GCRI · Reports

Data engineering for publishing

Data engineering, interoperability and stewardship make a report series findable, citable, archivable and correctable. Structured text, persistent identifiers, rich metadata and version control let each figure be traced to its sources, let corrections travel to every system that holds a copy, and let reports remain readable long after their platforms change.

01ثبت‌خانه

Data engineering for publishing on the record.

Method recordSTEM method
  1. روشمهندسی داده، هم‌کنشی‌پذیری و تولیت
  2. داده5 inputs
  3. Canonical pageSTEM Commons
02Application

What data engineering, interoperability and stewardship does here.

Data engineering, interoperability and stewardship cover the pipelines, standards and governance that make data usable and trustworthy. They determine whether information from different sectors can be combined for joint ارزیابی ریسک. In research and evidence, sound data engineering allows hazard, exposure and financial data to be linked consistently. It supports transparent and repeatable analysis of interconnected risk. The canonical description is on STEM Commons.

Structured publishing in JATS XML

Reports are encoded in JATS so text, figures, tables, references and contributor roles are machine-readable, deposited to indexing services and preserved in long-term archives.

Persistent identifiers across the record

Reports carry DOIs and an ISSN for the series, contributors ORCID iDs, institutions ROR identifiers, and datasets and code their own DOIs, linked in deposited metadata.

Versioning and update metadata

Every substantive change creates a new identified version, and corrections and retractions are deposited as update relationships so databases and readers see the current status.

03روش‌ها و شواهد

How data engineering for publishing is modelled, measured and tested.

مدل، مفروضات، داده‌ها و عدم قطعیت آن، به شکلی که دانشمند یا مهندس بررسی می‌کند. ساختارها از روش‌های منتشرشده پیروی می‌کنند. مقادیر ترسیم‌شده تبیینی‌اند، نه یافته.

مجموعه‌داده‌ها و خاستگاه

The data classes behind data engineering for publishing and what is recorded about each before it is used.

طبقهٔ دادهخاستگاه ثبت شدوضوح اعلام‌شدهپروانه بررسی شد
تصاویر ماهواره‌ای، نوری و راداریحسگر، سطح پردازش، تاریخ برداشتاندازهٔ پیکسل و بازدید مجددبه‌ازای هر صحنه
بازتحلیل و خروجی مدل اقلیمیمدل، آزمایش، عضو، نسخهشبکه و گام زمانیبه‌ازای هر انتشار
حسگرها و سنجه‌های درجاایستگاه، ابزار، سابقهٔ واسنجینقطه و نرخ نمونه‌برداریبه‌ازای هر شبکه
مواجهه جمعیت و داراییروش، سال تولید، منابع ورودیاندازهٔ سلول و یکابه‌ازای هر انتشار
مرزها و جغرافیای مرجعتولیدکننده، ویراست، تاریخمقیاسبه‌ازای هر ویراست
تبارنامه
سابقهٔ W3C PROV از منبع تا شکل
اصول
FAIR: یافتنی، دسترس‌پذیر، هم‌کنش‌پذیر، بازاستفاده‌پذیر
شکاف‌ها
به‌صورت ناموجود نشان داده می‌شود، هرگز بی‌صدا پر نمی‌شود
ردهٔ داده‌ها و میدان‌های خاستگاهِ ثبت‌شده برای هر یک؛ یک مجموعه‌داده تنها زمانی با نام فهرست می‌شود که پروانهٔ آن استفاده را بپذیرد.
اصول راهنمای FAIR · GO FAIR و FORCE11W3C PROV · کنسرسیوم وب جهانیGuidance on consistent treatment of uncertainties · IPCCCEOS Analysis Ready Data · Committee on Earth Observation Satellites
04داده

What the method consumes.

Datasets and records used by data engineering, interoperability and stewardship on this platform, with the role each plays and the label its values carry. Sources are listed in the source register.

دادهنقشبرچسب
Crossref and DataCite metadataIdentifier registration, references, funding and update linksآمارهای منتشرشده
ORCID public dataContributor identity and affiliationsDECLARED
Research Organization RegistryInstitution identifiersآمارهای منتشرشده
ISSN PortalSeries identification and title historyآمارهای منتشرشده
Directory of Open Access JournalsOpen access status and licence of journal sourcesگزارش‌شده
05فرایند

نحوهٔ اجرای فرایند.

Process explorer · Process

Data engineering for publishing: Build, sign and accept

10 steps4 مرحله2 دروازه

فرایند

Data engineering for publishing: Build, sign and accept

An admitted mission becomes a cycle project; the build is pinned, verified and signed, and the Global Risks Forum (GRF) records acceptance for exercise, not permission to deploy.

