowledge graphalgaecyanobacterialarge language modelgraph assembly
Algae Senate — Code S1: Pipeline and analysis code
September, 2026 • Software
Nelson, David, Salehi-Ashtiani, Kourosh
Code S1 for A provenance-linked algal discovery frontier from literature and structured annotations. This archive contains project-authored pipeline and analysis code only. It excludes publisher-licen…
Code S1 for A provenance-linked algal discovery frontier from literature and structured annotations. This archive contains project-authored pipeline and analysis code only. It excludes publisher-licensed documents, manuscript files, data, run outputs, credentials, third-party code, and all OASIS/MiroFish material. The matching Git repository is https://github.com/olympus-terminal/algae-senate-code.
POETICS OF NATURE AND HUMAN EXISTENCE IN ALISHER NAVOI'S "FUSULI ARBA'A" QASIDAS
September, 2026 • Dataset
Ibroimova Mahliyo Najmiddinovna
Abstract. This thesis examines the poetic representation of nature and human existence in Alisher Navoiy’s Fusuli Arba’a, focusing on the symbolic and aesthetic functions of the four seaso…
Abstract. This thesis examines the poetic representation of nature and human existence in Alisher Navoiy’s Fusuli Arba’a, focusing on the symbolic and aesthetic functions of the four seasons. Particular attention is given to the interaction between seasonal imagery, the concept of time, human spiritual experience, and the idealized image of the ruler. The study also considers how classical poetic devices transform natural phenomena into philosophical and artistic meanings.
Transforming Repetitive Work through Intelligent Automation: Effects on Employee Performance and the Moderating Role of AI Readiness — Research Data and Analysis Materials
September, 2026 • Dataset • Transforming Repetitive Work through Intelligent Automation: Effects on Employee Performance and the Moderating Role of AI Readiness
Anonymous
This dataset provides research data and analytical materials supporting the study entitled “Transforming Repetitive Work through Intelligent Automation: Effects on Employee Performance and the M…
This dataset provides research data and analytical materials supporting the study entitled “Transforming Repetitive Work through Intelligent Automation: Effects on Employee Performance and the Moderating Role of AI Readiness.”
The repository contains four Excel files documenting the research process:
Raw Data : anonymized research data collected from respondents.
Measurement Model (Outer Model): results and supporting calculations related to the assessment of the measurement model, including indicator reliability, convergent validity, discriminant validity, and internal consistency.
Structural Model (Inner Model): results and supporting calculations related to the structural model, including hypothesis testing and relationships among the research constructs.
Hypothesis Development and Questionnaire: the theoretical basis for hypothesis development and the questionnaire items used to operationalize the research constructs.
These materials are provided to improve research transparency and facilitate the understanding and potential reproduction of the analytical procedures reported in the associated research.
All respondent-identifying information has been removed or anonymized where applicable. The dataset should be interpreted together with the associated research manuscript for the full theoretical and methodological context.
Mazkur maqolada boshlang‘ich sinf o‘quvchilarida ijobiy fazilatlarni shakllantirishning pedagogik-psixologik asoslari, tarbiya darslarining mazmun va imkoniyatlari hamda ta’lim-tarbi…
Mazkur maqolada boshlang‘ich sinf o‘quvchilarida ijobiy fazilatlarni shakllantirishning pedagogik-psixologik asoslari, tarbiya darslarining mazmun va imkoniyatlari hamda ta’lim-tarbiya jarayonida qo‘llaniladigan samarali metodlar yoritilgan. Boshlang‘ich ta’lim bosqichi bolaning shaxs sifatida shakllanishida muhim davr bo‘lib, aynan shu bosqichda halollik, rostgo‘ylik, mehribonlik, hurmat, mas’uliyat, mehnatsevarlik, vatanparvarlik, do‘stlik va hamkorlik kabi ijobiy fazilatlarni rivojlantirish uchun qulay pedagogik sharoit yaratiladi. Maqolada 1–4-sinf o‘quvchilarining yosh va psixologik xususiyatlarini hisobga olgan holda ijobiy fazilatlarni shakllantirish mexanizmi bosqichma-bosqich tahlil qilinadi hamda tarbiya darslarida foydalanish mumkin bo‘lgan metod va usullar tavsiya etiladi.
Developing the IPOV Charter on Human Rights in Childbirth
May, 2026 • Publication
Pickles, Camilla
This publication introduces the IPOV roundtable series on Emerging Human Rights Standards on Obstetric Violence and the process towards developing the IPOV Charter on Human Rights in Childbirth.
Drawi…
This publication introduces the IPOV roundtable series on Emerging Human Rights Standards on Obstetric Violence and the process towards developing the IPOV Charter on Human Rights in Childbirth.
Drawing on recent developments in international and regional human rights law, Camilla Pickles examines the growing recognition of obstetric violence as a human rights issue and the need to reflect contemporary legal standards concerning dignity, autonomy, informed consent, equality and freedom from violence in maternity care.
The publication outlines the objectives and structure of the IPOV roundtable series and its contribution to the development of a future IPOV Charter on Human Rights in Childbirth.
This Zenodo repository edition reproduces the substantive content of the original IPOV web article published on 28 May 2026. Minor grammatical, typographical and punctuation corrections have been made for clarity and consistency. No substantive claims, legal references or source attributions have been altered.
IPOV Identifier: IPOV-WP2-2026-01Project: IPOV – RESPECTFUL CAREProgramme: Horizon Europe – HORIZON-MSCA-2022-Staff ExchangesGrant Agreement: No. 101130141
Obstetric violenceRespectful maternity careHuman rightsChildbirthMaternal health
Environment variables and Chlorophyll a Concentration Dataset for the East China Sea 2003-2020
September, 2026 • Dataset
Zhenxia, Liu
The dataset contains chlorophyll a concentration, Yangtze River discharge, Sea water potential temperature, Sea water salinity, Eastward sea water velocity, Northward sea water velocity and sea surfac…
The dataset contains chlorophyll a concentration, Yangtze River discharge, Sea water potential temperature, Sea water salinity, Eastward sea water velocity, Northward sea water velocity and sea surface temperature data in the East China Sea in the range of 26°N-34°N, 118°E-128°E. The chlorophyll a concentration data with a temporal resolution of 1 day and a spatial resolution of 0.25° are from European Space Agency Ocean Colour Climate Change Initiative dataset (OC-CCI, Version 6.0) at https://rsg.pml.ac.uk/thredds/ncss/grid/CCI_ALL-v6.0-DAILY/dataset.html. SST data from National Oceanic and Atmospheric Administration (NOAA) Optimum Interpolation SST Version 2.1 product at https://www.ncei.noaa.gov/data/sea-surface-temperature-optimum-interpolation/v2.1/access/avhrr/. The daily Sea water potential temperature, Sea water salinity, Eastward sea water velocity, Northward sea water velocity data sets were obtained from Copernicus Marine products and services (Global Ocean Physics Reanalysis) at https://data.marine.copernicus.eu/product/GLOBAL_MULTIYEAR_PHY_001_031/download. Yangtze River discharge is obtained from daily observations at the Datong station.
There is an increasing interest in upgrading the EModel, a parametric tool for speech quality estimation, to the wideband and super-wideband contexts. The
Contemporary models of Unmanned Aerial Vehicles (UAVs) are largely developed using simulators. In a typical scheme, a flight simulator is dovetailed with a
Undertaking engineering research can be compounding for beginning graduate students and thwarting even for seasoned researchers. With a wealth of academic
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