  1. 01 Request and sources

    1. 01Admitted mission becomes a cycle projectسابقه · جهان to FoundryAn admitted mission becomes a cycle project with a decision case.
    2. 02Qualify data sources and resourcesStep · the Global Centre for Risk and Innovation (GCRI)GCRI qualifies data sources and resource offers and builds the scenario models. An offer is not an allocation.
  2. 02 Build and verify

    1. 03Source snapshotسابقه · NXS-FAC (blueprints, builds and signing)The snapshot pins the commit, dependencies and generator versions.
    2. 04Build contractRecord · NXS-FAC (blueprints, builds and signing)The build contract declares the artefact kind, environment and reproducibility envelope.
    3. 05Integrate and buildModel · GCRIGCRI integrates software and data, signs builds, and tests security and interoperability.
    4. 06Verification suiteGate · NXS-FAC (blueprints, builds and signing)Required and advisory checks stay separate. Reproducibility needs pinned inputs, declared nondeterminism and independent rebuilds.
  3. 03 Sign and admit

    1. 07Sign the exact artefactStep · NXS-FAC (blueprints, builds and signing)NXS-FAC builds, attests and requests a signature via a scoped signer identity. It holds no key material.
    2. 08Package admissionگام · NXS-NXQ (software, models and capability lifecycle)NXS-NXQ receives the signed package and keeps admission evidence that binds the task, data class, evaluation suite and expiration.
  4. 04 Accept

    1. 09گزارش ساخت هستهسابقه · GCRIThe Core Build Report is the go or no-go record. Universe assembles the Core and holds the decision for the exercise.
    2. 10⁨G3⁩ · ساخت برای تمرین پذیرفته شددروازه · The Global Risks ForumGRF records whether the build is accepted for exercise. A signed build or release candidate is not permission to deploy to production.

سال برنامه · NXS-FAC · UniverseDesigned programme process, not a record of operation. No cycle has run and every programme is at service level R0. A gate is a programme decision, never a public-authority approval, certification or deployment authorisation. The record order follows the Builds and Releases room lists of NXS-FAC.

06اعتبارسنجی

How results are checked.

Pipelines are tested with automated quality checks, schema validation and lineage audits. Reconciliation against source سامانه‌ها confirms completeness.

بررسیHow it is done
Schema validationJATS and deposit metadata are validated against their schemas before release
Identifier resolutionEvery DOI, ORCID iD and ROR identifier in a report is checked to resolve to the intended record
Reference integrityReferences are matched to their records and screened against retraction and correction notices
Archive and licence checkEach version is deposited in a preservation archive with a licence that matches the funder policy

Incompatible standards, missing metadata and restrictive licences block integration. Legacy systems and undocumented transformations introduce silent errors.

08تولیت

Who maintains the method.

داده و محاسبات stewards data engineering, interoperability and stewardship for the Consortium and reviews how it is applied across platforms.

09متصل

جایی که این صفحه در سراسر کنسرسیوم به آن می‌رسد.

10پرسش‌ها

پرسش و پاسخ.

What are the limits of data engineering, interoperability and stewardship in this field?
Incompatible standards, missing metadata and restrictive licences block integration. Legacy systems and undocumented transformations introduce silent errors.
How are results checked?
Pipelines are tested with automated quality checks, schema validation and lineage audits. Reconciliation against source systems confirms completeness.
Are the values on this page real?
The data names, roles and checks are real descriptions of practice. The canvas shows a design of the method’s use, not a run; no result is reported here.
Where else is this method applied?
رصدخانهٔ canonical method page lists every platform that applies it.
گزارش‌هامشارکت

شواهد را از همین صفحه ارسال کنید.

Reports is the Consortium’s quarterly publication. What you know about this subject can become evidence, a case or a correction in the next edition, credited to you and published under CC BY 4.0 where it is your own work.

GCRIگزارش‌هاریسک و تاب‌آوری سامانه‌های جهانیریسک و تاب‌آوری سامانه‌های کشوریگزارش فصلی کشوری
گزارش‌ها

یک روش، یک مجموعه‌داده یا یک پرسش بیاورید.

اطلاعات و درخواست‌ها امروز باز است. هر درخواست یک شمارهٔ پیگیری می‌گیرد و گام بعدی را مشخص می‌کند؛ درخواست‌های عضویت، پرداخت‌ها، تخصیص رایانش و ثبت‌نام‌ها تنها زمانی باز می‌شوند که تیم، شرایط و ظرفیت داوری آن‌ها فراهم باشد.

The Global Centre for Risk and Innovation

Science · evidence · measurement

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